[ { "setup": "devtools-mcp-nojs", "run": "r1", "task": "allbirds-price", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 0, "cache_write": 10419, "output": 79, "stop": "tool_use" }, { "input": 2, "cache_read": 10419, "cache_write": 165, "output": 74, "stop": "tool_use" }, { "input": 2, "cache_read": 10584, "cache_write": 11468, "output": 50, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://www.allbirds.com/products/womens-allbirds-flip-flop-dusty-pink" }, "chars": 161, "images": 0, "error": false, "secs": 5.48, "text": "## Pages\n1: about:blank\n2: Women's Allbirds Flip Flop - Comfortable & Eco-... (https://www.allbirds.com/products/womens-allbirds-flip-flop-dusty-pink) [selected]" }, { "name": "wait_for", "input": { "pageId": 2, "text": [ "$" ] }, "chars": 22056, "images": 0, "error": false, "secs": 0.11, "text": "Element matching one of [\"$\"] found.\n## Latest page snapshot\nuid=1_0 RootWebArea \"Women's Allbirds Flip Flop - Comfortable & Eco-Friendly Summer Sandals | Allbirds\" url=\"https://www.allbirds.com/products/womens-allbirds-flip-flop-dusty-pink\"\n uid=1_1 \"Free ground shipping on orders over $100\"\n uid=1_2 \"Due to increased demand, orders may take up to 30 days to ship.\"\n uid=1_3 button\n uid=1_4 button\n uid=1_5 banner\n uid=1_6 navigation\n uid=1_7 button \"Skip to Content\"\n uid=1_8 link \"Allbirds\" url=\"https://www.allbirds.com/\"\n uid=1_9 link \"NEW ARRIVALS\" url=\"https://www.allbirds.com/collections/new-arrivals-26\"\n uid=1_11 link \"SHOP ALL\" url=\"https://www.allbirds.com/collections/shop-all-26\"\n uid=1_13 button \"MEN\"\n uid=1_14 button \"WOMEN\"\n uid=1_15 link \"Search\" description=\"Search\" url=\"https://www.allbirds.com/search\"\n uid=1_16 button \"View Cart\" description=\"View Cart\"\n uid=1_17 heading \"CART (0)\" level=\"2\"\n uid=1_18 \"Spend $100 more to earn free shipping!\"\n uid=1_19 button \"Close cart\"\n uid=1_20 \"Your cart is empty. Start shopping!\"\n uid=1_21 button \"SHOP WOMENS\"\n uid=1_22 button \"SHOP MENS\"\n uid=1_23 button \"SHOP SOCKS\"\n uid=1_24 button \"SHOP WOMEN'S SALE\"\n uid=1_25 button \"SHOP MEN'S SALE\"\n uid=1_26 main\n uid=1_27 navigation \"breadcrumbs\"\n uid=1_28 link \"Home\" url=\"https://www.allbirds.com/\"\n uid=1_30 \"/\"\n uid=1_31 link \"Womens\" url=\"https://www.allbirds.com/collections/womens\"\n uid=1_33 \"FINAL FEW\"\n uid=1_34 \"NEW COLOR\"\n uid=1_35 button \"Women's Allbirds Flip Flop - Dusty Pink\"\n uid=1_36 button \"Women's Allbirds Flip Flop - Dusty Pink\"\n uid=1_37 button \"Women's Allbirds Flip Flop - Dusty Pink\"\n uid=1_38 button \"Women's Allbirds Flip Flop - Dusty Pink\"\n uid=1_39 button \"Women's Allbirds Flip Flop - Dusty Pink\"\n uid=1_40 heading \"Women's Allbirds Flip Flop\" level=\"1\"\n uid=1_41 \"ALSO AVAILABLE IN: \"\n uid=1_42 link \"MEN'S SIZES\" url=\"https://www.allbirds.com/products/mens-allbirds-flip-flop-natural-black\"\n uid=1_44 \"$50\"\n uid=1_45 \"COLOR:\"\n uid=1_46 \"Dusty Pink\"\n uid=1_47 \"(\"\n uid=1_48 \"Limited\"\n uid=1_49 \" Edition)\"\n uid=1_50 button \"Women's Allbirds Flip Flop - Natural Black swatch\" description=\"Women's Allbirds Flip Flop - Natural Black\"\n uid=1_51 button \"Women's Allbirds Flip Flop - Anthracite swatch\" description=\"Women's Allbirds Flip Flop - Anthracite\"\n uid=1_52 button \"Women's Allbirds Flip Flop - Mushroom swatch\" description=\"Women's Allbirds Flip Flop - Mushroom\"\n uid=1_53 button \"Women's Allbirds Flip Flop - Mid Yellow swatch\" description=\"Women's Allbirds Flip Flop - Mid Yellow\"\n uid=1_54 button \"Women's Allbirds Flip Flop - Dusty Pink swatch\" description=\"Women's Allbirds Flip Flop - Dusty Pink\"\n uid=1_55 \"WOMEN'S SIZES\"\n uid=1_56 link \"MEN'S SIZES\" url=\"https://www.allbirds.com/products/mens-allbirds-flip-flop-natural-black\"\n uid=1_58 button \"Select size 5\"\n uid=1_59 button \"Select size 6\"\n uid=1_60 button \"Select size 7\"\n uid=1_61 button \"Select size 8\"\n uid=1_62 button \"Select size 9\"\n uid=1_63 button \"Select size 10\"\n uid=1_64 button \"Select size 11\"\n uid=1_65 \"The Allbirds Flip Flop is offered in full sizes only and fits true-to-size for most customers. If you are between sizes, we recommend sizing down.\"\n uid=1_66 button \"Fit Guide\"\n uid=1_67 button \"SELECT A SIZE\" disableable disabled\n uid=1_68 \"Free Shipping on Orders over $100\"\n uid=1_69 \"Women's Allbirds Flip Flop\"\n uid=1_70 \"$50\"\n uid=1_71 button \"SELECT A SIZE\"\n uid=1_72 button \"WHY WE MADE THIS\" expandable expanded\n uid=1_73 \"Sun on your feet. Comfort underneath. Light, easy, and made for warm weather, these flip flops bring everyday comfort to sunny days, beach walks, and everything in between. Just slip them on and go.\"\n uid=1_74 heading \"BEST FOR\" level=\"3\"\n uid=1_75 \"Weekends\"\n uid=1_76 \"Vacation\"\n uid=1_77 \"Beach\"\n uid=1_78 \"Pool\"\n uid=1_79 button \"View technical details\"\n uid=1_80 \"Weight:\"\n uid=1_81 \" 5.1oz (W7), 6.7oz (M9)\"\n uid=1_82 \"Stack Height:\"\n uid=1_83 \" Heel: 23.5mm Toe: 20mm\"\n uid=1_84 \"Heel/Toe Drop:\"\n uid=1_85 \" 3.5mm\"\n uid=1_86 \"Country of Origin:\"\n uid=1_87 \" Vietnam\"\n uid=1_88 heading \"THOUGHTFULLY DESIGNED\" level=\"3\"\n uid=1_89 \"Soft, padded Tree Knit strap \"\n uid=1_90 \"backed with soft recycled microsuede\"\n uid=1_91 \"Supportive sugarcane-based \"\n uid=1_92 \"SweetFoam\u00ae cushioning\"\n uid=1_93 \" with subtly raised texture\"\n uid=1_94 \"Grippy, durable \"\n uid=1_95 \"natural rubber blend outsole \"\n uid=1_96 \"for added traction on wet or dry surfaces\"\n uid=1_97 button \"MATERIALS & SUSTAINABILITY\" expandable\n uid=1_98 \"Upper\"\n uid=1_99 \"Tree Knit\"\n uid=1_100 \"Tree Knit made from eucalyptus-derived TENCEL\u2122 Lyocell (tree fiber) yarn and recycled polyester blend\"\n uid=1_101 \"Midsole\"\n uid=1_102 \"SweetFoam\u00ae\"\n uid=1_103 \"SweetFoam\u00ae sugarcane-based EVA foam provides comfort and durability while being light on the planet\"\n uid=1_104 \"Outsole\"\n uid=1_105 \"Natural Rubber\"\n uid=1_106 \"Grippy, natural rubber blend outsole for added durability and traction\"\n uid=1_107 button \"CARE INSTRUCTIONS\" expandable\n uid=1_108 \"Yes, they\u2019re machine washable. Remove the insoles, hand wash those separately, and let everything air dry. Fresh again.\"\n uid=1_109 heading \"Make The Living Easy\" level=\"2\"\n uid=1_110 \"A step above your usual summer flip-flop. Materials that feel good against your bare skin. Support for long summer days. In colors that feel like summer.\"\n uid=1_111 link \"Shop Now\" url=\"https://www.allbirds.com/collections/womens-sandals\"\n uid=1_113 heading \"Breathable By Nature\" level=\"1\"\n uid=1_114 heading \"BREATHE EASY\" level=\"2\"\n uid=1_115 \"Made from TENCEL\u2122 Lyocell (tree fiber) and recycled polyester to stay breathable, moisture-wicking, and cool.\"\n uid=1_116 heading \"GET A GRIP\" level=\"2\"\n uid=1_117 \"A natural rubber blend outsole adds traction while supporting responsible forestry practices.\"\n uid=1_118 heading \"MADE TO MOVE\" level=\"2\"\n uid=1_119 \"Flexible and supportive\u2014designed to move naturally with you.\"\n uid=1_120 heading \"BUILT TO BOUNCE BACK\" level=\"2\"\n uid=1_121 \"SweetFoam\u00ae cushioning made from sugarcane delivers comfort and energy return.\"\n uid=1_122 heading \"YOU MAY ALSO LIKE\" level=\"2\"\n uid=1_123 button \"Previous product\" description=\"Previous Product\" disableable disabled\n uid=1_124 button \"Next product\" description=\"Next Product\"\n uid=1_125 \"FINAL FEW\"\n uid=1_126 \"NEW\"\n uid=1_127 link \"Women's Breezer Mary Jane - Warm Red (Dark Anthracite Sole) Women's Breezer Mary Jane - Warm Red (Dark Anthracite Sole)\" url=\"https://www.allbirds.com/products/womens-breezer-mary-jane\"\n uid=1_128 image \"Women's Breezer Mary Jane - Warm Red (Dark Anthracite Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12121_25Q4_Breezer-Mary-Jane-Warm-Red-Dark-Anthracite-Sole_PDP_LEFT.png?v=1761878890&width=1024\"\n uid=1_129 image \"Women's Breezer Mary Jane - Warm Red (Dark Anthracite Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12121_25Q4_Breezer-Mary-Jane-Warm-Red-Dark-Anthracite-Sole_PDP_LEFT.png?v=1761878890&width=1024\"\n uid=1_130 link \"WOMEN'S BREEZER MARY JANE Warm Red $115\" url=\"https://www.allbirds.com/products/womens-breezer-mary-jane\"\n uid=1_134 \"BESTSELLER\"\n uid=1_135 link \"Women's Tree Glider - Natural White/Beige (Blizzard Sole) Women's Tree Glider - Natural White/Beige (Blizzard Sole)\" url=\"https://www.allbirds.com/products/womens-tree-gliders\"\n uid=1_136 image \"Women's Tree Glider - Natural White/Beige (Blizzard Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A11070_24Q2_Tree-Glider-Natural-White-Blizzard_PDP_LEFT__1_12d49ca8-3cd6-4455-923e-1d1cc7ca72ae.png?v=1756486808&width=1024\"\n uid=1_137 image \"Women's Tree Glider - Natural White/Beige (Blizzard Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A11070_24Q2_Tree-Glider-Natural-White-Blizzard_PDP_LEFT__1_12d49ca8-3cd6-4455-923e-1d1cc7ca72ae.png?v=1756486808&width=1024\"\n uid=1_138 link \"WOMEN'S TREE GLIDER Natural White/Beige $140\" url=\"https://www.allbirds.com/products/womens-tree-gliders\"\n uid=1_142 \"NEW\"\n uid=1_143 link \"Women's Allbirds Slide - Mushroom Women's Allbirds Slide - Mushroom\" url=\"https://www.allbirds.com/products/womens-allbirds-slide-mushroom\"\n uid=1_144 image \"Women's Allbirds Slide - Mushroom\" url=\"https://www.allbirds.com/cdn/shop/files/A12589_26Q1_Allbirds-Slide-Mushroom_PDP_LEFT_7c5fc76e-d7a3-45ac-bf42-c44de7032dd9.png?v=1769463783&width=1024\"\n uid=1_145 image \"Women's Allbirds Slide - Mushroom\" url=\"https://www.allbirds.com/cdn/shop/files/A12589_26Q1_Allbirds-Slide-Mushroom_PDP_LEFT_7c5fc76e-d7a3-45ac-bf42-c44de7032dd9.png?v=1769463783&width=1024\"\n uid=1_146 link \"WOMEN'S ALLBIRDS SLIDE Mushroom $55\" url=\"https://www.allbirds.com/products/womens-allbirds-slide-mushroom\"\n uid=1_150 \"NEW\"\n uid=1_151 link \"Women's Varsity Strap - Multi (Natural White Sole) Women's Varsity Strap - Multi (Natural White Sole)\" url=\"https://www.allbirds.com/products/womens-varsity-strap\"\n uid=1_152 image \"Women's Varsity Strap - Multi (Natural White Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12590_26Q2_Womens-Varsity-Strap-Multi-Natural-White-Sole_PDP_LEFT.png?v=1766771238&width=1024\"\n uid=1_153 image \"Women's Varsity Strap - Multi (Natural White Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12590_26Q2_Womens-Varsity-Strap-Multi-Natural-White-Sole_PDP_LEFT.png?v=1766771238&width=1024\"\n uid=1_154 link \"WOMEN'S VARSITY STRAP Warm White/Dusty Pink $115\" url=\"https://www.allbirds.com/products/womens-varsity-strap\"\n uid=1_158 link \"Women's Tree Runner NZ - Blizzard (Blizzard Sole) Women's Tree Runner NZ - Blizzard (Blizzard Sole)\" url=\"https://www.allbirds.com/products/womens-tree-runner-nz\"\n uid=1_159 image \"Women's Tree Runner NZ - Blizzard (Blizzard Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A11918_25Q3_Tree_Runner_NZ_Blizzard_Blizzard_Sole_PDP_LEFT-2000x2000_77f92b7c-e2d6-494c-aa3c-caa9a2d8b6bc.png?v=1751898682&width=1024\"\n uid=1_160 image \"Women's Tree Runner NZ - Blizzard (Blizzard Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A11918_25Q3_Tree_Runner_NZ_Blizzard_Blizzard_Sole_PDP_LEFT-2000x2000_77f92b7c-e2d6-494c-aa3c-caa9a2d8b6bc.png?v=1751898682&width=1024\"\n uid=1_161 link \"WOMEN'S TREE RUNNER NZ Blizzard $100\" url=\"https://www.allbirds.com/products/womens-tree-runner-nz\"\n uid=1_165 \"FINAL FEW\"\n uid=1_166 \"BESTSELLER\"\n uid=1_167 link \"Women's Tree Breezer - Jet Black (Black Sole) Women's Tree Breezer - Jet Black (Black Sole)\" url=\"https://www.allbirds.com/products/womens-tree-breezers-jet-black\"\n uid=1_168 image \"Women's Tree Breezer - Jet Black (Black Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/TB1WJBK_SHOE_LEFT_GLOBAL_WOMENS_TREE_BREEZER_JET_BLACK_BLACK.png?v=1751060487&width=1024\"\n uid=1_169 image \"Women's Tree Breezer - Jet Black (Black Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/TB1WJBK_SHOE_LEFT_GLOBAL_WOMENS_TREE_BREEZER_JET_BLACK_BLACK.png?v=1751060487&width=1024\"\n uid=1_170 link \"WOMEN'S TREE BREEZER Jet Black $105\" url=\"https://www.allbirds.com/products/womens-tree-breezers-jet-black\"\n uid=1_174 \"NEW\"\n uid=1_175 link \"Women's Breezer Point - Natural Black (Natural Black Sole) Women's Breezer Point - Natural Black (Natural Black Sole)\" url=\"https://www.allbirds.com/products/womens-breezer-point\"\n uid=1_176 image \"Women's Breezer Point - Natural Black (Natural Black Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12663_26Q1_Breezer-Point-Natural-Black-Natural-Black-Sole_PDP_LEFT.png?v=1768946493&width=1024\"\n uid=1_177 image \"Women's Breezer Point - Natural Black (Natural Black Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12663_26Q1_Breezer-Point-Natural-Black-Natural-Black-Sole_PDP_LEFT.png?v=1768946493&width=1024\"\n uid=1_178 link \"WOMEN'S BREEZER POINT Natural Black $125\" url=\"https://www.allbirds.com/products/womens-breezer-point\"\n uid=1_182 \"NEW\"\n uid=1_183 link \"Women's Cruiser Terralux\u2122 - Toasted Coconut (Medium Gum Sole) Women's Cruiser Terralux\u2122 - Toasted Coconut (Medium Gum Sole)\" url=\"https://www.allbirds.com/products/womens-cruiser-terralux\"\n uid=1_184 image \"Women's Cruiser Terralux\u2122 - Toasted Coconut (Medium Gum Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12310_26Q1_Cruiser-Terralux-Toasted-Coconut-Medium-Gum-Sole_PDP_LEFT_90ebc329-384e-4b59-b55a-e3a83dce20d5.png?v=1768947833&width=1024\"\n uid=1_185 image \"Women's Cruiser Terralux\u2122 - Toasted Coconut (Medium Gum Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12310_26Q1_Cruiser-Terralux-Toasted-Coconut-Medium-Gum-Sole_PDP_LEFT_90ebc329-384e-4b59-b55a-e3a83dce20d5.png?v=1768947833&width=1024\"\n uid=1_186 link \"WOMEN'S CRUISER TERRALUX Toasted Coconut $135\" url=\"https://www.allbirds.com/products/womens-cruiser-terralux\"\n uid=1_190 \"FINAL FEW\"\n uid=1_191 link \"Women's Wool Cruiser - Light Tan (Natural White Sole) Women's Wool Cruiser - Light Tan (Natural White Sole)\" url=\"https://www.allbirds.com/products/womens-wool-cruiser\"\n uid=1_192 image \"Women's Wool Cruiser - Light Tan (Natural White Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A11703_25Q3_Wool-Cruiser-Light-Tan-Natural-White-Sole_PDP_LEFT__1.png?v=1756337203&width=1024\"\n uid=1_193 image \"Women's Wool Cruiser - Light Tan (Natural White Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A11703_25Q3_Wool-Cruiser-Light-Tan-Natural-White-Sole_PDP_LEFT__1.png?v=1756337203&width=1024\"\n uid=1_194 link \"WOMEN'S WOOL CRUISER Light Tan $105\" url=\"https://www.allbirds.com/products/womens-wool-cruiser\"\n uid=1_198 \"NEW\"\n uid=1_199 link \"Women's Allbirds Flip Flop - Mid Yellow Women's Allbirds Flip Flop - Mid Yellow\" url=\"https://www.allbirds.com/products/womens-allbirds-flip-flop-mid-yellow\"\n uid=1_200 image \"Women's Allbirds Flip Flop - Mid Yellow\" url=\"https://www.allbirds.com/cdn/shop/files/A12597_26Q1_Allbirds-Flip-Flop-Mid-Yellow_PDP_LEFT_66633991-78de-44df-b084-35953755bd0f.png?v=1769462493&width=1024\"\n uid=1_201 image \"Women's Allbirds Flip Flop - Mid Yellow\" url=\"https://www.allbirds.com/cdn/shop/files/A12597_26Q1_Allbirds-Flip-Flop-Mid-Yellow_PDP_LEFT_66633991-78de-44df-b084-35953755bd0f.png?v=1769462493&width=1024\"\n uid=1_202 link \"WOMEN'S ALLBIRDS FLIP FLOP Mid Yellow $50\" url=\"https://www.allbirds.com/products/womens-allbirds-flip-flop-mid-yellow\"\n uid=1_206 \"FINAL FEW\"\n uid=1_207 link \"Women's Cruiser Canvas - Auburn (Warm White Sole) Women's Cruiser Canvas - Auburn (Warm White Sole)\" url=\"https://www.allbirds.com/products/womens-cruiser-canvas-auburn\"\n uid=1_208 image \"Women's Cruiser Canvas - Auburn (Warm White Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12438_26Q1_Cruiser-Canvas-Auburn-Warm-White_PDP_LEFT_cceb74e2-4e2c-42cb-91b4-4b23348c9baa.png?v=1768946300&width=1024\"\n uid=1_209 image \"Women's Cruiser Canvas - Auburn (Warm White Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12438_26Q1_Cruiser-Canvas-Auburn-Warm-White_PDP_LEFT_cceb74e2-4e2c-42cb-91b4-4b23348c9baa.png?v=1768946300&width=1024\"\n uid=1_210 link \"WOMEN'S CANVAS CRUISER Auburn $75\" url=\"https://www.allbirds.com/products/womens-cruiser-canvas-auburn\"\n uid=1_214 heading \"Reviews for Women's Allbirds Flip Flop\" level=\"2\"\n uid=1_215 heading \"Better Things in a Better Way\" level=\"1\"\n uid=1_216 \"Looking to the world's greatest innovator - Nature\"\n uid=1_217 link \"LEARN MORE\" url=\"https://allbirds.com/pages/our-story\"\n uid=1_219 \"RESPONSIBLE ENERGY\"\n uid=1_220 \"RENEWABLE MATERIALS\"\n uid=1_221 \"REGENERATIVE AGRICULTURE\"\n uid=1_222 \"WEAR ALL DAY COMFORT\"\n uid=1_223 \"Lightweight, bouncy, and wildly comfortable, Allbirds shoes make any outing feel effortless. Slip in, lace up, or slide them on and enjoy the comfy support.\"\n uid=1_224 \"DESIGNED FOR EVERYDAY WEAR\"\n uid=1_225 \"Easy-to-wear styles made for daily routines, weekend plans, travel, and everything in between.\"\n uid=1_226 \"MATERIALS FROM THE EARTH\"\n uid=1_227 \"We replace petroleum-based synthetics with natural alternatives wherever we can. Like using wool, tree fiber, and sugarcane. They\u2019re soft, breathable, and better for the planet\u2014win, win, win.\"\n uid=1_228 contentinfo\n uid=1_229 \"SUBSCRIBE TO OUR EMAILS\"\n uid=1_230 form\n uid=1_231 button \"SIGN UP\"\n uid=1_232 textbox \"Email Address\" required\n uid=1_233 \"HELP\"\n uid=1_234 link \"help@allbirds.com\" url=\"mailto:help@allbirds.com\"\n uid=1_236 link \"FAQ/Contact Us\" url=\"https://www.allbirds.com/pages/help\"\n uid=1_238 link \"Returns/Exchanges\" url=\"https://www.allbirds.com/pages/returns-exchanges\"\n uid=1_240 \"SHOP\"\n uid=1_241 link \"Men's Shoes\" url=\"https://www.allbirds.com/collections/mens\"\n uid=1_243 link \"Women's Shoes\" url=\"https://www.allbirds.com/collections/womens\"\n uid=1_245 link \"Men's Apparel\" url=\"https://www.allbirds.com/collections/mens-apparel\"\n uid=1_247 link \"Women's Apparel\" url=\"https://www.allbirds.com/collections/womens-apparel\"\n uid=1_249 \"COMPANY\"\n uid=1_250 link \"Our Story\" url=\"https://www.allbirds.com/pages/our-story\"\n uid=1_252 link \"Our Materials\" url=\"https://www.allbirds.com/pages/materials\"\n uid=1_254 link \"Materials & Making\" url=\"https://www.allbirds.com/pages/materials-making\"\n uid=1_256 link \"Shoe Care\" url=\"https://www.allbirds.com/pages/shoe-care\"\n uid=1_258 link \"Press\" url=\"https://www.allbirds.com/blogs/news\"\n uid=1_260 link \"Allbirds Responsible Disclosure Program\" url=\"https://cdn.shopify.com/s/files/1/1104/4168/files/Security_Vulnerability_Disclosure_Policy_FINAL.pdf?v=1699405184\"\n uid=1_262 link \"California Transparency Act\" url=\"https://cdn.shopify.com/s/files/1/1104/4168/files/Allbirds_CATSA_Disclosure_FINAL.pdf?v=1606779259\"\n uid=1_264 link \"Community Offers\" url=\"https://www.allbirds.com/pages/community-offers\"\n uid=1_266 link \"Our Blog\" url=\"https://www.allbirds.com/blogs/the-perch\"\n uid=1_268 link \"Patents\" url=\"https://www.allbirds.com/pages/patents\"\n uid=1_270 heading \"FOLLOW THE FLOCK\" level=\"3\"\n uid=1_271 link \"Instagram\" url=\"https://www.instagram.com/allbirds\"\n uid=1_272 link \"Pinterest\" url=\"http://pinterest.com/weareallbirds\"\n uid=1_273 link \"Facebook\" url=\"https://www.facebook.com/weareallbirds\"\n uid=1_274 link \"X/Twitter\" url=\"https://twitter.com/allbirds\"\n uid=1_275 link \"TikTok\" url=\"https://www.tiktok.com/@weareallbirds\"\n uid=1_276 link \"YouTube\" url=\"https://www.youtube.com/channel/UCnGErLCau5qNJ0Xwe6uEyTw\"\n uid=1_277 combobox \"Select country\" expandable haspopup=\"menu\" value=\"US\"\n uid=1_278 option \"AE\"\n uid=1_279 option \"AT\"\n uid=1_280 option \"AU\"\n uid=1_281 option \"BE\"\n uid=1_282 option \"CA\"\n uid=1_283 option \"CH\"\n uid=1_284 option \"CN\"\n uid=1_285 option \"CZ\"\n uid=1_286 option \"DE\"\n uid=1_287 option \"DK\"\n uid=1_288 option \"EE\"\n uid=1_289 option \"EU\"\n uid=1_290 option \"FI\"\n uid=1_291 option \"FR\"\n uid=1_292 option \"IE\"\n uid=1_293 option \"IS\"\n uid=1_294 option \"IT\"\n uid=1_295 option \"JP\"\n uid=1_296 option \"KR\"\n uid=1_297 option \"KW\"\n uid=1_298 option \"LI\"\n uid=1_299 option \"LT\"\n uid=1_300 option \"LU\"\n uid=1_301 option \"LV\"\n uid=1_302 option \"MT\"\n uid=1_303 option \"MY\"\n uid=1_304 option \"NL\"\n uid=1_305 option \"NO\"\n uid=1_306 option \"NZ\"\n uid=1_307 option \"PH\"\n uid=1_308 option \"PL\"\n uid=1_309 option \"SA\"\n uid=1_310 option \"SE\"\n uid=1_311 option \"SG\"\n uid=1_312 option \"SM\"\n uid=1_313 option \"UK\"\n uid=1_314 option \"US\" selected\n uid=1_315 \"\u00a9AB DNAM LLC\u00a02026 . All Rights Reserved\"\n uid=1_316 button \"Refund policy\"\n uid=1_317 button \"Privacy policy\"\n uid=1_318 button \"Terms of ser" } ], "final": "The Women's Allbirds Flip Flop in Dusty Pink costs **$50 USD**. That's the listed price on the US version of the product page.", "secs": 13.7, "totals": { "input": 8, "cache_read": 21003, "cache_write": 22052, "output": 203, "input_all": 43063 } }, { "setup": "devtools-mcp-nojs", "run": "r1", "task": "gh-playwright-release", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 104, "output": 27, "stop": "tool_use" }, { "input": 2, "cache_read": 10406, "cache_write": 49, "output": 158, "stop": "tool_use" }, { "input": 2, "cache_read": 10455, "cache_write": 64527, "output": 429, "stop": "end_turn" } ], "tool_calls": [ { "name": "list_pages", "input": {}, "chars": 34, "images": 0, "error": false, "secs": 0.52, "text": "## Pages\n1: about:blank [selected]" }, { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://github.com/microsoft/playwright/releases" }, "chars": 181, "images": 0, "error": false, "secs": 1.79, "text": "Successfully navigated to https://github.com/microsoft/playwright/releases.\n## Pages\n1: Releases \u00b7 microsoft/playwright (https://github.com/microsoft/playwright/releases) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 131406, "images": 0, "error": false, "secs": 0.16, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"Releases \u00b7 microsoft/playwright\" url=\"https://github.com/microsoft/playwright/releases\"\n uid=1_1 link \"Skip to content\" url=\"https://github.com/microsoft/playwright/releases#start-of-content\"\n uid=1_3 banner\n uid=1_4 heading \"Navigation Menu\" level=\"2\"\n uid=1_5 link \"Homepage\" url=\"https://github.com/\"\n uid=1_6 navigation \"Global\"\n uid=1_7 button \"Products\" expandable\n uid=1_8 button \"Developers\" expandable\n uid=1_9 button \"Businesses\" expandable\n uid=1_10 button \"Resources\" expandable\n uid=1_11 link \"Pricing\" url=\"https://github.com/pricing\"\n uid=1_13 button \"Search or jump to, type / to search\" expandable haspopup=\"dialog\"\n uid=1_14 link \"Sign in\" url=\"https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fmicrosoft%2Fplaywright%2Freleases\"\n uid=1_16 link \"Sign up\" url=\"https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E%2Freleases%2Findex&source=header-repo&source_repo=microsoft%2Fplaywright\"\n uid=1_18 button \"Appearance settings\" haspopup=\"dialog\"\n uid=1_19 main\n uid=1_20 navigation \"Breadcrumbs\"\n uid=1_21 link \"microsoft\" url=\"https://github.com/microsoft\"\n uid=1_23 link \"playwright\" url=\"https://github.com/microsoft/playwright\"\n uid=1_25 heading \"Repository navigation\" level=\"2\"\n uid=1_26 navigation \"Repository\"\n uid=1_27 link \"Code\" url=\"https://github.com/microsoft/playwright\"\n uid=1_29 link \"Issues \u00a0(187)\" url=\"https://github.com/microsoft/playwright/issues\"\n uid=1_34 link \"Pull requests \u00a0(36)\" url=\"https://github.com/microsoft/playwright/pulls\"\n uid=1_39 link \"Actions\" url=\"https://github.com/microsoft/playwright/actions\"\n uid=1_41 link \"Security and quality\" url=\"https://github.com/microsoft/playwright/security\"\n uid=1_43 link \"Insights\" url=\"https://github.com/microsoft/playwright/pulse\"\n uid=1_45 heading \"Releases: microsoft/playwright\" level=\"1\"\n uid=1_46 navigation \"Releases and Tags\"\n uid=1_47 link \"Releases\" url=\"https://github.com/microsoft/playwright/releases\"\n uid=1_49 link \"Tags\" url=\"https://github.com/microsoft/playwright/tags\"\n uid=1_51 form\n uid=1_52 searchbox \"Find a release\"\n uid=1_53 heading \"Release list\" level=\"2\"\n uid=1_54 navigation \"Release list navigation\"\n uid=1_55 link \"v1.64.1\" url=\"https://github.com/microsoft/playwright/releases#release-v1.64.1\"\n uid=1_57 link \"v1.64.0\" url=\"https://github.com/microsoft/playwright/releases#release-v1.64.0\"\n uid=1_59 link \"v1.63.0\" url=\"https://github.com/microsoft/playwright/releases#release-v1.63.0\"\n uid=1_61 link \"v1.62.1\" url=\"https://github.com/microsoft/playwright/releases#release-v1.62.1\"\n uid=1_63 link \"v1.62.0\" url=\"https://github.com/microsoft/playwright/releases#release-v1.62.0\"\n uid=1_65 link \"v1.61.1\" url=\"https://github.com/microsoft/playwright/releases#release-v1.61.1\"\n uid=1_67 link \"v1.61.0\" url=\"https://github.com/microsoft/playwright/releases#release-v1.61.0\"\n uid=1_69 link \"v1.60.0\" url=\"https://github.com/microsoft/playwright/releases#release-v1.60.0\"\n uid=1_71 link \"v1.59.1\" url=\"https://github.com/microsoft/playwright/releases#release-v1.59.1\"\n uid=1_73 link \"v1.59.0\" url=\"https://github.com/microsoft/playwright/releases#release-v1.59.0\"\n uid=1_75 navigation \"Release list pagination\"\n uid=1_76 \"Previous\"\n uid=1_77 link \"Next page\" url=\"https://github.com/microsoft/playwright/releases?page=2\"\n uid=1_78 \"Next\"\n uid=1_79 region \"v1.64.1\"\n uid=1_80 heading \"v1.64.1\" level=\"2\"\n uid=1_81 link \"v1.64.1\" url=\"https://github.com/microsoft/playwright/releases/tag/v1.64.1\"\n uid=1_83 link \"Latest\" url=\"https://github.com/microsoft/playwright/releases/latest\"\n uid=1_85 button \"Compare\" expandable haspopup=\"dialog\"\n uid=1_86 image \"@dgozman\" url=\"https://avatars.githubusercontent.com/u/9881434?s=40&v=4\"\n uid=1_87 \" \"\n uid=1_88 link \"dgozman\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/dgozman\"\n uid=1_90 \" released this \"\n uid=1_91 \"2 weeks ago\"\n uid=1_92 link \"Tag v1.64.1\" url=\"https://github.com/microsoft/playwright/tree/v1.64.1\"\n uid=1_93 image \"Tag\"\n uid=1_94 \"v1.64.1\"\n uid=1_95 link \"Commit cfe490d\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/microsoft/playwright/commit/cfe490d941f992655948eee8fd4fd94e1c4234bf\"\n uid=1_96 image \"Commit\"\n uid=1_97 \"cfe490d\"\n uid=1_98 heading \"Bug Fixes\" level=\"3\"\n uid=1_99 link \"#43247\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/microsoft/playwright/issues/43247\"\n uid=1_101 \" [Bug]: _electron.launch intermittently loses a packaged app's first window since 1.64.0\"\n uid=1_102 link \"#43242\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/microsoft/playwright/issues/43242\"\n uid=1_104 \" [Regression]: Chromium 155+ aborts a preflighted cross-origin redirect whenever any route is registered (net::ERR_ABORTED)\"\n uid=1_105 button \"Assets 2\" expandable expanded\n uid=1_106 \"Loading\"\n uid=1_107 form\n uid=1_108 button \"thumbs up (11): dgozman, 09:18PM on October 13\" description=\"m3thom, zm-dv-pdc, binbjz, chfly2000, silvahakim30-hue, yairEO, duvban81-netizen, Jmenache, yuta-mizumoto, Desperado, and jahangirartist reacted with thumbs up emoji\" disableable disabled\n uid=1_109 button \"hooray (5): dgozman, 09:18PM on October 13\" description=\"methbkts, zm-dv-pdc, binbjz, Jmenache, and Desperado reacted with hooray emoji\" disableable disabled\n uid=1_110 \"12 people reacted\"\n uid=1_111 region \"v1.64.0\"\n uid=1_112 heading \"v1.64.0\" level=\"2\"\n uid=1_113 link \"v1.64.0\" url=\"https://github.com/microsoft/playwright/releases/tag/v1.64.0\"\n uid=1_115 button \"Compare\" expandable haspopup=\"dialog\"\n uid=1_116 image \"@dgozman\" url=\"https://avatars.githubusercontent.com/u/9881434?s=40&v=4\"\n uid=1_117 \" \"\n uid=1_118 link \"dgozman\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/dgozman\"\n uid=1_120 \" released this \"\n uid=1_121 \"3 weeks ago\"\n uid=1_122 link \"Tag v1.64.0\" url=\"https://github.com/microsoft/playwright/tree/v1.64.0\"\n uid=1_123 image \"Tag\"\n uid=1_124 \"v1.64.0\"\n uid=1_125 link \"Commit 606ecd8\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/microsoft/playwright/commit/606ecd8b34bac100db32561b6278ffd76e5eb3cd\"\n uid=1_126 image \"Commit\"\n uid=1_127 \"606ecd8\"\n uid=1_128 heading \"\ud83e\uddf0 WebMCP\" level=\"2\"\n uid=1_129 \"New \"\n uid=1_130 link \"page.webmcp\" url=\"https://playwright.dev/docs/api/class-page#page-webmcp\"\n uid=1_132 \" and \"\n uid=1_133 link \"frame.webmcp\" url=\"https://playwright.dev/docs/api/class-frame#frame-webmcp\"\n uid=1_135 \" give access to the tools that a page registers through the experimental \"\n uid=1_136 link \"WebMCP\" url=\"https://playwright.dev/docs/api/class-webmcp\"\n uid=1_138 \" browser API, so you can test them like any other part of your app:\"\n uid=1_139 \"const\"\n uid=1_140 \" \"\n uid=1_141 \"browser\"\n uid=1_142 \" \"\n uid=1_143 \"=\"\n uid=1_144 \" \"\n uid=1_145 \"await\"\n uid=1_146 \" \"\n uid=1_147 \"chromium\"\n uid=1_148 \".\"\n uid=1_149 \"launch\"\n uid=1_150 \"(\"\n uid=1_151 \"{\"\n uid=1_152 \" \"\n uid=1_153 \"args\"\n uid=1_154 \": \"\n uid=1_155 \"[\"\n uid=1_156 \"'--enable-features=WebMCP'\"\n uid=1_157 \"]\"\n uid=1_158 \" \"\n uid=1_159 \"}\"\n uid=1_160 \")\"\n uid=1_161 \";\"\n uid=1_162 \"\n\"\n uid=1_163 \"const\"\n uid=1_164 \" \"\n uid=1_165 \"page\"\n uid=1_166 \" \"\n uid=1_167 \"=\"\n uid=1_168 \" \"\n uid=1_169 \"await\"\n uid=1_170 \" \"\n uid=1_171 \"browser\"\n uid=1_172 \".\"\n uid=1_173 \"newPage\"\n uid=1_174 \"(\"\n uid=1_175 \")\"\n uid=1_176 \";\"\n uid=1_177 \"\n\"\n uid=1_178 \"await\"\n uid=1_179 \" \"\n uid=1_180 \"page\"\n uid=1_181 \".\"\n uid=1_182 \"goto\"\n uid=1_183 \"(\"\n uid=1_184 \"'https://example.com'\"\n uid=1_185 \")\"\n uid=1_186 \";\"\n uid=1_187 \"\n\n\"\n uid=1_188 \"for\"\n uid=1_189 \" \"\n uid=1_190 \"(\"\n uid=1_191 \"const\"\n uid=1_192 \" \"\n uid=1_193 \"tool\"\n uid=1_194 \" \"\n uid=1_195 \"of\"\n uid=1_196 \" \"\n uid=1_197 \"await\"\n uid=1_198 \" \"\n uid=1_199 \"page\"\n uid=1_200 \".\"\n uid=1_201 \"webmcp\"\n uid=1_202 \".\"\n uid=1_203 \"tools\"\n uid=1_204 \"(\"\n uid=1_205 \")\"\n uid=1_206 \")\"\n uid=1_207 \"\n \"\n uid=1_208 \"console\"\n uid=1_209 \".\"\n uid=1_210 \"log\"\n uid=1_211 \"(\"\n uid=1_212 \"tool\"\n uid=1_213 \".\"\n uid=1_214 \"name\"\n uid=1_215 \",\"\n uid=1_216 \" \"\n uid=1_217 \"tool\"\n uid=1_218 \".\"\n uid=1_219 \"description\"\n uid=1_220 \")\"\n uid=1_221 \";\"\n uid=1_222 \"\n\n\"\n uid=1_223 \"const\"\n uid=1_224 \" \"\n uid=1_225 \"result\"\n uid=1_226 \" \"\n uid=1_227 \"=\"\n uid=1_228 \" \"\n uid=1_229 \"await\"\n uid=1_230 \" \"\n uid=1_231 \"page\"\n uid=1_232 \".\"\n uid=1_233 \"webmcp\"\n uid=1_234 \".\"\n uid=1_235 \"callTool\"\n uid=1_236 \"(\"\n uid=1_237 \"'add'\"\n uid=1_238 \",\"\n uid=1_239 \" \"\n uid=1_240 \"{\"\n uid=1_241 \" \"\n uid=1_242 \"a\"\n uid=1_243 \": \"\n uid=1_244 \"2\"\n uid=1_245 \",\"\n uid=1_246 \" \"\n uid=1_247 \"b\"\n uid=1_248 \": \"\n uid=1_249 \"40\"\n uid=1_250 \" \"\n uid=1_251 \"}\"\n uid=1_252 \")\"\n uid=1_253 \";\"\n uid=1_254 \"\n\"\n uid=1_255 \"console\"\n uid=1_256 \".\"\n uid=1_257 \"log\"\n uid=1_258 \"(\"\n uid=1_259 \"result\"\n uid=1_260 \".\"\n uid=1_261 \"content\"\n uid=1_262 \"[\"\n uid=1_263 \"0\"\n uid=1_264 \"]\"\n uid=1_265 \".\"\n uid=1_266 \"text\"\n uid=1_267 \")\"\n uid=1_268 \";\"\n uid=1_269 \" \"\n uid=1_270 \"// \"42\"\"\n uid=1_271 button \"Copy code to clipboard\"\n uid=1_272 link \"Playwright MCP\" url=\"https://playwright.dev/docs/getting-started-mcp\"\n uid=1_274 \" also supports WebMCP by default, with page-defined tools offered to the agent as \"\n uid=1_275 \"webmcp_\"\n uid=1_276 \". Pass \"\n uid=1_277 \"--no-webmcp\"\n uid=1_278 \" to opt out.\"\n uid=1_279 link \"playwright-cli\" url=\"https://playwright.dev/docs/getting-started-cli\"\n uid=1_281 \" exposes them as well:\"\n uid=1_282 \"playwright-cli webmcp-list\nplaywright-cli webmcp-call search_catalog --params \"\n uid=1_283 \"'\"\n uid=1_284 \"{\"query\":\"cats\"}\"\n uid=1_285 \"'\"\n uid=1_286 button \"Copy code to clipboard\"\n uid=1_287 heading \"\ud83c\udfac Better videos\" level=\"2\"\n uid=1_288 \"Videos can now be recorded at a custom frame rate, and the decorations for actions are styled with plain CSS:\"\n uid=1_289 \"// playwright.config.ts\"\n uid=1_290 \"\n\"\n uid=1_291 \"import\"\n uid=1_292 \" \"\n uid=1_293 \"{\"\n uid=1_294 \" \"\n uid=1_295 \"defineConfig\"\n uid=1_296 \" \"\n uid=1_297 \"}\"\n uid=1_298 \" \"\n uid=1_299 \"from\"\n uid=1_300 \" \"\n uid=1_301 \"'@playwright/test'\"\n uid=1_302 \";\"\n uid=1_303 \"\n\n\"\n uid=1_304 \"export\"\n uid=1_305 \" \"\n uid=1_306 \"default\"\n uid=1_307 \" \"\n uid=1_308 \"defineConfig\"\n uid=1_309 \"(\"\n uid=1_310 \"{\"\n uid=1_311 \"\n \"\n uid=1_312 \"use\"\n uid=1_313 \": \"\n uid=1_314 \"{\"\n uid=1_315 \"\n \"\n uid=1_316 \"video\"\n uid=1_317 \": \"\n uid=1_318 \"{\"\n uid=1_319 \"\n \"\n uid=1_320 \"mode\"\n uid=1_321 \": \"\n uid=1_322 \"'on'\"\n uid=1_323 \",\"\n uid=1_324 \"\n \"\n uid=1_325 \"size\"\n uid=1_326 \": \"\n uid=1_327 \"{\"\n uid=1_328 \" \"\n uid=1_329 \"width\"\n uid=1_330 \": \"\n uid=1_331 \"1920\"\n uid=1_332 \",\"\n uid=1_333 \" \"\n uid=1_334 \"height\"\n uid=1_335 \": \"\n uid=1_336 \"1080\"\n uid=1_337 \" \"\n uid=1_338 \"}\"\n uid=1_339 \",\"\n uid=1_340 \"\n \"\n uid=1_341 \"fps\"\n uid=1_342 \": \"\n uid=1_343 \"60\"\n uid=1_344 \",\"\n uid=1_345 \"\n \"\n uid=1_346 \"show\"\n uid=1_347 \": \"\n uid=1_348 \"{\"\n uid=1_349 \"\n \"\n uid=1_350 \"actions\"\n uid=1_351 \": \"\n uid=1_352 \"{\"\n uid=1_353 \"\n \"\n uid=1_354 \"style\"\n uid=1_355 \": \"\n uid=1_356 \"{\"\n uid=1_357 \"\n \"\n uid=1_358 \"point\"\n uid=1_359 \": \"\n uid=1_360 \"'width: 20px; height: 20px; border-radius: 50%; background: red'\"\n uid=1_361 \",\"\n uid=1_362 \"\n \"\n uid=1_363 \"highlight\"\n uid=1_364 \": \"\n uid=1_365 \"'outline: 2px solid #333; background: rgba(0, 128, 255, .15)'\"\n uid=1_366 \",\"\n uid=1_367 \"\n \"\n uid=1_368 \"title\"\n uid=1_369 \": \"\n uid=1_370 \"'font-size: 16px'\"\n uid=1_371 \",\"\n uid=1_372 \"\n \"\n uid=1_373 \"}\"\n uid=1_374 \",\"\n uid=1_375 \"\n \"\n uid=1_376 \"}\"\n uid=1_377 \",\"\n uid=1_378 \"\n \"\n uid=1_379 \"}\"\n uid=1_380 \",\"\n uid=1_381 \"\n \"\n uid=1_382 \"}\"\n uid=1_383 \",\"\n uid=1_384 \"\n \"\n uid=1_385 \"}\"\n uid=1_386 \",\"\n uid=1_387 \"\n\"\n uid=1_388 \"}\"\n uid=1_389 \")\"\n uid=1_390 \";\"\n uid=1_391 button \"Copy code to clipboard\"\n uid=1_392 \"New \"\n uid=1_393 \"fps\"\n uid=1_394 \" option in \"\n uid=1_395 link \"testOptions.video\" url=\"https://playwright.dev/docs/api/class-testoptions#test-options-video\"\n uid=1_397 \", \"\n uid=1_398 link \"recordVideo\" url=\"https://playwright.dev/docs/api/class-browser#browser-new-context-option-record-video\"\n uid=1_400 \" and\"\n uid=1_401 LineBreak \"\n\"\n uid=1_402 link \"screencast.start()\" url=\"https://playwright.dev/docs/api/class-screencast#screencast-start\"\n uid=1_404 \". Firefox and WebKit currently capture up to 25 frames per second.\"\n uid=1_405 \"New \"\n uid=1_406 link \"style\" url=\"https://playwright.dev/docs/api/class-screencast#screencast-show-actions-option-style\"\n uid=1_408 \" option takes CSS declarations for the \"\n uid=1_409 \"point\"\n uid=1_410 \" marker, the target\"\n uid=1_411 LineBreak \"\n\"\n uid=1_412 \"highlight\"\n uid=1_413 \" and the action \"\n uid=1_414 \"title\"\n uid=1_415 \". It replaces the \"\n uid=1_416 \"fontSize\"\n uid=1_417 \" option, which is now deprecated.\"\n uid=1_418 \"The cursor stays visible at the last action point, survives navigations and travels along a natural, eased path.\"\n uid=1_419 \"Videos are encoded with VP9 instead of VP8, which takes less CPU and produces smaller files of the same or better\"\n uid=1_420 LineBreak \"\n\"\n uid=1_421 \"quality.\"\n uid=1_422 \"All video options are also available in \"\n uid=1_423 link \"Playwright MCP\" url=\"https://playwright.dev/docs/getting-started-mcp\"\n uid=1_425 \" and \"\n uid=1_426 link \"playwright-cli\" url=\"https://playwright.dev/docs/getting-started-cli\"\n uid=1_428 \".\"\n uid=1_429 heading \"\ud83c\udfaf Test runner\" level=\"2\"\n uid=1_430 \"New \"\n uid=1_431 link \"testProject.default\" url=\"https://playwright.dev/docs/api/class-testproject#test-project-default\"\n uid=1_433 \" option keeps a project in the config without running it by default. You can configure every browser you care about, and let a plain \"\n uid=1_434 \"npx playwright test\"\n uid=1_435 \" run just your favourite one:\"\n uid=1_436 \"// playwright.config.ts\"\n uid=1_437 \"\n\"\n uid=1_438 \"import\"\n uid=1_439 \" \"\n uid=1_440 \"{\"\n uid=1_441 \" \"\n uid=1_442 \"defineConfig\"\n uid=1_443 \",\"\n uid=1_444 \" \"\n uid=1_445 \"devices\"\n uid=1_446 \" \"\n uid=1_447 \"}\"\n uid=1_448 \" \"\n uid=1_449 \"from\"\n uid=1_450 \" \"\n uid=1_451 \"'@playwright/test'\"\n uid=1_452 \";\"\n uid=1_453 \"\n\n\"\n uid=1_454 \"export\"\n uid=1_455 \" \"\n uid=1_456 \"default\"\n uid=1_457 \" \"\n uid=1_458 \"defineConfig\"\n uid=1_459 \"(\"\n uid=1_460 \"{\"\n uid=1_461 \"\n \"\n uid=1_462 \"projects\"\n uid=1_463 \": \"\n uid=1_464 \"[\"\n uid=1_465 \"\n \"\n uid=1_466 \"{\"\n uid=1_467 \" \"\n uid=1_468 \"name\"\n uid=1_469 \": \"\n uid=1_470 \"'chromium'\"\n uid=1_471 \",\"\n uid=1_472 \" \"\n uid=1_473 \"use\"\n uid=1_474 \": \"\n uid=1_475 \"devices\"\n uid=1_476 \"[\"\n uid=1_477 \"'Desktop Chrome'\"\n uid=1_478 \"]\"\n uid=1_479 \" \"\n uid=1_480 \"}\"\n uid=1_481 \",\"\n uid=1_482 \"\n \"\n uid=1_483 \"{\"\n uid=1_484 \" \"\n uid=1_485 \"name\"\n uid=1_486 \": \"\n uid=1_487 \"'firefox'\"\n uid=1_488 \",\"\n uid=1_489 \" \"\n uid=1_490 \"use\"\n uid=1_491 \": \"\n uid=1_492 \"devices\"\n uid=1_493 \"[\"\n uid=1_494 \"'Desktop Firefox'\"\n uid=1_495 \"]\"\n uid=1_496 \",\"\n uid=1_497 \" \"\n uid=1_498 \"default\"\n uid=1_499 \": \"\n uid=1_500 \"false\"\n uid=1_501 \" \"\n uid=1_502 \"}\"\n uid=1_503 \",\"\n uid=1_504 \"\n \"\n uid=1_505 \"{\"\n uid=1_506 \" \"\n uid=1_507 \"name\"\n uid=1_508 \": \"\n uid=1_509 \"'webkit'\"\n uid=1_510 \",\"\n uid=1_511 \" \"\n uid=1_512 \"use\"\n uid=1_513 \": \"\n uid=1_514 \"devices\"\n uid=1_515 \"[\"\n uid=1_516 \"'Desktop Safari'\"\n uid=1_517 \"]\"\n uid=1_518 \",\"\n uid=1_519 \" \"\n uid=1_520 \"default\"\n uid=1_521 \": \"\n uid=1_522 \"false\"\n uid=1_523 \" \"\n uid=1_524 \"}\"\n uid=1_525 \",\"\n uid=1_526 \"\n \"\n uid=1_527 \"]\"\n uid=1_528 \",\"\n uid=1_529 \"\n\"\n uid=1_530 \"}\"\n uid=1_531 \")\"\n uid=1_532 \";\"\n uid=1_533 button \"Copy code to clipboard\"\n uid=1_534 \"npx playwright \"\n uid=1_535 \"test\"\n uid=1_536 \" \"\n uid=1_537 \"#\"\n uid=1_538 \" runs chromium only\"\n uid=1_539 \"\nnpx playwright \"\n uid=1_540 \"test\"\n uid=1_541 \" --project=firefox \"\n uid=1_542 \"#\"\n uid=1_543 \" runs firefox\"\n uid=1_544 \"\nnpx playwright \"\n uid=1_545 \"test\"\n uid=1_546 \" --project=\"\n uid=1_547 \"\"\"\n uid=1_548 \"*\"\n uid=1_549 \"\"\"\n uid=1_550 \" \"\n uid=1_551 \"#\"\n uid=1_552 \" runs all three, for example on CI\"\n uid=1_553 button \"Copy code to clipboard\"\n uid=1_554 \"New \"\n uid=1_555 \"--shuffle\"\n uid=1_556 \" command line option schedules tests in a random order, which helps to find tests that accidentally depend on each other.\"\n uid=1_557 \"npx playwright \"\n uid=1_558 \"test\"\n uid=1_559 \" --shuffle\n\"\n uid=1_560 \"#\"\n uid=1_561 \" Running 42 tests using 4 workers, shuffle seed 271828182\"\n uid=1_562 \"\n\"\n uid=1_563 \"#\"\n uid=1_564 \" ...\"\n uid=1_565 \"\n\n\"\n uid=1_566 \"#\"\n uid=1_567 \" Pass the seed to reproduce the same order.\"\n uid=1_568 \"\nnpx playwright \"\n uid=1_569 \"test\"\n uid=1_570 \" --shuffle 271828182\"\n uid=1_571 button \"Copy code to clipboard\"\n uid=1_572 \"New \"\n uid=1_573 \"lock\"\n uid=1_574 \" option in \"\n uid=1_575 link \"test.describe.configure()\" url=\"https://playwright.dev/docs/api/class-test#test-describe-configure\"\n uid=1_577 \" adds \"\n uid=1_578 link \"test locks\" url=\"https://playwright.dev/docs/test-parallel#test-locks\"\n uid=1_580 \" to all tests in a file or a group:\"\n uid=1_581 \"test\"\n uid=1_582 \".\"\n uid=1_583 \"describe\"\n uid=1_584 \".\"\n uid=1_585 \"configure\"\n uid=1_586 \"(\"\n uid=1_587 \"{\"\n uid=1_588 \" \"\n uid=1_589 \"lock\"\n uid=1_590 \": \"\n uid=1_591 \"'user-settings'\"\n uid=1_592 \" \"\n uid=1_593 \"}\"\n uid=1_594 \")\"\n uid=1_595 \";\"\n uid=1_596 button \"Copy code to clipboard\"\n uid=1_597 \"New \"\n uid=1_598 \"type\"\n uid=1_599 \" option of \"\n uid=1_600 \"toHaveScreenshot\"\n uid=1_601 \" in \"\n uid=1_602 link \"testConfig.expect\" url=\"https://playwright.dev/docs/api/class-testconfig#test-config-expect\"\n uid=1_604 \" stores a" } ], "final": "The latest release is **Playwright v1.64.1**, marked \"Latest\" on the releases page and published by dgozman.\n\nThe page only says it was released \"2 weeks ago.\" The reaction timestamps put it at **October 13, 2026, 9:18 PM**. That date is an inference: the year comes from the page footer (\u00a9 2026), and the exact day could shift by one depending on time zone.\n\nIt's a bug-fix release with two fixes (#43247 and #43242). It follows v1.64.0, released about October 7.", "secs": 10.9, "totals": { "input": 8, "cache_read": 31163, "cache_write": 64680, "output": 614, "input_all": 95851 } }, { "setup": "devtools-mcp-nojs", "run": "r1", "task": "github-search-repo", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 108, "output": 27, "stop": "tool_use" }, { "input": 2, "cache_read": 10410, "cache_write": 49, "output": 159, "stop": "tool_use" }, { "input": 2, "cache_read": 10459, "cache_write": 104007, "output": 42, "stop": "end_turn" } ], "tool_calls": [ { "name": "list_pages", "input": {}, "chars": 34, "images": 0, "error": false, "secs": 0.53, "text": "## Pages\n1: about:blank [selected]" }, { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://github.com/vercel-labs/agent-browser" }, "chars": 192, "images": 0, "error": false, "secs": 1.93, "text": "Successfully navigated to https://github.com/vercel-labs/agent-browser.\n## Pages\n1: GitHub - vercel-labs/agent-browser: Browser aut... (https://github.com/vercel-labs/agent-browser) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 222502, "images": 0, "error": false, "secs": 0.23, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"GitHub - vercel-labs/agent-browser: Browser automation CLI for AI agents \u00b7 GitHub\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_1 link \"Skip to content\" url=\"https://github.com/vercel-labs/agent-browser#start-of-content\"\n uid=1_3 banner\n uid=1_4 heading \"Navigation Menu\" level=\"2\"\n uid=1_5 link \"Homepage\" url=\"https://github.com/\"\n uid=1_6 navigation \"Global\"\n uid=1_7 button \"Products\" expandable\n uid=1_8 button \"Developers\" expandable\n uid=1_9 button \"Businesses\" expandable\n uid=1_10 button \"Resources\" expandable\n uid=1_11 link \"Pricing\" url=\"https://github.com/pricing\"\n uid=1_13 button \"Search or jump to, type / to search\" expandable haspopup=\"dialog\"\n uid=1_14 link \"Sign in\" url=\"https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fvercel-labs%2Fagent-browser\"\n uid=1_16 link \"Sign up\" url=\"https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=vercel-labs%2Fagent-browser\"\n uid=1_18 button \"Appearance settings\" haspopup=\"dialog\"\n uid=1_19 main\n uid=1_20 navigation \"Breadcrumbs\"\n uid=1_21 link \"vercel-labs\" url=\"https://github.com/vercel-labs\"\n uid=1_23 link \"agent-browser\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_25 heading \"Repository navigation\" level=\"2\"\n uid=1_26 navigation \"Repository\"\n uid=1_27 link \"Code\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_29 link \"Issues \u00a0(331)\" url=\"https://github.com/vercel-labs/agent-browser/issues\"\n uid=1_34 link \"Pull requests \u00a0(362)\" url=\"https://github.com/vercel-labs/agent-browser/pulls\"\n uid=1_39 link \"Actions\" url=\"https://github.com/vercel-labs/agent-browser/actions\"\n uid=1_41 link \"Projects\" url=\"https://github.com/vercel-labs/agent-browser/projects\"\n uid=1_43 link \"Security and quality\" url=\"https://github.com/vercel-labs/agent-browser/security\"\n uid=1_45 link \"Insights\" url=\"https://github.com/vercel-labs/agent-browser/pulse\"\n uid=1_47 generic\n uid=1_48 image \"vercel-labs\" url=\"https://avatars.githubusercontent.com/u/108547162?s=60&v=4\"\n uid=1_49 link \"agent-browser\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_51 \"Public\"\n uid=1_52 link \"You must be signed in to change notification settings\" description=\"You must be signed in to change notification settings\" url=\"https://github.com/login?return_to=%2Fvercel-labs%2Fagent-browser\"\n uid=1_53 \"Notifications\"\n uid=1_54 link \"You must be signed in to fork a repository\" url=\"https://github.com/login?return_to=%2Fvercel-labs%2Fagent-browser\"\n uid=1_55 \"Fork\"\n uid=1_56 \"\u00a0(\"\n uid=1_57 \"3.1k\"\n uid=1_58 \")\"\n uid=1_59 link \"Star \u00a0(44.8k)\" description=\"You must be signed in to star a repository\" url=\"https://github.com/login?return_to=%2Fvercel-labs%2Fagent-browser\"\n uid=1_64 button \"main branch\" expandable haspopup=\"menu\"\n uid=1_65 link \"Branches\" url=\"https://github.com/vercel-labs/agent-browser/branches\"\n uid=1_67 link \"Tags\" url=\"https://github.com/vercel-labs/agent-browser/tags\"\n uid=1_69 combobox \"Go to file\" expandable haspopup=\"dialog\"\n uid=1_70 button \"Code\" expandable haspopup=\"menu\"\n uid=1_71 heading \"Latest commit\" level=\"2\"\n uid=1_72 \"\u00a0\"\n uid=1_73 heading \"History\" level=\"2\"\n uid=1_74 link \"743 Commits\" url=\"https://github.com/vercel-labs/agent-browser/commits/main/\"\n uid=1_76 heading \"Folders and files\" level=\"2\"\n uid=1_77 \"Name\"\n uid=1_78 \"Last commit message\"\n uid=1_79 \"Last commit date\"\n uid=1_80 link \".agents/skills/technical-writer, (Directory)\" description=\"This path skips through empty directories\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.agents/skills/technical-writer\"\n uid=1_81 \".agents/\"\n uid=1_82 \"skills/\"\n uid=1_83 \"technical-writer\"\n uid=1_84 \"\u00a0\"\n uid=1_85 \"\u00a0\"\n uid=1_86 link \".claude-plugin, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.claude-plugin\"\n uid=1_87 \".claude-plugin\"\n uid=1_88 \"\u00a0\"\n uid=1_89 \"\u00a0\"\n uid=1_90 link \".github/workflows, (Directory)\" description=\"This path skips through empty directories\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.github/workflows\"\n uid=1_91 \".github/\"\n uid=1_92 \"workflows\"\n uid=1_93 \"\u00a0\"\n uid=1_94 \"\u00a0\"\n uid=1_95 link \".husky, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.husky\"\n uid=1_96 \".husky\"\n uid=1_97 \"\u00a0\"\n uid=1_98 \"\u00a0\"\n uid=1_99 link \"benchmarks, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/benchmarks\"\n uid=1_100 \"benchmarks\"\n uid=1_101 \"\u00a0\"\n uid=1_102 \"\u00a0\"\n uid=1_103 link \"bin, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/bin\"\n uid=1_104 \"bin\"\n uid=1_105 \"\u00a0\"\n uid=1_106 \"\u00a0\"\n uid=1_107 link \"cli, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/cli\"\n uid=1_108 \"cli\"\n uid=1_109 \"\u00a0\"\n uid=1_110 \"\u00a0\"\n uid=1_111 link \"docker, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/docker\"\n uid=1_112 \"docker\"\n uid=1_113 \"\u00a0\"\n uid=1_114 \"\u00a0\"\n uid=1_115 link \"docs, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/docs\"\n uid=1_116 \"docs\"\n uid=1_117 \"\u00a0\"\n uid=1_118 \"\u00a0\"\n uid=1_119 link \"evals, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/evals\"\n uid=1_120 \"evals\"\n uid=1_121 \"\u00a0\"\n uid=1_122 \"\u00a0\"\n uid=1_123 link \"examples, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/examples\"\n uid=1_124 \"examples\"\n uid=1_125 \"\u00a0\"\n uid=1_126 \"\u00a0\"\n uid=1_127 link \"packages, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/packages\"\n uid=1_128 \"packages\"\n uid=1_129 \"\u00a0\"\n uid=1_130 \"\u00a0\"\n uid=1_131 link \"patches, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/patches\"\n uid=1_132 \"patches\"\n uid=1_133 \"\u00a0\"\n uid=1_134 \"\u00a0\"\n uid=1_135 link \"scripts, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/scripts\"\n uid=1_136 \"scripts\"\n uid=1_137 \"\u00a0\"\n uid=1_138 \"\u00a0\"\n uid=1_139 link \"skill-data, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/skill-data\"\n uid=1_140 \"skill-data\"\n uid=1_141 \"\u00a0\"\n uid=1_142 \"\u00a0\"\n uid=1_143 link \"skills/agent-browser, (Directory)\" description=\"This path skips through empty directories\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/skills/agent-browser\"\n uid=1_144 \"skills/\"\n uid=1_145 \"agent-browser\"\n uid=1_146 \"\u00a0\"\n uid=1_147 \"\u00a0\"\n uid=1_148 link \"test, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/test\"\n uid=1_149 \"test\"\n uid=1_150 \"\u00a0\"\n uid=1_151 \"\u00a0\"\n uid=1_152 link \".claude, (Symlink to directory)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/.claude\"\n uid=1_153 \".claude\"\n uid=1_154 \"\u00a0\"\n uid=1_155 \"\u00a0\"\n uid=1_156 link \".gitignore, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/.gitignore\"\n uid=1_157 \".gitignore\"\n uid=1_158 \"\u00a0\"\n uid=1_159 \"\u00a0\"\n uid=1_160 link \".node-version, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/.node-version\"\n uid=1_161 \".node-version\"\n uid=1_162 \"\u00a0\"\n uid=1_163 \"\u00a0\"\n uid=1_164 link \".prettierrc, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/.prettierrc\"\n uid=1_165 \".prettierrc\"\n uid=1_166 \"\u00a0\"\n uid=1_167 \"\u00a0\"\n uid=1_168 link \"AGENTS.md, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/AGENTS.md\"\n uid=1_169 \"AGENTS.md\"\n uid=1_170 \"\u00a0\"\n uid=1_171 \"\u00a0\"\n uid=1_172 link \"CHANGELOG.md, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/CHANGELOG.md\"\n uid=1_173 \"CHANGELOG.md\"\n uid=1_174 \"\u00a0\"\n uid=1_175 \"\u00a0\"\n uid=1_176 link \"LICENSE, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/LICENSE\"\n uid=1_177 \"LICENSE\"\n uid=1_178 \"\u00a0\"\n uid=1_179 \"\u00a0\"\n uid=1_180 link \"README.md, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/README.md\"\n uid=1_181 \"README.md\"\n uid=1_182 \"\u00a0\"\n uid=1_183 \"\u00a0\"\n uid=1_184 link \"agent-browser.schema.json, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/agent-browser.schema.json\"\n uid=1_185 \"agent-browser.schema.json\"\n uid=1_186 \"\u00a0\"\n uid=1_187 \"\u00a0\"\n uid=1_188 link \"package.json, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/package.json\"\n uid=1_189 \"package.json\"\n uid=1_190 \"\u00a0\"\n uid=1_191 \"\u00a0\"\n uid=1_192 link \"pnpm-lock.yaml, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/pnpm-lock.yaml\"\n uid=1_193 \"pnpm-lock.yaml\"\n uid=1_194 \"\u00a0\"\n uid=1_195 \"\u00a0\"\n uid=1_196 link \"pnpm-workspace.yaml, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/pnpm-workspace.yaml\"\n uid=1_197 \"pnpm-workspace.yaml\"\n uid=1_198 \"\u00a0\"\n uid=1_199 \"\u00a0\"\n uid=1_200 heading \"Repository files navigation\" level=\"2\"\n uid=1_201 navigation \"Repository files\"\n uid=1_202 link \"README\" url=\"https://github.com/vercel-labs/agent-browser#\"\n uid=1_204 link \"Apache-2.0 license\" url=\"https://github.com/vercel-labs/agent-browser#\"\n uid=1_206 button \"Outline\" expandable haspopup=\"menu\"\n uid=1_207 heading \"agent-browser\" level=\"1\"\n uid=1_208 link \"Permalink: agent-browser\" url=\"https://github.com/vercel-labs/agent-browser#agent-browser\"\n uid=1_209 \"Browser automation CLI for AI agents. Fast native Rust CLI.\"\n uid=1_210 link \"Vercel Labs Product\" url=\"https://vercel.com/labs#labs-products\"\n uid=1_211 image \"Vercel Labs Product\" url=\"https://camo.githubusercontent.com/3cac7b7cc616c818251f5d3807a88b9c0824c0a79261dace371230107e766ae1/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c4142532d50524f445543542d3061306130612e7376673f7374796c653d666f722d7468652d6261646765266c6f676f3d56657263656c266c6162656c436f6c6f723d303030303030\"\n uid=1_212 \" \"\n uid=1_213 link \"npm version: agent-browser\" url=\"https://www.npmjs.com/package/agent-browser\"\n uid=1_214 image \"npm version: agent-browser\" url=\"https://camo.githubusercontent.com/0b0f331fb1f6d65fa57e56ffeed641de8c918f69d1b5211639b8f4c9dac781e4/68747470733a2f2f696d672e736869656c64732e696f2f6e706d2f762f6167656e742d62726f777365722e7376673f7374796c653d666f722d7468652d6261646765266c6162656c436f6c6f723d303030303030\"\n uid=1_215 \" \"\n uid=1_216 link \"License: Apache-2.0\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/LICENSE\"\n uid=1_217 image \"License: Apache-2.0\" url=\"https://camo.githubusercontent.com/2cbf32f91db96844ac78ba4c990bebb53c0136f287afd3cced356a27b824f705/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f6c6963656e73652f76657263656c2d6c6162732f6167656e742d62726f777365722e7376673f7374796c653d666f722d7468652d6261646765266c6162656c436f6c6f723d303030303030\"\n uid=1_218 \" \"\n uid=1_219 link \"npm downloads per month: agent-browser\" url=\"https://www.npmjs.com/package/agent-browser\"\n uid=1_220 image \"npm downloads per month: agent-browser\" url=\"https://camo.githubusercontent.com/23f780ac97d7c388e7da2dbf98c485d04b1490244308f6a8eae79457b87e358c/68747470733a2f2f696d672e736869656c64732e696f2f6e706d2f646d2f6167656e742d62726f777365722e7376673f7374796c653d666f722d7468652d6261646765266c6162656c436f6c6f723d303030303030266c6162656c3d6e706d253230646f776e6c6f616473\"\n uid=1_221 \" \"\n uid=1_222 link \"skills.sh\" url=\"https://skills.sh/vercel-labs/agent-browser\"\n uid=1_223 image \"skills.sh\" url=\"https://camo.githubusercontent.com/fc21074329e5748931d75017fe5bdba63a7526ad3f1104d44d394753bdaf0cb0/68747470733a2f2f736b696c6c732e73682f622f76657263656c2d6c6162732f6167656e742d62726f777365723f7374796c653d666f722d7468652d6261646765\"\n uid=1_224 heading \"Installation\" level=\"2\"\n uid=1_225 link \"Permalink: Installation\" url=\"https://github.com/vercel-labs/agent-browser#installation\"\n uid=1_226 heading \"Global Installation (recommended)\" level=\"3\"\n uid=1_227 link \"Permalink: Global Installation (recommended)\" url=\"https://github.com/vercel-labs/agent-browser#global-installation-recommended\"\n uid=1_228 \"Installs the native Rust binary:\"\n uid=1_229 \"npm install -g agent-browser\nagent-browser install \"\n uid=1_230 \"#\"\n uid=1_231 \" Download Chrome from Chrome for Testing (first time only)\"\n uid=1_232 button \"Copy code to clipboard\"\n uid=1_233 heading \"Project Installation (local dependency)\" level=\"3\"\n uid=1_234 link \"Permalink: Project Installation (local dependency)\" url=\"https://github.com/vercel-labs/agent-browser#project-installation-local-dependency\"\n uid=1_235 \"For projects that want to pin the version in \"\n uid=1_236 \"package.json\"\n uid=1_237 \":\"\n uid=1_238 \"npm install agent-browser\nagent-browser install\"\n uid=1_239 button \"Copy code to clipboard\"\n uid=1_240 \"Then use via \"\n uid=1_241 \"package.json\"\n uid=1_242 \" scripts or by invoking \"\n uid=1_243 \"agent-browser\"\n uid=1_244 \" directly.\"\n uid=1_245 heading \"Homebrew (macOS)\" level=\"3\"\n uid=1_246 link \"Permalink: Homebrew (macOS)\" url=\"https://github.com/vercel-labs/agent-browser#homebrew-macos\"\n uid=1_247 \"brew install agent-browser\nagent-browser install \"\n uid=1_248 \"#\"\n uid=1_249 \" Download Chrome from Chrome for Testing (first time only)\"\n uid=1_250 button \"Copy code to clipboard\"\n uid=1_251 heading \"Cargo (Rust)\" level=\"3\"\n uid=1_252 link \"Permalink: Cargo (Rust)\" url=\"https://github.com/vercel-labs/agent-browser#cargo-rust\"\n uid=1_253 \"cargo install agent-browser\nagent-browser install \"\n uid=1_254 \"#\"\n uid=1_255 \" Download Chrome from Chrome for Testing (first time only)\"\n uid=1_256 button \"Copy code to clipboard\"\n uid=1_257 heading \"From Source\" level=\"3\"\n uid=1_258 link \"Permalink: From Source\" url=\"https://github.com/vercel-labs/agent-browser#from-source\"\n uid=1_259 \"Requires Node.js 24+, pnpm 11+, and Rust.\"\n uid=1_260 \"git clone https://github.com/vercel-labs/agent-browser\n\"\n uid=1_261 \"cd\"\n uid=1_262 \" agent-browser\npnpm install\npnpm build\npnpm build:native \"\n uid=1_263 \"#\"\n uid=1_264 \" Requires Rust (https://rustup.rs)\"\n uid=1_265 \"\npnpm link --global \"\n uid=1_266 \"#\"\n uid=1_267 \" Makes agent-browser available globally\"\n uid=1_268 \"\nagent-browser install\"\n uid=1_269 button \"Copy code to clipboard\"\n uid=1_270 heading \"Linux Dependencies\" level=\"3\"\n uid=1_271 link \"Permalink: Linux Dependencies\" url=\"https://github.com/vercel-labs/agent-browser#linux-dependencies\"\n uid=1_272 \"On Linux, install system dependencies:\"\n uid=1_273 \"agent-browser install --with-deps\"\n uid=1_274 button \"Copy code to clipboard\"\n uid=1_275 \"This exits nonzero if the package manager cannot install every required browser library.\"\n uid=1_276 heading \"Updating\" level=\"3\"\n uid=1_277 link \"Permalink: Updating\" url=\"https://github.com/vercel-labs/agent-browser#updating\"\n uid=1_278 \"Upgrade to the latest version:\"\n uid=1_279 \"agent-browser upgrade\"\n uid=1_280 button \"Copy code to clipboard\"\n uid=1_281 \"Detects your installation method (npm, Homebrew, or Cargo) and runs the appropriate update command automatically.\"\n uid=1_282 heading \"Requirements\" level=\"3\"\n uid=1_283 link \"Permalink: Requirements\" url=\"https://github.com/vercel-labs/agent-browser#requirements\"\n uid=1_284 \"Chrome\"\n uid=1_285 \" - Run \"\n uid=1_286 \"agent-browser install\"\n uid=1_287 \" to download Chrome from \"\n uid=1_288 link \"Chrome for Testing\" url=\"https://developer.chrome.com/blog/chrome-for-testing/\"\n uid=1_290 \" (Google's official automation channel). Existing Chrome, Brave, Playwright, and Puppeteer installations are detected automatically. No Playwright or Node.js required for the daemon.\"\n uid=1_291 \"Node.js 24+ and pnpm 11+\"\n uid=1_292 \" - Only needed when building from source.\"\n uid=1_293 \"Rust\"\n uid=1_294 \" - Only needed when building from source (see From Source above).\"\n uid=1_295 heading \"Quick Start\" level=\"2\"\n uid=1_296 link \"Permalink: Quick Start\" url=\"https://github.com/vercel-labs/agent-browser#quick-start\"\n uid=1_297 \"agent-browser open example.com\nagent-browser snapshot \"\n uid=1_298 \"#\"\n uid=1_299 \" Get accessibility tree with refs\"\n uid=1_300 \"\nagent-browser click @e2 \"\n uid=1_301 \"#\"\n uid=1_302 \" Click by ref from snapshot\"\n uid=1_303 \"\nagent-browser fill @e3 \"\n uid=1_304 \"\"\"\n uid=1_305 \"test@example.com\"\n uid=1_306 \"\"\"\n uid=1_307 \" \"\n uid=1_308 \"#\"\n uid=1_309 \" Fill by ref\"\n uid=1_310 \"\nagent-browser get text @e1 \"\n uid=1_311 \"#\"\n uid=1_312 \" Get text by ref\"\n uid=1_313 \"\nagent-browser screenshot page.png\nagent-browser close\"\n uid=1_314 button \"Copy code to clipboard\"\n uid=1_315 \"Clicks fail early when another element covers the target's click point, for example a consent banner or modal. Dismiss or interact with the reported covering element, then take a fresh snapshot before retrying the original ref. Click and dblclick fail, instead of reporting success, when the element is hidden, disabled, or outside the viewport. \"\n uid=1_316 \"click --new-tab\"\n uid=1_317 \" opens the link's URL directly, so these checks do not apply to it.\"\n uid=1_318 \"Headless Chromium screenshots hide native scrollbars for consistent image output. Pass \"\n uid=1_319 \"--hide-scrollbars false\"\n uid=1_320 \" when launching to keep native scrollbars visible.\"\n uid=1_321 heading \"Traditional Selectors (also supported)\" level=\"3\"\n uid=1_322 link \"Permalink: Traditional Selectors (also supported)\" url=\"https://github.com/vercel-labs/agent-browser#traditional-selectors-also-supported\"\n uid=1_323 \"agent-browser click \"\n uid=1_324 \"\"\"\n uid=1_325 \"#submit\"\n uid=1_326 \"\"\"\n uid=1_327 \"\nagent-browser fill \"\n uid=1_328 \"\"\"\n uid=1_329 \"#email\"\n uid=1_330 \"\"\"\n uid=1_331 \" \"\n uid=1_332 \"\"\"\n uid=1_333 \"test@example.com\"\n uid=1_334 \"\"\"\n uid=1_335 \"\nagent-browser find role button click --name \"\n uid=1_336 \"\"\"\n uid=1_337 \"Submit\"\n uid=1_338 \"\"\"\n uid=1_339 button \"Copy code to clipboard\"\n uid=1_340 heading \"Commands\" level=\"2\"\n uid=1_341 link \"Permalink: Commands\" url=\"https://github.com/vercel-labs/agent-browser#commands\"\n uid=1_342 heading \"Core Commands\" level=\"3\"\n uid=1_343 link \"Permalink: Core Commands\" url=\"https://github.com/vercel-labs/agent-browser#core-commands\"\n uid=1_344 \"agent-browser open \"\n uid=1_345 \"#\"\n uid=1_346 \" Launch browser (no navigation); stays on about:blank\"\n uid=1_347 \"\nagent-browser open \"\n uid=1_348 \"<\"\n uid=1_349 \"url\"\n uid=1_350 \">\"\n uid=1_351 \" \"\n uid=1_352 \"#\"\n uid=1_353 \" Launch + navigate to URL (aliases: goto, navigate)\"\n uid=1_354 \"\nagent-browser \"\n uid=1_355 \"read\"\n uid=1_356 \" [url] \"\n uid=1_357 \"#\"\n uid=1_358 \" Fetch agent-readable text, or read rendered active-tab DOM\"\n uid=1_359 \"\nagent-browser click \"\n uid=1_360 \"<\"\n uid=1_361 \"sel\"\n uid=1_362 \">\"\n uid=1_363 \" " } ], "final": "The vercel-labs/agent-browser repository has about **44.8k stars**, according to the count shown on its GitHub page.", "secs": 13.7, "totals": { "input": 8, "cache_read": 31171, "cache_write": 104164, "output": 228, "input_all": 135343 } }, { "setup": "devtools-mcp-nojs", "run": "r1", "task": "hf-top-downloads", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 101, "output": 109, "stop": "tool_use" }, { "input": 2, "cache_read": 10403, "cache_write": 182, "output": 52, "stop": "tool_use" }, { "input": 2, "cache_read": 10585, "cache_write": 11034, "output": 79, "stop": "end_turn" } ], "tool_calls": [ { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://huggingface.co/models?sort=downloads" }, "chars": 163, "images": 0, "error": false, "secs": 1.8, "text": "Successfully navigated to https://huggingface.co/models?sort=downloads.\n## Pages\n1: Models \u2013 Hugging Face (https://huggingface.co/models?sort=downloads) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 21116, "images": 0, "error": false, "secs": 0.04, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"Models \u2013 Hugging Face\" url=\"https://huggingface.co/models?sort=downloads\"\n uid=1_1 banner\n uid=1_2 link \"Hugging Face's logo Hugging Face\" url=\"https://huggingface.co/\"\n uid=1_3 image \"Hugging Face's logo\" url=\"https://huggingface.co/front/assets/huggingface_logo-noborder.svg\"\n uid=1_4 \"Hugging Face\"\n uid=1_5 textbox \"Search models, datasets, users...\"\n uid=1_6 navigation \"Main\"\n uid=1_7 link \"Models\" url=\"https://huggingface.co/models\"\n uid=1_9 link \"Datasets\" url=\"https://huggingface.co/datasets\"\n uid=1_11 link \"Spaces\" url=\"https://huggingface.co/spaces\"\n uid=1_13 link \"Docs\" url=\"https://huggingface.co/docs\"\n uid=1_15 link \"Pricing\" url=\"https://huggingface.co/pricing\"\n uid=1_17 button expandable\n uid=1_18 link \"Log In\" url=\"https://huggingface.co/login\"\n uid=1_20 link \"Sign Up\" url=\"https://huggingface.co/join\"\n uid=1_22 main\n uid=1_23 button \"Main\"\n uid=1_24 button \"Tasks\"\n uid=1_25 button \"Libraries\"\n uid=1_26 button \"Languages\"\n uid=1_27 button \"Licenses\"\n uid=1_28 button \"Other\"\n uid=1_29 \"Tasks\"\n uid=1_30 link \"Text Generation\" url=\"https://huggingface.co/models?pipeline_tag=text-generation\"\n uid=1_32 link \"Any-to-Any\" url=\"https://huggingface.co/models?pipeline_tag=any-to-any\"\n uid=1_34 link \"Image-Text-to-Text\" url=\"https://huggingface.co/models?pipeline_tag=image-text-to-text\"\n uid=1_36 link \"Image-to-Text\" url=\"https://huggingface.co/models?pipeline_tag=image-to-text\"\n uid=1_38 link \"Image-to-Image\" url=\"https://huggingface.co/models?pipeline_tag=image-to-image\"\n uid=1_40 link \"Text-to-Image\" url=\"https://huggingface.co/models?pipeline_tag=text-to-image\"\n uid=1_42 link \"Text-to-Video\" url=\"https://huggingface.co/models?pipeline_tag=text-to-video\"\n uid=1_44 link \"Text-to-Speech\" url=\"https://huggingface.co/models?pipeline_tag=text-to-speech\"\n uid=1_46 button \"+ 44\"\n uid=1_47 \"Parameters\"\n uid=1_48 slider \"10 < 1B 6B 12B 32B 128B > 500B < 1B > 500B\" orientation=\"horizontal\" value=\"0\" valuemax=\"10\" valuemin=\"0\" valuetext=\"0\"\n uid=1_49 slider orientation=\"horizontal\" value=\"10\" valuemax=\"10\" valuemin=\"0\" valuetext=\"10\"\n uid=1_50 button \"< 1B\"\n uid=1_51 button \"6B\"\n uid=1_52 button \"12B\"\n uid=1_53 button \"32B\"\n uid=1_54 button \"128B\"\n uid=1_55 button \"> 500B\"\n uid=1_56 button \"< 1B\"\n uid=1_57 button \"> 500B\"\n uid=1_58 \"Libraries\"\n uid=1_59 link \"PyTorch\" url=\"https://huggingface.co/models?library=pytorch\"\n uid=1_61 link \"TensorFlow\" url=\"https://huggingface.co/models?library=tf\"\n uid=1_63 link \"JAX\" url=\"https://huggingface.co/models?library=jax\"\n uid=1_65 link \"Transformers\" url=\"https://huggingface.co/models?library=transformers\"\n uid=1_67 link \"Diffusers\" url=\"https://huggingface.co/models?library=diffusers\"\n uid=1_69 link \"GGUF\" url=\"https://huggingface.co/models?library=gguf\"\n uid=1_71 button \"+ 48\"\n uid=1_72 \"Apps\"\n uid=1_73 link \"vLLM\" url=\"https://huggingface.co/models?other=vllm\"\n uid=1_75 link \"llama.cpp\" url=\"https://huggingface.co/models?other=llama.cpp\"\n uid=1_77 link \"MLX LM\" url=\"https://huggingface.co/models?other=mlx-lm\"\n uid=1_79 link \"LM Studio\" url=\"https://huggingface.co/models?other=lmstudio\"\n uid=1_81 link \"Ollama\" url=\"https://huggingface.co/models?other=ollama\"\n uid=1_83 link \"Jan\" url=\"https://huggingface.co/models?other=jan\"\n uid=1_85 link \"Llama\" url=\"https://huggingface.co/models?other=llama-app\"\n uid=1_87 button \"+ 11\"\n uid=1_88 \"Inference Providers\"\n uid=1_89 link \"Groq\" url=\"https://huggingface.co/models?inference_provider=groq\"\n uid=1_91 link \"Novita\" url=\"https://huggingface.co/models?inference_provider=novita\"\n uid=1_93 link \"Cerebras\" url=\"https://huggingface.co/models?inference_provider=cerebras\"\n uid=1_95 link \"Nscale\" url=\"https://huggingface.co/models?inference_provider=nscale\"\n uid=1_97 link \"fal\" url=\"https://huggingface.co/models?inference_provider=fal-ai\"\n uid=1_99 link \"Together AI\" url=\"https://huggingface.co/models?inference_provider=together\"\n uid=1_101 link \"Fireworks\" url=\"https://huggingface.co/models?inference_provider=fireworks-ai\"\n uid=1_103 button \"+ 11\"\n uid=1_104 \"Hardware\"\n uid=1_105 link \"Add your hardware\" url=\"https://huggingface.co/settings/hardware\"\n uid=1_107 heading \"Models\" level=\"1\"\n uid=1_108 \"3,194,794\"\n uid=1_109 searchbox \"Filter by name\"\n uid=1_110 switch \"switch\" roledescription=\"switch\"\n uid=1_111 \"Base only\"\n uid=1_112 button \"Inference\"\n uid=1_113 button \"Sort:\u00a0 Most downloads\" expandable\n uid=1_114 link \"Sentence Similarity \u2022 22.7M \u2022 Updated Jun 1 \u2022 190M \u2022 \u2022 6.04k\" url=\"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2\"\n uid=1_115 heading \"sentence-transformers/all-MiniLM-L6-v2\" level=\"4\"\n uid=1_116 \"Sentence Similarity\"\n uid=1_117 \"\u2022\"\n uid=1_118 \"22.7M\"\n uid=1_119 \"\u2022\"\n uid=1_120 \"Updated \"\n uid=1_121 \"Jun 1\"\n uid=1_122 \"\u2022\"\n uid=1_123 \"190M\"\n uid=1_124 \"\u2022\"\n uid=1_125 generic description=\"Inference Providers available\"\n uid=1_126 \"\u2022\"\n uid=1_127 \"6.04k\"\n uid=1_128 link \"Text Ranking \u2022 22.7M \u2022 Updated Aug 9 \u2022 70.3M \u2022 \u2022 436\" url=\"https://huggingface.co/cross-encoder/ms-marco-MiniLM-L6-v2\"\n uid=1_129 heading \"cross-encoder/ms-marco-MiniLM-L6-v2\" level=\"4\"\n uid=1_130 \"Text Ranking\"\n uid=1_131 \"\u2022\"\n uid=1_132 \"22.7M\"\n uid=1_133 \"\u2022\"\n uid=1_134 \"Updated \"\n uid=1_135 \"Aug 9\"\n uid=1_136 \"\u2022\"\n uid=1_137 \"70.3M\"\n uid=1_138 \"\u2022\"\n uid=1_139 generic description=\"Inference Providers available\"\n uid=1_140 \"\u2022\"\n uid=1_141 \"436\"\n uid=1_142 link \"Feature Extraction \u2022 33.4M \u2022 Updated Feb 22, 2024 \u2022 52.6M \u2022 \u2022 660\" url=\"https://huggingface.co/BAAI/bge-small-en-v1.5\"\n uid=1_143 heading \"BAAI/bge-small-en-v1.5\" level=\"4\"\n uid=1_144 \"Feature Extraction\"\n uid=1_145 \"\u2022\"\n uid=1_146 \"33.4M\"\n uid=1_147 \"\u2022\"\n uid=1_148 \"Updated \"\n uid=1_149 \"Feb 22, 2024\"\n uid=1_150 \"\u2022\"\n uid=1_151 \"52.6M\"\n uid=1_152 \"\u2022\"\n uid=1_153 generic description=\"Inference Providers available\"\n uid=1_154 \"\u2022\"\n uid=1_155 \"660\"\n uid=1_156 link \"Sentence Similarity \u2022 0.1B \u2022 Updated Jan 28 \u2022 37.7M \u2022 \u2022 1.5k\" url=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\"\n uid=1_157 heading \"sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\" level=\"4\"\n uid=1_158 \"Sentence Similarity\"\n uid=1_159 \"\u2022\"\n uid=1_160 \"0.1B\"\n uid=1_161 \"\u2022\"\n uid=1_162 \"Updated \"\n uid=1_163 \"Jan 28\"\n uid=1_164 \"\u2022\"\n uid=1_165 \"37.7M\"\n uid=1_166 \"\u2022\"\n uid=1_167 generic description=\"Inference Providers available\"\n uid=1_168 \"\u2022\"\n uid=1_169 \"1.5k\"\n uid=1_170 link \"Sentence Similarity \u2022 Updated Jul 3, 2024 \u2022 30.1M \u2022 \u2022 3.94k\" url=\"https://huggingface.co/BAAI/bge-m3\"\n uid=1_171 heading \"BAAI/bge-m3\" level=\"4\"\n uid=1_172 \"Sentence Similarity\"\n uid=1_173 \"\u2022\"\n uid=1_174 \"Updated \"\n uid=1_175 \"Jul 3, 2024\"\n uid=1_176 \"\u2022\"\n uid=1_177 \"30.1M\"\n uid=1_178 \"\u2022\"\n uid=1_179 generic description=\"Inference Providers available\"\n uid=1_180 \"\u2022\"\n uid=1_181 \"3.94k\"\n uid=1_182 link \"Fill-Mask \u2022 0.1B \u2022 Updated Feb 19, 2024 \u2022 29.4M \u2022 \u2022 3.06k\" url=\"https://huggingface.co/google-bert/bert-base-uncased\"\n uid=1_183 heading \"google-bert/bert-base-uncased\" level=\"4\"\n uid=1_184 \"Fill-Mask\"\n uid=1_185 \"\u2022\"\n uid=1_186 \"0.1B\"\n uid=1_187 \"\u2022\"\n uid=1_188 \"Updated \"\n uid=1_189 \"Feb 19, 2024\"\n uid=1_190 \"\u2022\"\n uid=1_191 \"29.4M\"\n uid=1_192 \"\u2022\"\n uid=1_193 generic description=\"Inference Providers available\"\n uid=1_194 \"\u2022\"\n uid=1_195 \"3.06k\"\n uid=1_196 link \"Updated about 1 hour ago \u2022 28.2M \u2022 2.43k\" url=\"https://huggingface.co/Comfy-Org/MiniMax-H3\"\n uid=1_197 heading \"Comfy-Org/MiniMax-H3\" level=\"4\"\n uid=1_198 \"Updated \"\n uid=1_199 \"about 1 hour ago\"\n uid=1_200 \"\u2022\"\n uid=1_201 \"28.2M\"\n uid=1_202 \"\u2022\"\n uid=1_203 \"2.43k\"\n uid=1_204 link \"Updated Feb 29, 2024 \u2022 27.7M \u2022 218\" url=\"https://huggingface.co/google/electra-base-discriminator\"\n uid=1_205 heading \"google/electra-base-discriminator\" level=\"4\"\n uid=1_206 \"Updated \"\n uid=1_207 \"Feb 29, 2024\"\n uid=1_208 \"\u2022\"\n uid=1_209 \"27.7M\"\n uid=1_210 \"\u2022\"\n uid=1_211 \"218\"\n uid=1_212 link \"Translation \u2022 60.5M \u2022 Updated Jun 30, 2023 \u2022 24.9M \u2022 \u2022 686\" url=\"https://huggingface.co/google-t5/t5-small\"\n uid=1_213 heading \"google-t5/t5-small\" level=\"4\"\n uid=1_214 \"Translation\"\n uid=1_215 \"\u2022\"\n uid=1_216 \"60.5M\"\n uid=1_217 \"\u2022\"\n uid=1_218 \"Updated \"\n uid=1_219 \"Jun 30, 2023\"\n uid=1_220 \"\u2022\"\n uid=1_221 \"24.9M\"\n uid=1_222 \"\u2022\"\n uid=1_223 generic description=\"Inference Providers available\"\n uid=1_224 \"\u2022\"\n uid=1_225 \"686\"\n uid=1_226 link \"Text Generation \u2022 0.8B \u2022 Updated Jul 26, 2025 \u2022 24.2M \u2022 \u2022 1.86k\" url=\"https://huggingface.co/Qwen/Qwen3-0.6B\"\n uid=1_227 heading \"Qwen/Qwen3-0.6B\" level=\"4\"\n uid=1_228 \"Text Generation\"\n uid=1_229 \"\u2022\"\n uid=1_230 \"0.8B\"\n uid=1_231 \"\u2022\"\n uid=1_232 \"Updated \"\n uid=1_233 \"Jul 26, 2025\"\n uid=1_234 \"\u2022\"\n uid=1_235 \"24.2M\"\n uid=1_236 \"\u2022\"\n uid=1_237 generic description=\"Inference Providers available\"\n uid=1_238 \"\u2022\"\n uid=1_239 \"1.86k\"\n uid=1_240 link \"Text Generation \u2022 0.1B \u2022 Updated Feb 19, 2024 \u2022 24.1M \u2022 3.9k\" url=\"https://huggingface.co/openai-community/gpt2\"\n uid=1_241 heading \"openai-community/gpt2\" level=\"4\"\n uid=1_242 \"Text Generation\"\n uid=1_243 \"\u2022\"\n uid=1_244 \"0.1B\"\n uid=1_245 \"\u2022\"\n uid=1_246 \"Updated \"\n uid=1_247 \"Feb 19, 2024\"\n uid=1_248 \"\u2022\"\n uid=1_249 \"24.1M\"\n uid=1_250 \"\u2022\"\n uid=1_251 \"3.9k\"\n uid=1_252 link \"Time Series Forecasting \u2022 0.1B \u2022 Updated Jun 5 \u2022 20.2M \u2022 92\" url=\"https://huggingface.co/autogluon/chronos-2\"\n uid=1_253 heading \"autogluon/chronos-2\" level=\"4\"\n uid=1_254 \"Time Series Forecasting\"\n uid=1_255 \"\u2022\"\n uid=1_256 \"0.1B\"\n uid=1_257 \"\u2022\"\n uid=1_258 \"Updated \"\n uid=1_259 \"Jun 5\"\n uid=1_260 \"\u2022\"\n uid=1_261 \"20.2M\"\n uid=1_262 \"\u2022\"\n uid=1_263 \"92\"\n uid=1_264 link \"Sentence Similarity \u2022 0.1B \u2022 Updated Aug 19, 2025 \u2022 19.2M \u2022 \u2022 1.4k\" url=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\"\n uid=1_265 heading \"sentence-transformers/all-mpnet-base-v2\" level=\"4\"\n uid=1_266 \"Sentence Similarity\"\n uid=1_267 \"\u2022\"\n uid=1_268 \"0.1B\"\n uid=1_269 \"\u2022\"\n uid=1_270 \"Updated \"\n uid=1_271 \"Aug 19, 2025\"\n uid=1_272 \"\u2022\"\n uid=1_273 \"19.2M\"\n uid=1_274 \"\u2022\"\n uid=1_275 generic description=\"Inference Providers available\"\n uid=1_276 \"\u2022\"\n uid=1_277 \"1.4k\"\n uid=1_278 link \"Zero-Shot Image Classification \u2022 Updated Feb 29, 2024 \u2022 17.4M \u2022 1.27k\" url=\"https://huggingface.co/openai/clip-vit-base-patch32\"\n uid=1_279 heading \"openai/clip-vit-base-patch32\" level=\"4\"\n uid=1_280 \"Zero-Shot Image Classification\"\n uid=1_281 \"\u2022\"\n uid=1_282 \"Updated \"\n uid=1_283 \"Feb 29, 2024\"\n uid=1_284 \"\u2022\"\n uid=1_285 \"17.4M\"\n uid=1_286 \"\u2022\"\n uid=1_287 \"1.27k\"\n uid=1_288 link \"Automatic Speech Recognition \u2022 Updated Dec 14, 2022 \u2022 16.3M \u2022 118\" url=\"https://huggingface.co/jonatasgrosman/wav2vec2-large-xlsr-53-japanese\"\n uid=1_289 heading \"jonatasgrosman/wav2vec2-large-xlsr-53-japanese\" level=\"4\"\n uid=1_290 \"Automatic Speech Recognition\"\n uid=1_291 \"\u2022\"\n uid=1_292 \"Updated \"\n uid=1_293 \"Dec 14, 2022\"\n uid=1_294 \"\u2022\"\n uid=1_295 \"16.3M\"\n uid=1_296 \"\u2022\"\n uid=1_297 \"118\"\n uid=1_298 link \"Image Classification \u2022 2.55M \u2022 Updated Oct 19, 2025 \u2022 15.8M \u2022 156\" url=\"https://huggingface.co/timm/mobilenetv3_small_100.lamb_in1k\"\n uid=1_299 heading \"timm/mobilenetv3_small_100.lamb_in1k\" level=\"4\"\n uid=1_300 \"Image Classification\"\n uid=1_301 \"\u2022\"\n uid=1_302 \"2.55M\"\n uid=1_303 \"\u2022\"\n uid=1_304 \"Updated \"\n uid=1_305 \"Oct 19, 2025\"\n uid=1_306 \"\u2022\"\n uid=1_307 \"15.8M\"\n uid=1_308 \"\u2022\"\n uid=1_309 \"156\"\n uid=1_310 link \"Image Classification \u2022 86.6M \u2022 Updated Sep 5, 2023 \u2022 15.4M \u2022 \u2022 1.05k\" url=\"https://huggingface.co/google/vit-base-patch16-224\"\n uid=1_311 heading \"google/vit-base-patch16-224\" level=\"4\"\n uid=1_312 \"Image Classification\"\n uid=1_313 \"\u2022\"\n uid=1_314 \"86.6M\"\n uid=1_315 \"\u2022\"\n uid=1_316 \"Updated \"\n uid=1_317 \"Sep 5, 2023\"\n uid=1_318 \"\u2022\"\n uid=1_319 \"15.4M\"\n uid=1_320 \"\u2022\"\n uid=1_321 generic description=\"Inference Providers available\"\n uid=1_322 \"\u2022\"\n uid=1_323 \"1.05k\"\n uid=1_324 link \"Text Classification \u2022 0.6B \u2022 Updated Jun 24, 2024 \u2022 14.7M \u2022 \u2022 1.28k\" url=\"https://huggingface.co/BAAI/bge-reranker-v2-m3\"\n uid=1_325 heading \"BAAI/bge-reranker-v2-m3\" level=\"4\"\n uid=1_326 \"Text Classification\"\n uid=1_327 \"\u2022\"\n uid=1_328 \"0.6B\"\n uid=1_329 \"\u2022\"\n uid=1_330 \"Updated \"\n uid=1_331 \"Jun 24, 2024\"\n uid=1_332 \"\u2022\"\n uid=1_333 \"14.7M\"\n uid=1_334 \"\u2022\"\n uid=1_335 generic description=\"Inference Providers available\"\n uid=1_336 \"\u2022\"\n uid=1_337 \"1.28k\"\n uid=1_338 link \"Time Series Forecasting \u2022 0.1B \u2022 Updated Jun 5 \u2022 13.1M \u2022 560\" url=\"https://huggingface.co/amazon/chronos-2\"\n uid=1_339 heading \"amazon/chronos-2\" level=\"4\"\n uid=1_340 \"Time Series Forecasting\"\n uid=1_341 \"\u2022\"\n uid=1_342 \"0.1B\"\n uid=1_343 \"\u2022\"\n uid=1_344 \"Updated \"\n uid=1_345 \"Jun 5\"\n uid=1_346 \"\u2022\"\n uid=1_347 \"13.1M\"\n uid=1_348 \"\u2022\"\n uid=1_349 \"560\"\n uid=1_350 link \"Sentence Similarity \u2022 0.1B \u2022 Updated Apr 7 \u2022 12.2M \u2022 987\" url=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\"\n uid=1_351 heading \"nomic-ai/nomic-embed-text-v1.5\" level=\"4\"\n uid=1_352 \"Sentence Similarity\"\n uid=1_353 \"\u2022\"\n uid=1_354 \"0.1B\"\n uid=1_355 \"\u2022\"\n uid=1_356 \"Updated \"\n uid=1_357 \"Apr 7\"\n uid=1_358 \"\u2022\"\n uid=1_359 \"12.2M\"\n uid=1_360 \"\u2022\"\n uid=1_361 \"987\"\n uid=1_362 link \"Automatic Speech Recognition \u2022 Updated Aug 19 \u2022 12.2M \u2022 260\" url=\"https://huggingface.co/argmaxinc/whisperkit-coreml\"\n uid=1_363 heading \"argmaxinc/whisperkit-coreml\" level=\"4\"\n uid=1_364 \"Automatic Speech Recognition\"\n uid=1_365 \"\u2022\"\n uid=1_366 \"Updated \"\n uid=1_367 \"Aug 19\"\n uid=1_368 \"\u2022\"\n uid=1_369 \"12.2M\"\n uid=1_370 \"\u2022\"\n uid=1_371 \"260\"\n uid=1_372 link \"Text Generation \u2022 15B \u2022 Updated Jul 26, 2025 \u2022 12M \u2022 \u2022 526\" url=\"https://huggingface.co/Qwen/Qwen3-14B\"\n uid=1_373 heading \"Qwen/Qwen3-14B\" level=\"4\"\n uid=1_374 \"Text Generation\"\n uid=1_375 \"\u2022\"\n uid=1_376 \"15B\"\n uid=1_377 \"\u2022\"\n uid=1_378 \"Updated \"\n uid=1_379 \"Jul 26, 2025\"\n uid=1_380 \"\u2022\"\n uid=1_381 \"12M\"\n uid=1_382 \"\u2022\"\n uid=1_383 generic description=\"Inference Providers available\"\n uid=1_384 \"\u2022\"\n uid=1_385 \"526\"\n uid=1_386 link \"Text Generation \u2022 4B \u2022 Updated Jul 26, 2025 \u2022 11.2M \u2022 \u2022 774\" url=\"https://huggingface.co/Qwen/Qwen3-4B\"\n uid=1_387 heading \"Qwen/Qwen3-4B\" level=\"4\"\n uid=1_388 \"Text Generation\"\n uid=1_389 \"\u2022\"\n uid=1_390 \"4B\"\n uid=1_391 \"\u2022\"\n uid=1_392 \"Updated \"\n uid=1_393 \"Jul 26, 2025\"\n uid=1_394 \"\u2022\"\n uid=1_395 \"11.2M\"\n uid=1_396 \"\u2022\"\n uid=1_397 generic description=\"Inference Providers available\"\n uid=1_398 \"\u2022\"\n uid=1_399 \"774\"\n uid=1_400 link \"Text-to-Speech \u2022 Updated Apr 10, 2025 \u2022 10.8M \u2022 \u2022 7.3k\" url=\"https://huggingface.co/hexgrad/Kokoro-82M\"\n uid=1_401 heading \"hexgrad/Kokoro-82M\" level=\"4\"\n uid=1_402 \"Text-to-Speech\"\n uid=1_403 \"\u2022\"\n uid=1_404 \"Updated \"\n uid=1_405 \"Apr 10, 2025\"\n uid=1_406 \"\u2022\"\n uid=1_407 \"10.8M\"\n uid=1_408 \"\u2022\"\n uid=1_409 generic description=\"Inference Providers available\"\n uid=1_410 \"\u2022\"\n uid=1_411 \"7.3k\"\n uid=1_412 link \"Updated 7 days ago \u2022 10.1M \u2022 1.22k\" url=\"https://huggingface.co/Comfy-Org/Qwen-Image-2.1\"\n uid=1_413 heading \"Comfy-Org/Qwen-Image-2.1\" level=\"4\"\n uid=1_414 \"Updated \"\n uid=1_415 \"7 days ago\"\n uid=1_416 \"\u2022\"\n uid=1_417 \"10.1M\"\n uid=1_418 \"\u2022\"\n uid=1_419 \"1.22k\"\n uid=1_420 link \"Feature Extraction \u2022 0.3B \u2022 Updated Feb 21, 2024 \u2022 9.7M \u2022 \u2022 781\" url=\"https://huggingface.co/BAAI/bge-large-en-v1.5\"\n uid=1_421 heading \"BAAI/bge-large-en-v1.5\" level=\"4\"\n uid=1_422 \"Feature Extraction\"\n uid=1_423 \"\u2022\"\n uid=1_424 \"0.3B\"\n uid=1_425 \"\u2022\"\n uid=1_426 \"Updated \"\n uid=1_427 \"Feb 21, 2024\"\n uid=1_428 \"\u2022\"\n uid=1_429 \"9.7M\"\n uid=1_430 \"\u2022\"\n uid=1_431 generic description=\"Inference Providers available\"\n uid=1_432 \"\u2022\"\n uid=1_433 \"781\"\n uid=1_434 link \"Sentence Similarity \u2022 0.1B \u2022 Updated Apr 2 \u2022 9.34M \u2022 \u2022 479\" url=\"https://huggingface.co/intfloat/multilingual-e5-small\"\n uid=1_435 heading \"intfloat/multilingual-e5-small\" level=\"4\"\n uid=1_436 \"Sentence Similarity\"\n uid=1_437 \"\u2022\"\n uid=1_438 \"0.1B\"\n uid=1_439 \"\u2022\"\n uid=1_440 \"Updated \"\n uid=1_441 \"Apr 2\"\n uid=1_442 \"\u2022\"\n uid=1_443 \"9.34M\"\n uid=1_444 \"\u2022\"\n uid=1_445 generic description=\"Inference Providers available\"\n uid=1_446 \"\u2022\"\n uid=1_447 \"479\"\n uid=1_448 link \"Updated Sep 23 \u2022 9.13M \u2022 1.01k\" url=\"https://huggingface.co/Comfy-Org/Z-Image-Turbo\"\n uid=1_449 heading \"Comfy-Org/Z-Image-Turbo\" level=\"4\"\n uid=1_450 \"Updated \"\n uid=1_451 \"Sep 23\"\n uid=1_452 \"\u2022\"\n uid=1_453 \"9.13M\"\n uid=1_454 \"\u2022\"\n uid=1_455 \"1.01k\"\n uid=1_456 link \"Image Classification \u2022 92.9M \u2022 Updated Mar 28, 2025 \u2022 9.09M \u2022 \u2022 18\" url=\"https://huggingface.co/prithivMLmods/Gender-Classifier-Mini\"\n uid=1_457 heading \"prithivMLmods/Gender-Classifier-Mini\" level=\"4\"\n uid=1_458 \"Image Classification\"\n uid=1_459 \"\u2022\"\n uid=1_460 \"92.9M\"\n uid=1_461 \"\u2022\"\n uid=1_462 \"Updated \"\n uid=1_463 \"Mar 28, 2025\"\n uid=1_464 \"\u2022\"\n uid=1_465 \"9.09M\"\n uid=1_466 \"\u2022\"\n uid=1_467 generic description=\"Inference Providers available\"\n uid=1_468 \"\u2022\"\n uid=1_469 \"18\"\n uid=1_470 link \"Sentence Similarity \u2022 0.3B \u2022 Updated Aug 19, 2025 \u2022 8.89M \u2022 \u2022 554\" url=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\"\n uid=1_471 heading \"sentence-transformers/paraphrase-multilingual-mpnet-base-v2\" level=\"4\"\n uid=1_472 \"Sentence Similarity\"\n uid=1_473 \"\u2022\"\n uid=1_474 \"0.3B\"\n uid=1_475 \"\u2022\"\n uid=1_476 \"Updated \"\n uid=1_477 \"Aug 19, 2025\"\n uid=1_478 \"\u2022\"\n uid=1_479 \"8.89M\"\n uid=1_480 \"\u2022\"\n uid=1_481 generic description=\"Inference Providers available\"\n uid=1_482 \"\u2022\"\n uid=1_483 \"554\"\n uid=1_484 navigation\n uid=1_485 link \"Previous\" url=\"https://huggingface.co/models?sort=downloads\"\n uid=1_487 link \"1\" url=\"https://huggingface.co/models?p=0&sort=downloads\"\n uid=1_489 link \"2\" url=\"https://huggingface.co/models?p=1&sort=downloads\"\n uid=1_491 link \"3\" url=\"https://huggingface.co/models?p=2&sort=downloads\"\n uid=1_493 link \"...\" url=\"https://huggingface.co/models?sort=downloads#\"\n uid=1_495 link \"100\" url=\"https://huggingface.co/models?p=99&sort=downloads\"\n uid=1_497 link \"Next\" url=\"https://huggingface.co/models?p=1&sort=downloads\"\n uid=1_499 contentinfo\n uid=1_500 navigation\n uid=1_501 button \"System theme\" expandable\n uid=1_502 link \"TOS\" url=\"https://huggingface.co/terms-of-service\"\n uid=1_504 link \"Privacy\" url=\"https://huggingface.co/privacy\"\n uid=1_506 link \"About\" url=\"https://huggingface.co/huggingface\"\n uid=1_508 link \"Careers\" url=\"https://apply.workable.com/huggingface/\"\n uid=1_510 link \"Hugging Face\" url=\"https" } ], "final": "When I sorted Hugging Face models by \"Most downloads\", the first one listed was **sentence-transformers/all-MiniLM-L6-v2**. It's a sentence-similarity model, and the page shows about 190M downloads for it.", "secs": 9.5, "totals": { "input": 8, "cache_read": 31290, "cache_write": 11317, "output": 240, "input_all": 42615 } }, { "setup": "devtools-mcp-nojs", "run": "r1", "task": "mdn-abort", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 119, "output": 27, "stop": "tool_use" }, { "input": 2, "cache_read": 10421, "cache_write": 49, "output": 157, "stop": "tool_use" }, { "input": 2, "cache_read": 10470, "cache_write": 5328, "output": 190, "stop": "tool_use" }, { "input": 2, "cache_read": 15798, "cache_write": 785, "output": 158, "stop": "tool_use" }, { "input": 2, "cache_read": 16583, "cache_write": 8331, "output": 108, "stop": "end_turn" } ], "tool_calls": [ { "name": "list_pages", "input": {}, "chars": 34, "images": 0, "error": false, "secs": 0.52, "text": "## Pages\n1: about:blank [selected]" }, { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://developer.mozilla.org/en-US/" }, "chars": 138, "images": 0, "error": false, "secs": 0.61, "text": "Successfully navigated to https://developer.mozilla.org/en-US/.\n## Pages\n1: MDN Web Docs (https://developer.mozilla.org/en-US/) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 11554, "images": 0, "error": false, "secs": 0.02, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"MDN Web Docs\" url=\"https://developer.mozilla.org/en-US/\"\n uid=1_1 link \"Skip to main content\" url=\"https://developer.mozilla.org/en-US/#content\"\n uid=1_3 link \"Skip to search\" url=\"https://developer.mozilla.org/en-US/#mdn-search\"\n uid=1_5 banner\n uid=1_6 navigation\n uid=1_7 link \"MDN\" url=\"https://developer.mozilla.org/en-US/\"\n uid=1_8 image \"MDN\"\n uid=1_9 navigation\n uid=1_10 button \"HTML\" expandable\n uid=1_11 button \"CSS\" expandable\n uid=1_12 button \"JavaScript\" expandable\n uid=1_13 button \"Web APIs\" expandable\n uid=1_14 button \"All\" expandable\n uid=1_15 button \"Learn\" expandable\n uid=1_16 button \"Tools\" expandable\n uid=1_17 button \"About\" expandable\n uid=1_18 link \"Blog\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=1_20 button \"Search the site\"\n uid=1_21 link \"MDN\" url=\"https://developer.mozilla.org/en-US/\"\n uid=1_23 button \"Switch color theme\" expandable\n uid=1_24 button \"English (US)\" expandable\n uid=1_25 heading \"Resources for Developers, by Developers _\" level=\"1\"\n uid=1_26 \"Documenting \"\n uid=1_27 link \"CSS\" url=\"https://developer.mozilla.org/en-US/docs/Web/CSS\"\n uid=1_29 \", \"\n uid=1_30 link \"HTML\" url=\"https://developer.mozilla.org/en-US/docs/Web/HTML\"\n uid=1_32 \", and \"\n uid=1_33 link \"JavaScript\" url=\"https://developer.mozilla.org/en-US/docs/Web/JavaScript\"\n uid=1_35 \", since 2005.\"\n uid=1_36 button \"Search\" description=\"Search the site\"\n uid=1_37 heading \"Featured articles\" level=\"2\"\n uid=1_38 link \"Blog\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=1_40 link \"Celebrating 20 years of MDN\" url=\"https://developer.mozilla.org/en-US/blog/mdn-turns-20/\"\n uid=1_42 \"MDN turns 20! Let's look at how we started, how MDN became the most trusted resource for web developers, the impact it's had on the open web, and yes, there's cake, too.\"\n uid=1_43 link \"Web APIs\" url=\"https://developer.mozilla.org/en-US/docs/Web/API\"\n uid=1_45 link \"Navigation API\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Navigation_API\"\n uid=1_47 \"The Navigation API provides the ability to initiate, intercept, and manage browser navigation actions. It can also examine an application's history entries. This is a successor to previous web platform features such as the History API and window.location, which solves their shortcomings and is specifically aimed at the needs of single-page applications (SPAs).\"\n uid=1_48 link \"Web APIs\" url=\"https://developer.mozilla.org/en-US/docs/Web/API\"\n uid=1_50 link \"Trusted Types API\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Trusted_Types_API\"\n uid=1_52 \"The Trusted Types API gives web developers a way to ensure that input has been passed through a user-specified transformation function before being passed to an API that might execute that input. This can help to protect against client-side cross-site scripting (XSS) attacks. Most commonly the transformation function sanitizes the input.\"\n uid=1_53 link \"CSS\" url=\"https://developer.mozilla.org/en-US/docs/Web/CSS\"\n uid=1_55 link \"Using CSS anchor positioning\" url=\"https://developer.mozilla.org/en-US/docs/Web/CSS/Guides/Anchor_positioning/Using\"\n uid=1_57 \"The CSS anchor positioning module defines features that allow you to tether elements together. Elements can be defined as anchor elements and anchor-positioned elements. Anchor-positioned elements can be bound to anchor elements. The anchor-positioned elements can then have their size and position set relative to the size and location of the anchor elements to which they are bound.\"\n uid=1_58 heading \"Latest news\" level=\"2\"\n uid=1_59 link \"developer.mozilla.org\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=1_61 link \"Introducing the MDN MCP server\" url=\"https://developer.mozilla.org/en-US/blog/introducing-mdn-mcp-server/\"\n uid=1_63 \"4 months ago\"\n uid=1_64 \"MDN's MCP server brings MDN's documentation and browser compatibility data directly into your editor or IDE, giving your LLM or coding agent access to accurate, up-to-date web platform information.\"\n uid=1_65 link \"developer.mozilla.org\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=1_67 link \"Under the hood of MDN's new frontend\" url=\"https://developer.mozilla.org/en-US/blog/mdn-front-end-deep-dive/\"\n uid=1_69 \"7 months ago\"\n uid=1_70 \"You may have spotted that MDN has a new frontend. There's plenty happening under the surface, so let's unpack the technologies we chose, the architectural decisions we made, and why we did a rebuild at all.\"\n uid=1_71 link \"developer.mozilla.org\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=1_73 link \"Image formats: Codecs and compression tools\" url=\"https://developer.mozilla.org/en-US/blog/image-formats-codecs-compression-tools/\"\n uid=1_75 \"12 months ago\"\n uid=1_76 \"Image compression involves countless trade-offs between quality, size, and speed. In this final part of the series, we experiment with codecs, metrics, and tools to find practical ways to balance efficiency and visual fidelity.\"\n uid=1_77 link \"developer.mozilla.org\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=1_79 link \"A beginner-friendly guide to view transitions in CSS\" url=\"https://developer.mozilla.org/en-US/blog/view-transitions-beginner-guide/\"\n uid=1_81 \"1 year ago\"\n uid=1_82 \"Learn how to bring smooth, animated navigation to multi-page apps with view transitions. With just one line of CSS, you can enable seamless transitions between pages.\"\n uid=1_83 heading \"Recent contributions\" level=\"2\"\n uid=1_84 link \"mdn/translated-content (external)\" url=\"https://github.com/mdn/translated-content\"\n uid=1_87 \"11 hours ago\"\n uid=1_88 link \"[ja] SubtleCrypto: deriveKey() \u30e1\u30bd\u30c3\u30c9\u306e\u66f4\u65b0 (external)\" url=\"https://github.com/mdn/translated-content/pull/39708\"\n uid=1_91 link \"mdn/content (external)\" url=\"https://github.com/mdn/content\"\n uid=1_94 \"6 hours ago\"\n uid=1_95 link \"New JS guide: Agent communication and coordination (external)\" url=\"https://github.com/mdn/content/pull/46200\"\n uid=1_98 link \"mdn/content (external)\" url=\"https://github.com/mdn/content\"\n uid=1_101 \"5 hours ago\"\n uid=1_102 link \"Fix typos (external)\" url=\"https://github.com/mdn/content/pull/46318\"\n uid=1_105 link \"mdn/content (external)\" url=\"https://github.com/mdn/content\"\n uid=1_108 \"5 hours ago\"\n uid=1_109 link \"Fix a typo: `link-parameters` is a property, not a function (external)\" url=\"https://github.com/mdn/content/pull/46258\"\n uid=1_112 link \"mdn/translated-content (external)\" url=\"https://github.com/mdn/translated-content\"\n uid=1_115 \"5 hours ago\"\n uid=1_116 link \"chore(sync-fr): sync and update maintained pages - 28/10/2026 (external)\" url=\"https://github.com/mdn/translated-content/pull/39762\"\n uid=1_119 link \"mdn/translated-content (external)\" url=\"https://github.com/mdn/translated-content\"\n uid=1_122 \"5 hours ago\"\n uid=1_123 link \"fix(fr): \"Integer conversion\" title fix (external)\" url=\"https://github.com/mdn/translated-content/pull/39763\"\n uid=1_126 link \"mdn/translated-content (external)\" url=\"https://github.com/mdn/translated-content\"\n uid=1_129 \"5 hours ago\"\n uid=1_130 link \"chore(fr): translation of `Web/JavaScript/Reference/Global_Objects/AbstractModuleSource` (external)\" url=\"https://github.com/mdn/translated-content/pull/39764\"\n uid=1_133 link \"mdn/content (external)\" url=\"https://github.com/mdn/content\"\n uid=1_136 \"5 hours ago\"\n uid=1_137 link \"Explain the typographic rationale for text-autospace (external)\" url=\"https://github.com/mdn/content/pull/46251\"\n uid=1_140 link \"mdn/content (external)\" url=\"https://github.com/mdn/content\"\n uid=1_143 \"4 hours ago\"\n uid=1_144 link \"Note that referrer policy and noreferrer apply to link downloads (external)\" url=\"https://github.com/mdn/content/pull/46321\"\n uid=1_147 heading \"Contributor Spotlight\" level=\"2\"\n uid=1_148 link \"SHRINIVASS ARUNACHALAM BALASUBRAMANIAN\" url=\"https://developer.mozilla.org/en-US/community/spotlight/shrinivass-arunachalam-balasubramanian\"\n uid=1_150 \"MDN closely follows W3C standards which helps me keep up with important topics. It's a complete package as it caters to everything; complex APIs, new browser functionalities, and best practices. MDN serves as a truly valuable resource and continues to assist me in my everyday development.\"\n uid=1_151 link \"Get involved\" url=\"https://developer.mozilla.org/en-US/community\"\n uid=1_153 image \"Tiled Mozilla Logo\" url=\"https://developer.mozilla.org/static/ssr/mdn_contributor.9e2a105f50828d5a.png\"\n uid=1_154 contentinfo\n uid=1_155 link \"MDN logo\" url=\"https://developer.mozilla.org/\"\n uid=1_156 image \"MDN\"\n uid=1_157 \"Your blueprint for a better internet.\"\n uid=1_158 link \"MDN on GitHub\" url=\"https://github.com/mdn/\"\n uid=1_159 link \"MDN on Bluesky\" url=\"https://bsky.app/profile/developer.mozilla.org\"\n uid=1_160 link \"MDN on X\" url=\"https://x.com/mozdevnet\"\n uid=1_161 link \"MDN on Mastodon\" url=\"https://mastodon.social/@mdn\"\n uid=1_162 link \"MDN blog RSS feed\" url=\"https://developer.mozilla.org/en-US/blog/rss.xml\"\n uid=1_163 \"MDN\"\n uid=1_164 link \"About\" url=\"https://developer.mozilla.org/en-US/about\"\n uid=1_166 link \"Blog\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=1_168 link \"Mozilla careers (external)\" url=\"https://www.mozilla.org/en-US/careers/listings/\"\n uid=1_171 link \"Advertise with us\" url=\"https://developer.mozilla.org/en-US/advertising\"\n uid=1_173 link \"MDN Plus\" url=\"https://developer.mozilla.org/en-US/plus\"\n uid=1_175 link \"Product help (external)\" url=\"https://support.mozilla.org/products/mdn-plus\"\n uid=1_178 \"Contribute\"\n uid=1_179 link \"MDN Community\" url=\"https://developer.mozilla.org/en-US/community\"\n uid=1_181 link \"Community resources\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Community\"\n uid=1_183 link \"Writing guidelines\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Writing_guidelines\"\n uid=1_185 link \"MDN Discord (external)\" url=\"https://developer.mozilla.org/discord\"\n uid=1_188 link \"MDN on GitHub (external)\" url=\"https://github.com/mdn\"\n uid=1_191 \"Developers\"\n uid=1_192 link \"Web technologies\" url=\"https://developer.mozilla.org/en-US/docs/Web\"\n uid=1_194 link \"Learn web development\" url=\"https://developer.mozilla.org/en-US/docs/Learn_web_development\"\n uid=1_196 link \"Guides\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Guides\"\n uid=1_198 link \"Tutorials\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Tutorials\"\n uid=1_200 link \"Glossary\" url=\"https://developer.mozilla.org/en-US/docs/Glossary\"\n uid=1_202 link \"Hacks blog (external)\" url=\"https://hacks.mozilla.org/\"\n uid=1_205 link \"Mozilla logo\" url=\"https://www.mozilla.org/\"\n uid=1_206 image \"Mozilla\"\n uid=1_207 link \"Website Privacy Notice (external)\" url=\"https://www.mozilla.org/privacy/websites/\"\n uid=1_210 link \"Telemetry Settings (external)\" url=\"https://www.mozilla.org/en-US/privacy/websites/data-preferences/\"\n uid=1_213 link \"Legal (external)\" url=\"https://www.mozilla.org/about/legal/terms/mozilla\"\n uid=1_216 link \"Community Participation Guidelines (external)\" url=\"https://www.mozilla.org/about/governance/policies/participation/\"\n uid=1_219 \"Portions of this content are \u00a91998\u20132026 by individual mozilla.org contributors. Content available under \"\n uid=1_220 link \"a Creative Commons license\" url=\"https://developer.mozilla.org/docs/MDN/Writing_guidelines/Attrib_copyright_license\"\n uid=1_222 \".\"\n" }, { "name": "click", "input": { "pageId": 1, "uid": "1_36" }, "chars": 35, "images": 0, "error": false, "secs": 0.28, "text": "Successfully clicked on the element" }, { "name": "type_text", "input": { "pageId": 1, "text": "AbortController" }, "chars": 28, "images": 0, "error": false, "secs": 0.25, "text": "Typed text \"AbortController\"" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 1174, "images": 0, "error": false, "secs": 0.01, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"MDN Web Docs\" url=\"https://developer.mozilla.org/en-US/\"\n uid=2_0 dialog modal\n uid=2_1 form\n uid=2_2 combobox \"Search\" autocomplete=\"list\" expandable expanded focusable focused haspopup=\"listbox\" value=\"AbortController\"\n uid=2_3 status atomic live=\"polite\" relevant=\"additions text\"\n uid=2_4 \"4 results available.\"\n uid=2_5 listbox \"Search results\" orientation=\"vertical\"\n uid=2_6 link \"Web APIs AbortController\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController\"\n uid=2_7 link \"Web APIs / AbortController AbortController: AbortController() constructor\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/AbortController\"\n uid=2_8 link \"Web APIs / AbortController AbortController: abort() method\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/abort\"\n uid=2_9 link \"Web APIs / AbortController AbortController: signal property\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/signal\"\n uid=2_10 link \"Site search for AbortController\" url=\"https://developer.mozilla.org/en-US/search?q=AbortController\"\n" }, { "name": "click", "input": { "pageId": 1, "uid": "2_6" }, "chars": 119, "images": 0, "error": false, "secs": 0.39, "text": "Successfully clicked on the element\nPage navigated to https://developer.mozilla.org/en-US/docs/Web/API/AbortController." }, { "name": "wait_for", "input": { "pageId": 1, "text": [ "Instance methods" ] }, "chars": 17491, "images": 0, "error": false, "secs": 0.04, "text": "Element matching one of [\"Instance methods\"] found.\n## Latest page snapshot\nuid=3_0 RootWebArea \"AbortController - Web APIs | MDN\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController\"\n uid=3_1 link \"Skip to main content\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#content\"\n uid=3_3 link \"Skip to search\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#mdn-search\"\n uid=3_5 banner\n uid=3_6 navigation\n uid=3_7 link \"MDN\" url=\"https://developer.mozilla.org/en-US/\"\n uid=3_8 image \"MDN\"\n uid=3_9 navigation\n uid=3_10 button \"HTML\" expandable\n uid=3_11 button \"CSS\" expandable\n uid=3_12 button \"JavaScript\" expandable\n uid=3_13 button \"Web APIs\" expandable\n uid=3_14 button \"All\" expandable\n uid=3_15 button \"Learn\" expandable\n uid=3_16 button \"Tools\" expandable\n uid=3_17 button \"About\" expandable\n uid=3_18 link \"Blog\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=3_20 button \"Search the site\"\n uid=3_21 link \"Web\" url=\"https://developer.mozilla.org/en-US/docs/Web\"\n uid=3_23 link \"Web APIs\" url=\"https://developer.mozilla.org/en-US/docs/Web/API\"\n uid=3_25 link \"AbortController\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController\"\n uid=3_27 button \"Switch color theme\" expandable\n uid=3_28 button \"English (US)\" expandable\n uid=3_29 main\n uid=3_30 heading \"AbortController\" level=\"1\"\n uid=3_31 DisclosureTriangle \"Baseline Check Baseline WIDELY AVAILABLE Chrome check Edge check Firefox check Safari check\" expandable\n uid=3_32 \"Note:\"\n uid=3_33 \" This feature is available in \"\n uid=3_34 link \"Web Workers\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Web_Workers_API\"\n uid=3_36 \".\"\n uid=3_37 \"The \"\n uid=3_38 \"AbortController\"\n uid=3_39 \" interface represents a controller object that allows you to abort one or more Web requests as and when desired.\"\n uid=3_40 \"You can create a new \"\n uid=3_41 \"AbortController\"\n uid=3_42 \" object using the \"\n uid=3_43 link \"AbortController()\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/AbortController\"\n uid=3_45 \" constructor. Communicating with an asynchronous operation is done using an \"\n uid=3_46 link \"AbortSignal\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortSignal\"\n uid=3_48 \" object.\"\n uid=3_49 complementary\n uid=3_50 navigation\n uid=3_51 heading \"In this article\" level=\"2\"\n uid=3_52 link \"Constructor\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#constructor\"\n uid=3_54 link \"Instance properties\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#instance_properties\"\n uid=3_56 link \"Instance methods\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#instance_methods\"\n uid=3_58 link \"Examples\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#examples\"\n uid=3_60 link \"Specifications\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#specifications\"\n uid=3_62 link \"Browser compatibility\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#browser_compatibility\"\n uid=3_64 link \"See also\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#see_also\"\n uid=3_66 region \"Constructor\"\n uid=3_67 link \"Constructor\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#constructor\"\n uid=3_69 link \"AbortController()\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/AbortController\"\n uid=3_71 \"Creates a new \"\n uid=3_72 \"AbortController\"\n uid=3_73 \" object instance.\"\n uid=3_74 region \"Instance properties\"\n uid=3_75 link \"Instance properties\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#instance_properties\"\n uid=3_77 link \"AbortController.signal\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/signal\"\n uid=3_79 \" \"\n uid=3_80 \"Read only\"\n uid=3_81 \"Returns an \"\n uid=3_82 link \"AbortSignal\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortSignal\"\n uid=3_84 \" object instance, which can be used to communicate with, or to abort, an asynchronous operation.\"\n uid=3_85 region \"Instance methods\"\n uid=3_86 link \"Instance methods\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#instance_methods\"\n uid=3_88 link \"AbortController.abort()\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/abort\"\n uid=3_90 \"Aborts an asynchronous operation before it has completed. This is able to abort \"\n uid=3_91 link \"fetch requests\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Window/fetch\"\n uid=3_93 \", consumption of any response bodies, and streams.\"\n uid=3_94 region \"Examples\"\n uid=3_95 link \"Examples\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#examples\"\n uid=3_97 \"See the \"\n uid=3_98 link \"AbortSignal page\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortSignal#examples\"\n uid=3_101 \" for usage examples.\"\n uid=3_102 \"You can find a \"\n uid=3_103 link \"full working example on GitHub (external)\" description=\"External link (opens in new tab)\" url=\"https://github.com/mdn/dom-examples/tree/main/abort-api\"\n uid=3_106 \"; you can also see it \"\n uid=3_107 link \"running live (external)\" description=\"External link (opens in new tab)\" url=\"https://mdn.github.io/dom-examples/abort-api/\"\n uid=3_110 \".\"\n uid=3_111 region \"Specifications\"\n uid=3_112 link \"Specifications\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#specifications\"\n uid=3_114 \"Specification\"\n uid=3_115 link \"DOM # interface-abortcontroller (external)\" url=\"https://dom.spec.whatwg.org/#interface-abortcontroller\"\n uid=3_116 \"DOM\"\n uid=3_117 LineBreak \"\n\"\n uid=3_118 \"# interface-abortcontroller\"\n uid=3_119 \" (external)\"\n uid=3_120 region \"Browser compatibility\"\n uid=3_121 link \"Browser compatibility\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#browser_compatibility\"\n uid=3_123 region \"See also\"\n uid=3_124 link \"See also\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#see_also\"\n uid=3_126 link \"Fetch API\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API\"\n uid=3_128 link \"Abortable Fetch (external)\" description=\"External link (opens in new tab)\" url=\"https://developer.chrome.com/blog/abortable-fetch/\"\n uid=3_131 \" by Jake Archibald\"\n uid=3_132 region \"Help improve MDN\"\n uid=3_133 heading \"Help improve MDN\" level=\"2\"\n uid=3_134 \"Was this page helpful to you?\"\n uid=3_135 button \"Yes\"\n uid=3_136 button \"No\"\n uid=3_137 link \"Learn how to contribute\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Community/Getting_started\"\n uid=3_139 \"This page was last modified on \"\n uid=3_140 \"Sep 17, 2025\"\n uid=3_141 \" by \"\n uid=3_142 link \"MDN contributors\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/contributors.txt\"\n uid=3_144 \".\"\n uid=3_145 link \"View this page on GitHub (external)\" description=\"Folder: en-us/web/api/abortcontroller (Opens in a new tab)\" url=\"https://github.com/mdn/content/blob/main/files/en-us/web/api/abortcontroller/index.md?plain=1\"\n uid=3_148 \" \u2022 \"\n uid=3_149 link \"Report a problem with this content (external)\" description=\"This will take you to GitHub to file a new issue.\" url=\"https://github.com/mdn/content/issues/new?template=page-report.yml&mdn-url=https%3A%2F%2Fdeveloper.mozilla.org%2Fen-US%2Fdocs%2FWeb%2FAPI%2FAbortController&metadata=%3C%21--+Do+not+make+changes+below+this+line+--%3E%0A%3Cdetails%3E%0A%3Csummary%3EPage+report+details%3C%2Fsummary%3E%0A%0A*+Folder%3A+%60en-us%2Fweb%2Fapi%2Fabortcontroller%60%0A*+MDN+URL%3A+https%3A%2F%2Fdeveloper.mozilla.org%2Fen-US%2Fdocs%2FWeb%2FAPI%2FAbortController%0A*+GitHub+URL%3A+https%3A%2F%2Fgithub.com%2Fmdn%2Fcontent%2Fblob%2Fmain%2Ffiles%2Fen-us%2Fweb%2Fapi%2Fabortcontroller%2Findex.md%0A*+Last+commit%3A+https%3A%2F%2Fgithub.com%2Fmdn%2Fcontent%2Fcommit%2Fa4fd602696976d79d8690f9c86a2a1c1f2b9b9eb%0A*+Document+last+modified%3A+2025-09-17T01%3A18%3A50.000Z%0A%0A%3C%2Fdetails%3E\"\n uid=3_152 complementary\n uid=3_153 navigation\n uid=3_154 \"Filter sidebar\"\n uid=3_155 textbox \"Filter sidebar\"\n uid=3_156 link \"Document Object Model (DOM)\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model\"\n uid=3_158 link \"AbortController\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController\"\n uid=3_160 DisclosureTriangle \"Constructor\" expandable expanded\n uid=3_161 link \"AbortController()\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/AbortController\"\n uid=3_163 DisclosureTriangle \"Instance properties\" expandable expanded\n uid=3_164 link \"signal\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/signal\"\n uid=3_166 DisclosureTriangle \"Instance methods\" expandable expanded\n uid=3_167 link \"abort()\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/abort\"\n uid=3_169 DisclosureTriangle \"Related pages for DOM\" expandable expanded\n uid=3_170 link \"AbortSignal\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortSignal\"\n uid=3_172 link \"AbstractRange\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbstractRange\"\n uid=3_174 link \"Attr\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Attr\"\n uid=3_176 link \"CDATASection\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/CDATASection\"\n uid=3_178 link \"CharacterData\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/CharacterData\"\n uid=3_180 link \"Comment\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Comment\"\n uid=3_182 link \"CustomEvent\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/CustomEvent\"\n uid=3_184 link \"DOMError Deprecated\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/DOMError\"\n uid=3_185 \"DOMError\"\n uid=3_186 image \"Deprecated\" description=\"Deprecated. Not for use in new websites.\"\n uid=3_187 link \"DOMException\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/DOMException\"\n uid=3_189 link \"DOMImplementation\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/DOMImplementation\"\n uid=3_191 link \"DOMParser\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/DOMParser\"\n uid=3_193 link \"DOMTokenList\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/DOMTokenList\"\n uid=3_195 link \"Document\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Document\"\n uid=3_197 link \"DocumentFragment\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/DocumentFragment\"\n uid=3_199 link \"DocumentType\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/DocumentType\"\n uid=3_201 link \"Element\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Element\"\n uid=3_203 link \"Event\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Event\"\n uid=3_205 link \"EventTarget\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/EventTarget\"\n uid=3_207 link \"HTMLCollection\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/HTMLCollection\"\n uid=3_209 link \"MutationObserver\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/MutationObserver\"\n uid=3_211 link \"MutationRecord\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/MutationRecord\"\n uid=3_213 link \"NamedNodeMap\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/NamedNodeMap\"\n uid=3_215 link \"Node\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Node\"\n uid=3_217 link \"NodeIterator\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/NodeIterator\"\n uid=3_219 link \"NodeList\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/NodeList\"\n uid=3_221 link \"ProcessingInstruction\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/ProcessingInstruction\"\n uid=3_223 link \"QuotaExceededError Experimental\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/QuotaExceededError\"\n uid=3_224 \"QuotaExceededError\"\n uid=3_225 image \"Experimental\" description=\"Experimental. Expect behavior to change in the future.\"\n uid=3_226 link \"Range\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Range\"\n uid=3_228 link \"ShadowRoot\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/ShadowRoot\"\n uid=3_230 link \"StaticRange\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/StaticRange\"\n uid=3_232 link \"Text\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Text\"\n uid=3_234 link \"TreeWalker\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/TreeWalker\"\n uid=3_236 link \"XMLDocument\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/XMLDocument\"\n uid=3_238 link \"XPathEvaluator\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/XPathEvaluator\"\n uid=3_240 link \"XPathExpression\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/XPathExpression\"\n uid=3_242 link \"XPathResult\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/XPathResult\"\n uid=3_244 link \"XSLTProcessor Deprecated\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/XSLTProcessor\"\n uid=3_245 \"XSLTProcessor\"\n uid=3_246 image \"Deprecated\" description=\"Deprecated. Not for use in new websites.\"\n uid=3_247 DisclosureTriangle \"Guides\" expandable expanded\n uid=3_248 link \"Anatomy of the DOM\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model/Anatomy_of_the_DOM\"\n uid=3_250 link \"Attribute reflection\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model/Reflected_attributes\"\n uid=3_252 link \"Selection and traversal on the DOM tree\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model/Selection_and_traversal_on_the_DOM_tree\"\n uid=3_254 link \"Building and updating the DOM tree\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model/Building_and_updating_the_DOM_tree\"\n uid=3_256 link \"Working with events\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model/Events\"\n uid=3_258 contentinfo\n uid=3_259 link \"MDN logo\" url=\"https://developer.mozilla.org/\"\n uid=3_260 image \"MDN\"\n uid=3_261 \"Your blueprint for a better internet.\"\n uid=3_262 link \"MDN on GitHub\" url=\"https://github.com/mdn/\"\n uid=3_263 link \"MDN on Bluesky\" url=\"https://bsky.app/profile/developer.mozilla.org\"\n uid=3_264 link \"MDN on X\" url=\"https://x.com/mozdevnet\"\n uid=3_265 link \"MDN on Mastodon\" url=\"https://mastodon.social/@mdn\"\n uid=3_266 link \"MDN blog RSS feed\" url=\"https://developer.mozilla.org/en-US/blog/rss.xml\"\n uid=3_267 \"MDN\"\n uid=3_268 link \"About\" url=\"https://developer.mozilla.org/en-US/about\"\n uid=3_270 link \"Blog\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=3_272 link \"Mozilla careers (external)\" url=\"https://www.mozilla.org/en-US/careers/listings/\"\n uid=3_275 link \"Advertise with us\" url=\"https://developer.mozilla.org/en-US/advertising\"\n uid=3_277 link \"MDN Plus\" url=\"https://developer.mozilla.org/en-US/plus\"\n uid=3_279 link \"Product help (external)\" url=\"https://support.mozilla.org/products/mdn-plus\"\n uid=3_282 \"Contribute\"\n uid=3_283 link \"MDN Community\" url=\"https://developer.mozilla.org/en-US/community\"\n uid=3_285 link \"Community resources\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Community\"\n uid=3_287 link \"Writing guidelines\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Writing_guidelines\"\n uid=3_289 link \"MDN Discord (external)\" url=\"https://developer.mozilla.org/discord\"\n uid=3_292 link \"MDN on GitHub (external)\" url=\"https://github.com/mdn\"\n uid=3_295 \"Developers\"\n uid=3_296 link \"Web technologies\" url=\"https://developer.mozilla.org/en-US/docs/Web\"\n uid=3_298 link \"Learn web development\" url=\"https://developer.mozilla.org/en-US/docs/Learn_web_development\"\n uid=3_300 link \"Guides\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Guides\"\n uid=3_302 link \"Tutorials\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Tutorials\"\n uid=3_304 link \"Glossary\" url=\"https://developer.mozilla.org/en-US/docs/Glossary\"\n uid=3_306 link \"Hacks blog (external)\" url=\"https://hacks.mozilla.org/\"\n uid=3_309 link \"Mozilla logo\" url=\"https://www.mozilla.org/\"\n uid=3_310 image \"Mozilla\"\n uid=3_311 link \"Website Privacy Notice (external)\" url=\"https://www.mozilla.org/privacy/websites/\"\n uid=3_314 link \"Telemetry Settings (external)\" url=\"https://www.mozilla.org/en-US/privacy/websites/data-preferences/\"\n uid=3_317 link \"Legal (external)\" url=\"https://www.mozilla.org/about/legal/terms/mozilla\"\n uid=3_320 link \"Community Participation Guidelines (external)\" url=\"https://www.mozilla.org/about/governance/policies/participation/\"\n uid=3_323 \"Portions of this content are \u00a91998\u20132026 by individual mozilla.org contributors. Content available under \"\n uid=3_324 link \"a Creative Commons license\" url=\"https://developer.mozilla.org/docs/MDN/Writing_guidelines/Attrib_copyright_license\"\n uid=3_326 \".\"\n" } ], "final": "The method is **`abort()`**, called as `AbortController.abort()`.\n\nI searched MDN for AbortController and opened its page. Under \"Instance methods,\" `abort()` is the only method listed. MDN says it \"aborts an asynchronous operation before it has completed,\" which covers fetch requests, reading response bodies, and streams.", "secs": 15.0, "totals": { "input": 12, "cache_read": 63574, "cache_write": 14612, "output": 640, "input_all": 78198 } }, { "setup": "devtools-mcp-nojs", "run": "r1", "task": "pydocs-taskgroup", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 116, "output": 74, "stop": "tool_use" }, { "input": 2, "cache_read": 10418, "cache_write": 144, "output": 77, "stop": "tool_use" }, { "input": 2, "cache_read": 10562, "cache_write": 5368, "output": 184, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://docs.python.org/3/search.html?q=asyncio.TaskGroup" }, "chars": 134, "images": 0, "error": false, "secs": 2.13, "text": "## Pages\n1: about:blank\n2: Search \u2014 Python 3.15.2 documentation (https://docs.python.org/3/search.html?q=asyncio.TaskGroup) [selected]" }, { "name": "wait_for", "input": { "pageId": 2, "text": [ "Search finished" ] }, "chars": 11247, "images": 0, "error": false, "secs": 0.06, "text": "Element matching one of [\"Search finished\"] found.\n## Latest page snapshot\nuid=1_0 RootWebArea \"Search \u2014 Python 3.15.2 documentation\" url=\"https://docs.python.org/3/search.html?q=asyncio.TaskGroup\"\n uid=1_1 navigation \"Related\"\n uid=1_2 link \"index\" description=\"General Index\" keyshortcuts=\"Ctrl+Alt+I\" url=\"https://docs.python.org/3/genindex.html\"\n uid=1_4 link \"modules\" description=\"Python Module Index\" url=\"https://docs.python.org/3/py-modindex.html\"\n uid=1_6 \" |\"\n uid=1_7 image \"Python logo\" url=\"https://docs.python.org/3/_static/py.svg\"\n uid=1_8 \" \"\n uid=1_9 link \"Python\" url=\"https://www.python.org/\"\n uid=1_11 \" \u00bb\"\n uid=1_12 combobox \"Language\" expandable haspopup=\"menu\" value=\"English\"\n uid=1_13 option \"German | Deutsch\"\n uid=1_14 option \"Greek | \u0395\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac\"\n uid=1_15 option \"English\" selected\n uid=1_16 option \"Spanish | espa\u00f1ol\"\n uid=1_17 option \"Persian | \u0641\u0627\u0631\u0633\u06cc\"\n uid=1_18 option \"French | fran\u00e7ais\"\n uid=1_19 option \"Italian | italiano\"\n uid=1_20 option \"Japanese | \u65e5\u672c\u8a9e\"\n uid=1_21 option \"Korean | \ud55c\uad6d\uc5b4\"\n uid=1_22 option \"Punjabi | \u0a2a\u0a70\u0a1c\u0a3e\u0a2c\u0a40\"\n uid=1_23 option \"Polish | polski\"\n uid=1_24 option \"Brazilian Portuguese | Portugu\u00eas brasileiro\"\n uid=1_25 option \"Romanian | Rom\u00e2ne\u0219te\"\n uid=1_26 option \"Russian | \u0420\u0443\u0441\u0441\u043a\u0438\u0439\"\n uid=1_27 option \"Turkish | T\u00fcrk\u00e7e\"\n uid=1_28 option \"Simplified Chinese | \u7b80\u4f53\u4e2d\u6587\"\n uid=1_29 option \"Traditional Chinese | \u7e41\u9ad4\u4e2d\u6587\"\n uid=1_30 combobox \"Python version\" expandable haspopup=\"menu\" value=\"3.15.2\"\n uid=1_31 option \"dev (3.16)\"\n uid=1_32 option \"3.15.2\" selected\n uid=1_33 option \"3.14\"\n uid=1_34 option \"3.13\"\n uid=1_35 option \"3.12\"\n uid=1_36 option \"3.11\"\n uid=1_37 option \"3.10\"\n uid=1_38 option \"3.9\"\n uid=1_39 option \"3.8\"\n uid=1_40 option \"3.7\"\n uid=1_41 option \"3.6\"\n uid=1_42 option \"3.5\"\n uid=1_43 option \"3.4\"\n uid=1_44 option \"3.3\"\n uid=1_45 option \"3.2\"\n uid=1_46 option \"3.1\"\n uid=1_47 option \"3.0\"\n uid=1_48 option \"2.7\"\n uid=1_49 option \"2.6\"\n uid=1_50 link \"3.15.2 documentation\" url=\"https://docs.python.org/3/index.html\"\n uid=1_52 \" \u00bb \"\n uid=1_53 link \"Search\" url=\"https://docs.python.org/3/search.html?q=asyncio.TaskGroup\"\n uid=1_55 \"Theme \"\n uid=1_56 combobox \"Theme\" expandable haspopup=\"menu\" value=\"Auto\"\n uid=1_57 option \"Auto\" selected\n uid=1_58 option \"Light\"\n uid=1_59 option \"Dark\"\n uid=1_60 \"|\"\n uid=1_61 main\n uid=1_62 heading \"Search\" level=\"1\"\n uid=1_63 \"Searching for multiple words only shows matches that contain all words.\"\n uid=1_64 form\n uid=1_65 textbox \"Search\" value=\"asyncio.TaskGroup\"\n uid=1_66 button \"search\"\n uid=1_67 heading \"Search Results\" level=\"2\"\n uid=1_68 \"Search finished, found 13 pages matching the search query.\"\n uid=1_69 link \"asyncio.TaskGroup\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup\"\n uid=1_73 \" (Python class, in Coroutines and tasks)\"\n uid=1_74 link \"What\u2019s New In Python 3.11\" url=\"https://docs.python.org/3/whatsnew/3.11.html\"\n uid=1_76 \"...types for static type checking. (Contributed by Sebastian Rittau in bpo-42012.) Improved Modules \"\n uid=1_77 \"asyncio\"\n uid=1_78 \" Added the \"\n uid=1_79 \"TaskGroup\"\n uid=1_80 \" class, an asynchronous context manager holding a group of tasks that will wait for all of them upon exit. For...\"\n uid=1_81 link \"What\u2019s New In Python 3.13\" url=\"https://docs.python.org/3/whatsnew/3.13.html\"\n uid=1_83 \"...ntil(), stopping when any one of them is encountered. (Contributed by Bruce Merry in gh-81322.) Improve the behavior of \"\n uid=1_84 \"TaskGroup\"\n uid=1_85 \" when an external cancellation collides with an internal cancellation. For example, when two task groups are ne...\"\n uid=1_86 link \"What\u2019s new in Python 3.14\" url=\"https://docs.python.org/3/whatsnew/3.14.html\"\n uid=1_88 \"...await \"\n uid=1_89 \"asyncio\"\n uid=1_90 \".sleep(5) print(f'\ud83c\udfb5 Finished: {track}') async def play_album(name, tracks): async with \"\n uid=1_91 \"asyncio\"\n uid=1_92 \".\"\n uid=1_93 \"TaskGroup\"\n uid=1_94 \"() as tg: for track in tracks: tg.create_task(play_track(track), name=track) async def mai...\"\n uid=1_95 link \"What\u2019s new in Python 3.15\" url=\"https://docs.python.org/3/whatsnew/3.15.html\"\n uid=1_97 \"...ault. This can be controlled using environment variables. (Contributed by Stan Ulbrych in gh-148981.) \"\n uid=1_98 \"asyncio\"\n uid=1_99 \" Added \"\n uid=1_100 \"TaskGroup\"\n uid=1_101 \".cancel to allow early termination of a task group, for instance, when the goal of the tasks has been achieved...\"\n uid=1_102 link \"asyncio.TaskGroup.cancel\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup.cancel\"\n uid=1_107 \" (Python method, in Coroutines and tasks)\"\n uid=1_108 link \"asyncio.TaskGroup.create_task\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup.create_task\"\n uid=1_113 \" (Python method, in Coroutines and tasks)\"\n uid=1_114 link \"Call graph introspection\" url=\"https://docs.python.org/3/library/asyncio-graph.html\"\n uid=1_116 \"...Python code: import \"\n uid=1_117 \"asyncio\"\n uid=1_118 \" async def test(): \"\n uid=1_119 \"asyncio\"\n uid=1_120 \".print_call_graph() async def main(): async with \"\n uid=1_121 \"asyncio\"\n uid=1_122 \".\"\n uid=1_123 \"TaskGroup\"\n uid=1_124 \"() as g: g.create_task(test(), name='test') \"\n uid=1_125 \"asyncio\"\n uid=1_126 \".run(main()) will print: * Task(name='test', id=0...\"\n uid=1_127 link \"Changelog\" url=\"https://docs.python.org/3/whatsnew/changelog.html\"\n uid=1_129 \"...d on the current line, so values under long keys could overflow width instead of being expanded. gh-155433: Fix \"\n uid=1_130 \"asyncio\"\n uid=1_131 \".\"\n uid=1_132 \"TaskGroup\"\n uid=1_133 \" losing outside cancellation after cancel(). gh-155418: Fix \"\n uid=1_134 \"asyncio\"\n uid=1_135 \".TaskGroup hang when a task created by async...\"\n uid=1_136 link \"Command-line introspection tools\" url=\"https://docs.python.org/3/library/asyncio-tools.html\"\n uid=1_138 \"...await \"\n uid=1_139 \"asyncio\"\n uid=1_140 \".sleep(3600) print(f\"\ud83c\udfb5 Finished: {track}\") async def album(name, tracks): async with \"\n uid=1_141 \"asyncio\"\n uid=1_142 \".\"\n uid=1_143 \"TaskGroup\"\n uid=1_144 \"() as tg: for track in tracks: tg.create_task(play(track), name=track) async def main():...\"\n uid=1_145 link \"Coroutines and tasks\" url=\"https://docs.python.org/3/library/asyncio-task.html\"\n uid=1_147 \"...that the snippet runs 1 second faster than before: started at 17:14:32 hello world finished at 17:14:34 The \"\n uid=1_148 \"asyncio\"\n uid=1_149 \".\"\n uid=1_150 \"TaskGroup\"\n uid=1_151 \" class provides a more modern alternative to create_task(). Using this API, the last example becomes: async def...\"\n uid=1_152 link \"Futures\" url=\"https://docs.python.org/3/library/asyncio-future.html\"\n uid=1_154 \"...ing mid-execution. See also the create_task() function which is the preferred way for creating new tasks or use \"\n uid=1_155 \"asyncio\"\n uid=1_156 \".\"\n uid=1_157 \"TaskGroup\"\n uid=1_158 \" which keeps reference to the task internally. Changed in version 3.5.1: The function accepts any awaitable o...\"\n uid=1_159 link \"High-level API Index\" url=\"https://docs.python.org/3/library/asyncio-api-index.html\"\n uid=1_161 \"...coroutine, close the loop. Runner A context manager that simplifies multiple async function calls. Task Task object. \"\n uid=1_162 \"TaskGroup\"\n uid=1_163 \" A context manager that holds a group of tasks. Provides a convenient and reliable way to wait for all tasks in...\"\n uid=1_164 navigation \"Main\"\n uid=1_165 \"\u00ab\"\n uid=1_166 navigation \"Related\"\n uid=1_167 link \"index\" description=\"General Index\" url=\"https://docs.python.org/3/genindex.html\"\n uid=1_169 link \"modules\" description=\"Python Module Index\" url=\"https://docs.python.org/3/py-modindex.html\"\n uid=1_171 \" |\"\n uid=1_172 image \"Python logo\" url=\"https://docs.python.org/3/_static/py.svg\"\n uid=1_173 \" \"\n uid=1_174 link \"Python\" url=\"https://www.python.org/\"\n uid=1_176 \" \u00bb\"\n uid=1_177 combobox \"Language\" expandable haspopup=\"menu\" value=\"English\"\n uid=1_178 option \"German | Deutsch\"\n uid=1_179 option \"Greek | \u0395\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac\"\n uid=1_180 option \"English\" selected\n uid=1_181 option \"Spanish | espa\u00f1ol\"\n uid=1_182 option \"Persian | \u0641\u0627\u0631\u0633\u06cc\"\n uid=1_183 option \"French | fran\u00e7ais\"\n uid=1_184 option \"Italian | italiano\"\n uid=1_185 option \"Japanese | \u65e5\u672c\u8a9e\"\n uid=1_186 option \"Korean | \ud55c\uad6d\uc5b4\"\n uid=1_187 option \"Punjabi | \u0a2a\u0a70\u0a1c\u0a3e\u0a2c\u0a40\"\n uid=1_188 option \"Polish | polski\"\n uid=1_189 option \"Brazilian Portuguese | Portugu\u00eas brasileiro\"\n uid=1_190 option \"Romanian | Rom\u00e2ne\u0219te\"\n uid=1_191 option \"Russian | \u0420\u0443\u0441\u0441\u043a\u0438\u0439\"\n uid=1_192 option \"Turkish | T\u00fcrk\u00e7e\"\n uid=1_193 option \"Simplified Chinese | \u7b80\u4f53\u4e2d\u6587\"\n uid=1_194 option \"Traditional Chinese | \u7e41\u9ad4\u4e2d\u6587\"\n uid=1_195 combobox \"Python version\" expandable haspopup=\"menu\" value=\"3.15.2\"\n uid=1_196 option \"dev (3.16)\"\n uid=1_197 option \"3.15.2\" selected\n uid=1_198 option \"3.14\"\n uid=1_199 option \"3.13\"\n uid=1_200 option \"3.12\"\n uid=1_201 option \"3.11\"\n uid=1_202 option \"3.10\"\n uid=1_203 option \"3.9\"\n uid=1_204 option \"3.8\"\n uid=1_205 option \"3.7\"\n uid=1_206 option \"3.6\"\n uid=1_207 option \"3.5\"\n uid=1_208 option \"3.4\"\n uid=1_209 option \"3.3\"\n uid=1_210 option \"3.2\"\n uid=1_211 option \"3.1\"\n uid=1_212 option \"3.0\"\n uid=1_213 option \"2.7\"\n uid=1_214 option \"2.6\"\n uid=1_215 link \"3.15.2 documentation\" url=\"https://docs.python.org/3/index.html\"\n uid=1_217 \" \u00bb \"\n uid=1_218 link \"Search\" url=\"https://docs.python.org/3/search.html?q=asyncio.TaskGroup\"\n uid=1_220 \"Theme \"\n uid=1_221 combobox \"Theme\" expandable haspopup=\"menu\" value=\"Auto\"\n uid=1_222 option \"Auto\" selected\n uid=1_223 option \"Light\"\n uid=1_224 option \"Dark\"\n uid=1_225 \"|\"\n uid=1_226 \"\u00a9 \"\n uid=1_227 link \"Copyright\" url=\"https://docs.python.org/3/copyright.html\"\n uid=1_229 \" 2001 Python Software Foundation.\"\n uid=1_230 LineBreak \"\n\"\n uid=1_231 \"This page is licensed under the Python Software Foundation License Version 2.\"\n uid=1_232 LineBreak \"\n\"\n uid=1_233 \"Examples, recipes, and other code in the documentation are additionally licensed under the Zero Clause BSD License.\"\n uid=1_234 LineBreak \"\n\"\n uid=1_235 \"See \"\n uid=1_236 link \"History and License\" url=\"https://docs.python.org/license.html\"\n uid=1_238 \" for more information.\"\n uid=1_239 LineBreak \"\n\"\n uid=1_240 LineBreak \"\n\"\n uid=1_241 \"The Python Software Foundation is a non-profit corporation. \"\n uid=1_242 link \"Please donate.\" url=\"https://www.python.org/psf/donations/\"\n uid=1_244 LineBreak \"\n\"\n uid=1_245 LineBreak \"\n\"\n uid=1_246 \"Last updated on Oct 28, 2026 (17:23 UTC). \"\n uid=1_247 link \"Found a bug\" url=\"https://docs.python.org/bugs.html\"\n uid=1_249 \"?\"\n uid=1_250 LineBreak \"\n\"\n uid=1_251 \"Created using \"\n uid=1_252 link \"Sphinx\" url=\"https://www.sphinx-doc.org/\"\n uid=1_254 \" 8.2.3.\"\n" } ], "final": "`asyncio.TaskGroup` was added in **Python 3.11**.\n\nI searched the docs for \"asyncio.TaskGroup\". One of the results is the \"What's New In Python 3.11\" page, which says the `TaskGroup` class was added to `asyncio` in that release. I didn't open the class's own reference entry to check its \"Added in version\" note.", "secs": 9.3, "totals": { "input": 8, "cache_read": 31282, "cache_write": 5628, "output": 335, "input_all": 36918 } }, { "setup": "devtools-mcp-nojs", "run": "r1", "task": "pypi-httpx", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 102, "output": 60, "stop": "tool_use" }, { "input": 2, "cache_read": 10404, "cache_write": 109, "output": 52, "stop": "tool_use" }, { "input": 2, "cache_read": 10513, "cache_write": 9959, "output": 50, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://pypi.org/project/httpx/" }, "chars": 84, "images": 0, "error": false, "secs": 3.54, "text": "## Pages\n1: about:blank\n2: httpx \u00b7 PyPI (https://pypi.org/project/httpx/) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 2 }, "chars": 20887, "images": 0, "error": false, "secs": 0.03, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"httpx \u00b7 PyPI\" url=\"https://pypi.org/project/httpx/\"\n uid=1_1 link \"Skip to main content\" url=\"https://pypi.org/project/httpx/#content\"\n uid=1_3 banner\n uid=1_4 link \"PyPI\" url=\"https://pypi.org/\"\n uid=1_5 image \"PyPI\" url=\"https://pypi.org/static/images/logo-small.0e0855d0.svg\"\n uid=1_6 search\n uid=1_7 \"Search PyPI\"\n uid=1_8 textbox \"Search PyPI\"\n uid=1_9 button \"Search\"\n uid=1_10 navigation \"Main navigation\"\n uid=1_11 link \"Blog\" url=\"https://blog.pypi.org/\"\n uid=1_13 link \"Docs\" url=\"https://docs.pypi.org/\"\n uid=1_15 link \"Log in\" url=\"https://pypi.org/account/login/?next=https%3A%2F%2Fpypi.org%2Fproject%2Fhttpx%2F\"\n uid=1_17 link \"Register\" url=\"https://pypi.org/account/register/\"\n uid=1_19 navigation \"Localization\"\n uid=1_20 button \"Change language\" expandable haspopup=\"menu\"\n uid=1_21 form\n uid=1_22 main\n uid=1_23 heading \"httpx 0.28.1\" level=\"1\"\n uid=1_24 \"The next generation HTTP client.\"\n uid=1_25 \"pip install httpx\"\n uid=1_26 button \"Copy PIP instructions\"\n uid=1_27 navigation \"Navigation for httpx\"\n uid=1_28 tab \"Project description. Focus will be moved to the description.\" selectable selected\n uid=1_29 tab \"Files. Focus will be moved to the project files.\" selectable\n uid=1_30 tab \"Release security. Focus will be moved to the security panel.\" selectable\n uid=1_31 tab \"Release history. Focus will be moved to the release history panel.\" selectable\n uid=1_32 tabpanel \"Project description. Focus will be moved to the description.\"\n uid=1_33 link \"HTTPX\" url=\"https://www.python-httpx.org/\"\n uid=1_34 image \"HTTPX\" url=\"https://pypi-camo.freetls.fastly.net/9a515738739ed2deb91c8558b7813424267ab1ad/68747470733a2f2f7261772e67697468756275736572636f6e74656e742e636f6d2f656e636f64652f68747470782f6d61737465722f646f63732f696d672f627574746572666c792e706e67\"\n uid=1_35 \"HTTPX\"\n uid=1_36 \" \"\n uid=1_37 \"- A next-generation HTTP client for Python.\"\n uid=1_38 link \"Test Suite\" url=\"https://github.com/encode/httpx/actions\"\n uid=1_39 image \"Test Suite\" url=\"https://pypi-camo.freetls.fastly.net/d61b1d70f75fc4c3ba1b864a9a5c49a2ca6be77f/68747470733a2f2f6769746875622e636f6d2f656e636f64652f68747470782f776f726b666c6f77732f5465737425323053756974652f62616467652e737667\"\n uid=1_40 link \"Package version\" url=\"https://pypi.org/project/httpx/\"\n uid=1_41 image \"Package version\" url=\"https://pypi-camo.freetls.fastly.net/68ab4c697e9690d9244fa10156d1fc86f2212304/68747470733a2f2f62616467652e667572792e696f2f70792f68747470782e737667\"\n uid=1_42 \"HTTPX is a fully featured HTTP client library for Python 3. It includes \"\n uid=1_43 \"an integrated command line client\"\n uid=1_44 \", has support for both \"\n uid=1_45 \"HTTP/1.1 and HTTP/2\"\n uid=1_46 \", and provides both \"\n uid=1_47 \"sync and async APIs\"\n uid=1_48 \".\"\n uid=1_49 \"Install HTTPX using pip:\"\n uid=1_50 \"$\"\n uid=1_51 \" \"\n uid=1_52 \"pip\"\n uid=1_53 \" \"\n uid=1_54 \"install\"\n uid=1_55 \" \"\n uid=1_56 \"httpx\n\"\n uid=1_57 \"Now, let's get started:\"\n uid=1_58 \">>> \"\n uid=1_59 \"import\"\n uid=1_60 \" \"\n uid=1_61 \"httpx\"\n uid=1_62 \"\n\"\n uid=1_63 \">>> \"\n uid=1_64 \"r\"\n uid=1_65 \" \"\n uid=1_66 \"=\"\n uid=1_67 \" \"\n uid=1_68 \"httpx\"\n uid=1_69 \".\"\n uid=1_70 \"get\"\n uid=1_71 \"(\"\n uid=1_72 \"'https://www.example.org/'\"\n uid=1_73 \")\"\n uid=1_74 \"\n\"\n uid=1_75 \">>> \"\n uid=1_76 \"r\"\n uid=1_77 \"\n\"\n uid=1_78 \"\"\n uid=1_79 \"\n\"\n uid=1_80 \">>> \"\n uid=1_81 \"r\"\n uid=1_82 \".\"\n uid=1_83 \"status_code\"\n uid=1_84 \"\n\"\n uid=1_85 \"200\"\n uid=1_86 \"\n\"\n uid=1_87 \">>> \"\n uid=1_88 \"r\"\n uid=1_89 \".\"\n uid=1_90 \"headers\"\n uid=1_91 \"[\"\n uid=1_92 \"'content-type'\"\n uid=1_93 \"]\"\n uid=1_94 \"\n\"\n uid=1_95 \"'text/html; charset=UTF-8'\"\n uid=1_96 \"\n\"\n uid=1_97 \">>> \"\n uid=1_98 \"r\"\n uid=1_99 \".\"\n uid=1_100 \"text\"\n uid=1_101 \"\n\"\n uid=1_102 \"'\\n\\n\\nExample Domain...'\"\n uid=1_103 \"\n\"\n uid=1_104 \"Or, using the command-line client.\"\n uid=1_105 \"$\"\n uid=1_106 \" \"\n uid=1_107 \"pip\"\n uid=1_108 \" \"\n uid=1_109 \"install\"\n uid=1_110 \" \"\n uid=1_111 \"'httpx[cli]'\"\n uid=1_112 \" \"\n uid=1_113 \"# The command line client is an optional dependency.\"\n uid=1_114 \"\n\"\n uid=1_115 \"Which now allows us to use HTTPX directly from the command-line...\"\n uid=1_116 image \"httpx --help\" url=\"https://pypi-camo.freetls.fastly.net/ca2a35fba87b35a6ef25ebbff73b7b9c111da49a/68747470733a2f2f7261772e67697468756275736572636f6e74656e742e636f6d2f656e636f64652f68747470782f6d61737465722f646f63732f696d672f68747470782d68656c702e706e67\"\n uid=1_117 \"Sending a request...\"\n uid=1_118 image \"httpx http://httpbin.org/json\" url=\"https://pypi-camo.freetls.fastly.net/5e6c569d081a6a8ac124bebb26d27fe8e2474f3c/68747470733a2f2f7261772e67697468756275736572636f6e74656e742e636f6d2f656e636f64652f68747470782f6d61737465722f646f63732f696d672f68747470782d726571756573742e706e67\"\n uid=1_119 \"Features\"\n uid=1_120 link url=\"https://pypi.org/project/httpx/#user-content-features\"\n uid=1_121 \"HTTPX builds on the well-established usability of \"\n uid=1_122 \"requests\"\n uid=1_123 \", and gives you:\"\n uid=1_124 \"A broadly \"\n uid=1_125 link \"requests-compatible API\" url=\"https://www.python-httpx.org/compatibility/\"\n uid=1_127 \".\"\n uid=1_128 \"An integrated command-line client.\"\n uid=1_129 \"HTTP/1.1 \"\n uid=1_130 link \"and HTTP/2 support\" url=\"https://www.python-httpx.org/http2/\"\n uid=1_132 \".\"\n uid=1_133 \"Standard synchronous interface, but with \"\n uid=1_134 link \"async support if you need it\" url=\"https://www.python-httpx.org/async/\"\n uid=1_136 \".\"\n uid=1_137 \"Ability to make requests directly to \"\n uid=1_138 link \"WSGI applications\" url=\"https://www.python-httpx.org/advanced/transports/#wsgi-transport\"\n uid=1_140 \" or \"\n uid=1_141 link \"ASGI applications\" url=\"https://www.python-httpx.org/advanced/transports/#asgi-transport\"\n uid=1_143 \".\"\n uid=1_144 \"Strict timeouts everywhere.\"\n uid=1_145 \"Fully type annotated.\"\n uid=1_146 \"100% test coverage.\"\n uid=1_147 \"Plus all the standard features of \"\n uid=1_148 \"requests\"\n uid=1_149 \"...\"\n uid=1_150 \"International Domains and URLs\"\n uid=1_151 \"Keep-Alive & Connection Pooling\"\n uid=1_152 \"Sessions with Cookie Persistence\"\n uid=1_153 \"Browser-style SSL Verification\"\n uid=1_154 \"Basic/Digest Authentication\"\n uid=1_155 \"Elegant Key/Value Cookies\"\n uid=1_156 \"Automatic Decompression\"\n uid=1_157 \"Automatic Content Decoding\"\n uid=1_158 \"Unicode Response Bodies\"\n uid=1_159 \"Multipart File Uploads\"\n uid=1_160 \"HTTP(S) Proxy Support\"\n uid=1_161 \"Connection Timeouts\"\n uid=1_162 \"Streaming Downloads\"\n uid=1_163 \".netrc Support\"\n uid=1_164 \"Chunked Requests\"\n uid=1_165 \"Installation\"\n uid=1_166 link url=\"https://pypi.org/project/httpx/#user-content-installation\"\n uid=1_167 \"Install with pip:\"\n uid=1_168 \"$\"\n uid=1_169 \" \"\n uid=1_170 \"pip\"\n uid=1_171 \" \"\n uid=1_172 \"install\"\n uid=1_173 \" \"\n uid=1_174 \"httpx\n\"\n uid=1_175 \"Or, to include the optional HTTP/2 support, use:\"\n uid=1_176 \"$\"\n uid=1_177 \" \"\n uid=1_178 \"pip\"\n uid=1_179 \" \"\n uid=1_180 \"install\"\n uid=1_181 \" \"\n uid=1_182 \"httpx\"\n uid=1_183 \"[\"\n uid=1_184 \"http2\"\n uid=1_185 \"]\"\n uid=1_186 \"\n\"\n uid=1_187 \"HTTPX requires Python 3.8+.\"\n uid=1_188 \"Documentation\"\n uid=1_189 link url=\"https://pypi.org/project/httpx/#user-content-documentation\"\n uid=1_190 \"Project documentation is available at \"\n uid=1_191 link \"https://www.python-httpx.org/\" url=\"https://www.python-httpx.org/\"\n uid=1_193 \".\"\n uid=1_194 \"For a run-through of all the basics, head over to the \"\n uid=1_195 link \"QuickStart\" url=\"https://www.python-httpx.org/quickstart/\"\n uid=1_197 \".\"\n uid=1_198 \"For more advanced topics, see the \"\n uid=1_199 link \"Advanced Usage\" url=\"https://www.python-httpx.org/advanced/\"\n uid=1_201 \" section, the \"\n uid=1_202 link \"async support\" url=\"https://www.python-httpx.org/async/\"\n uid=1_204 \" section, or the \"\n uid=1_205 link \"HTTP/2\" url=\"https://www.python-httpx.org/http2/\"\n uid=1_207 \" section.\"\n uid=1_208 \"The \"\n uid=1_209 link \"Developer Interface\" url=\"https://www.python-httpx.org/api/\"\n uid=1_211 \" provides a comprehensive API reference.\"\n uid=1_212 \"To find out about tools that integrate with HTTPX, see \"\n uid=1_213 link \"Third Party Packages\" url=\"https://www.python-httpx.org/third_party_packages/\"\n uid=1_215 \".\"\n uid=1_216 \"Contribute\"\n uid=1_217 link url=\"https://pypi.org/project/httpx/#user-content-contribute\"\n uid=1_218 \"If you want to contribute with HTTPX check out the \"\n uid=1_219 link \"Contributing Guide\" url=\"https://www.python-httpx.org/contributing/\"\n uid=1_221 \" to learn how to start.\"\n uid=1_222 \"Dependencies\"\n uid=1_223 link url=\"https://pypi.org/project/httpx/#user-content-dependencies\"\n uid=1_224 \"The HTTPX project relies on these excellent libraries:\"\n uid=1_225 \"httpcore\"\n uid=1_226 \" - The underlying transport implementation for \"\n uid=1_227 \"httpx\"\n uid=1_228 \".\"\n uid=1_229 \"h11\"\n uid=1_230 \" - HTTP/1.1 support.\"\n uid=1_231 \"certifi\"\n uid=1_232 \" - SSL certificates.\"\n uid=1_233 \"idna\"\n uid=1_234 \" - Internationalized domain name support.\"\n uid=1_235 \"sniffio\"\n uid=1_236 \" - Async library autodetection.\"\n uid=1_237 \"As well as these optional installs:\"\n uid=1_238 \"h2\"\n uid=1_239 \" - HTTP/2 support. \"\n uid=1_240 \"(Optional, with \"\n uid=1_241 \"httpx[http2]\"\n uid=1_242 \")\"\n uid=1_243 \"socksio\"\n uid=1_244 \" - SOCKS proxy support. \"\n uid=1_245 \"(Optional, with \"\n uid=1_246 \"httpx[socks]\"\n uid=1_247 \")\"\n uid=1_248 \"rich\"\n uid=1_249 \" - Rich terminal support. \"\n uid=1_250 \"(Optional, with \"\n uid=1_251 \"httpx[cli]\"\n uid=1_252 \")\"\n uid=1_253 \"click\"\n uid=1_254 \" - Command line client support. \"\n uid=1_255 \"(Optional, with \"\n uid=1_256 \"httpx[cli]\"\n uid=1_257 \")\"\n uid=1_258 \"brotli\"\n uid=1_259 \" or \"\n uid=1_260 \"brotlicffi\"\n uid=1_261 \" - Decoding for \"brotli\" compressed responses. \"\n uid=1_262 \"(Optional, with \"\n uid=1_263 \"httpx[brotli]\"\n uid=1_264 \")\"\n uid=1_265 \"zstandard\"\n uid=1_266 \" - Decoding for \"zstd\" compressed responses. \"\n uid=1_267 \"(Optional, with \"\n uid=1_268 \"httpx[zstd]\"\n uid=1_269 \")\"\n uid=1_270 \"A huge amount of credit is due to \"\n uid=1_271 \"requests\"\n uid=1_272 \" for the API layout that much of this work follows, as well as to \"\n uid=1_273 \"urllib3\"\n uid=1_274 \" for plenty of design inspiration around the lower-level networking details.\"\n uid=1_275 \"HTTPX is \"\n uid=1_276 link \"BSD licensed\" url=\"https://github.com/encode/httpx/blob/master/LICENSE.md\"\n uid=1_278 \" code.\"\n uid=1_279 LineBreak \"\n\"\n uid=1_280 \"Designed & crafted with care.\"\n uid=1_281 LineBreak \"\n\"\n uid=1_282 \"\u2014 \ud83e\udd8b \u2014\"\n uid=1_283 \"Release Information\"\n uid=1_284 link url=\"https://pypi.org/project/httpx/#user-content-release-information\"\n uid=1_285 \"Fixed\"\n uid=1_286 link url=\"https://pypi.org/project/httpx/#user-content-fixed\"\n uid=1_287 \"Reintroduced supposedly-private \"\n uid=1_288 \"URLTypes\"\n uid=1_289 \" shortcut. (#2673)\"\n uid=1_290 link \"Full changelog\" url=\"https://github.com/encode/httpx/blob/master/CHANGELOG.md\"\n uid=1_292 heading \"Project links\" level=\"2\"\n uid=1_293 link \"Changelog\" url=\"https://github.com/encode/httpx/blob/master/CHANGELOG.md\"\n uid=1_295 link \"Documentation\" url=\"https://www.python-httpx.org/\"\n uid=1_297 link \"Homepage\" url=\"https://github.com/encode/httpx\"\n uid=1_299 link \"Source\" url=\"https://github.com/encode/httpx\"\n uid=1_301 heading \"Key dates\" level=\"2\"\n uid=1_302 DisclosureTriangle \"PyPI data \u203a\" expandable\n uid=1_303 \"Released:\"\n uid=1_304 \" \"\n uid=1_305 \"Dec 6, 2024\"\n uid=1_306 \"LATEST RELEASE\"\n uid=1_307 heading \"2 maintainers\" level=\"2\"\n uid=1_308 DisclosureTriangle \"PyPI data \u203a\" expandable\n uid=1_309 link \"cagil\" url=\"https://pypi.org/user/cagil/\"\n uid=1_310 image \"Avatar for cagil from gravatar.com\" description=\"Avatar for cagil from gravatar.com\" url=\"https://pypi-camo.freetls.fastly.net/6632868295c61ff76c3cce1058f74a262d877dde/68747470733a2f2f7365637572652e67726176617461722e636f6d2f6176617461722f62633963303439366161323638373066316232303531656239663133663562313f73697a653d3335\"\n uid=1_311 \"cagil\"\n uid=1_312 link \"lovelydinosaur\" url=\"https://pypi.org/user/lovelydinosaur/\"\n uid=1_313 image \"Avatar for lovelydinosaur from gravatar.com\" description=\"Avatar for lovelydinosaur from gravatar.com\" url=\"https://pypi-camo.freetls.fastly.net/e7afc7f7dd847176728ef2e7c925936c0fab9189/68747470733a2f2f7365637572652e67726176617461722e636f6d2f6176617461722f62663035373735306531393964656663633263356562666231643965666361613f73697a653d3335\"\n uid=1_314 \"lovelydinosaur\"\n uid=1_315 heading \"Credits\" level=\"2\"\n uid=1_316 \"Author: \"\n uid=1_317 link \"Tom Christie\uf0e0\" url=\"mailto:tom@tomchristie.com\"\n uid=1_319 heading \"License\" level=\"2\"\n uid=1_320 \"BSD License (BSD-3-Clause)\"\n uid=1_321 heading \"Requires\" level=\"2\"\n uid=1_322 \"Python\"\n uid=1_323 \" >=3.8\"\n uid=1_324 heading \"Provides Extra\" level=\"2\"\n uid=1_325 \"brotli\"\n uid=1_326 \"cli\"\n uid=1_327 \"http2\"\n uid=1_328 \"socks\"\n uid=1_329 \"zstd\"\n uid=1_330 heading \"Classifiers\" level=\"2\"\n uid=1_331 \"Development Status\"\n uid=1_332 link \"4 - Beta\" url=\"https://pypi.org/search/?c=Development+Status+%3A%3A+4+-+Beta\"\n uid=1_334 \"Environment\"\n uid=1_335 link \"Web Environment\" url=\"https://pypi.org/search/?c=Environment+%3A%3A+Web+Environment\"\n uid=1_337 \"Framework\"\n uid=1_338 link \"AsyncIO\" url=\"https://pypi.org/search/?c=Framework+%3A%3A+AsyncIO\"\n uid=1_340 link \"Trio\" url=\"https://pypi.org/search/?c=Framework+%3A%3A+Trio\"\n uid=1_342 \"Intended Audience\"\n uid=1_343 link \"Developers\" url=\"https://pypi.org/search/?c=Intended+Audience+%3A%3A+Developers\"\n uid=1_345 \"License\"\n uid=1_346 link \"OSI Approved :: BSD License\" url=\"https://pypi.org/search/?c=License+%3A%3A+OSI+Approved+%3A%3A+BSD+License\"\n uid=1_348 \"Operating System\"\n uid=1_349 link \"OS Independent\" url=\"https://pypi.org/search/?c=Operating+System+%3A%3A+OS+Independent\"\n uid=1_351 \"Programming Language\"\n uid=1_352 link \"Python :: 3\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3\"\n uid=1_354 link \"Python :: 3 :: Only\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3+%3A%3A+Only\"\n uid=1_356 link \"Python :: 3.8\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3.8\"\n uid=1_358 link \"Python :: 3.9\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3.9\"\n uid=1_360 link \"Python :: 3.10\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3.10\"\n uid=1_362 link \"Python :: 3.11\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3.11\"\n uid=1_364 link \"Python :: 3.12\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3.12\"\n uid=1_366 \"Topic\"\n uid=1_367 link \"Internet :: WWW/HTTP\" url=\"https://pypi.org/search/?c=Topic+%3A%3A+Internet+%3A%3A+WWW%2FHTTP\"\n uid=1_369 contentinfo\n uid=1_370 link \"PyPI\" url=\"https://pypi.org/\"\n uid=1_372 \"Developed and maintained by the \"\n uid=1_373 link \"Python Software Foundation\uf35d\" description=\"External link\" url=\"https://www.python.org/psf/\"\n uid=1_375 \" and Python community, for the Python community.\"\n uid=1_376 link \"Status: All Systems Operational\uf35d\" description=\"External link\" url=\"https://status.python.org/\"\n uid=1_379 link \"Donate today!\" url=\"https://donate.pypi.org/\"\n uid=1_381 heading \"Help\" level=\"2\"\n uid=1_382 navigation \"Help navigation\"\n uid=1_383 link \"PyPI documentation\" url=\"https://docs.pypi.org/\"\n uid=1_385 link \"Getting help\" url=\"https://docs.pypi.org/about/getting-help/\"\n uid=1_387 link \"Installing packages\uf35d\" description=\"External link\" url=\"https://packaging.python.org/tutorials/installing-packages/\"\n uid=1_389 link \"Uploading packages\uf35d\" description=\"External link\" url=\"https://packaging.python.org/tutorials/packaging-projects/\"\n uid=1_391 link \"Packaging user guide\uf35d\" description=\"External link\" url=\"https://packaging.python.org/\"\n uid=1_393 heading \"About PyPI\" level=\"2\"\n uid=1_394 navigation \"About PyPI navigation\"\n uid=1_395 link \"PyPI blog\" url=\"https://blog.pypi.org/\"\n uid=1_397 link \"Infrastructure dashboard\uf35d\" description=\"External link\" url=\"https://dtdg.co/pypi\"\n uid=1_399 link \"Statistics\" url=\"https://pypi.org/stats/\"\n uid=1_401 link \"Logos & trademarks\" url=\"https://pypi.org/trademarks/\"\n uid=1_403 link \"Our sponsors\" url=\"https://pypi.org/sponsors/\"\n uid=1_405 heading \"Contributing to PyPI\" level=\"2\"\n uid=1_406 navigation \"How to contribute navigation\"\n uid=1_407 link \"Bugs and feedback\" url=\"https://docs.pypi.org/about/contributing/#reporting-bugs\"\n uid=1_409 link \"Contribute on GitHub\uf35d\" description=\"External link\" url=\"https://github.com/pypi/warehouse\"\n uid=1_411 link \"Translate PyPI\uf35d\" description=\"External link\" url=\"https://hosted.weblate.org/projects/pypa/warehouse/\"\n uid=1_413 link \"Sponsor PyPI\" url=\"https://pypi.org/sponsors/\"\n uid=1_415 link \"Development credits\uf35d\" description=\"External link\" url=\"https://github.com/pypi/warehouse/graphs/contributors\"\n uid=1_417 heading \"Using PyPI\" level=\"2\"\n uid=1_418 navigation \"Using PyPI navigation\"\n uid=1_419 link \"Terms of Service\uf35d\" description=\"External link\" url=\"https://policies.python.org/pypi.org/Terms-of-Service/\"\n uid=1_421 link \"Report security issue\" url=\"https://pypi.org/security/\"\n uid=1_423 link \"Code of conduct\uf35d\" description=\"External link\" url=\"https://policies.python.org/python.org/code-of-conduct/\"\n uid=1_425 link \"Privacy Notice\uf35d\" description=\"External link\" url=\"https://policies.python.org/pypi.org/Privacy-Notice/\"\n uid=1_427 link \"Acceptable Use Policy\uf35d\" description=\"External link\" url=\"https://policies.python.org/pypi.org/Acceptable-Use-Policy/\"\n uid=1_429 link \"Anthropic, PBC Visionary sponsor\" url=\"https://www.anthropic.com/\"\n uid=1_432 link \"Bloomberg Visionary sponsor\" url=\"https://www.techatbloomberg.com/\"\n uid=1_435 link \"Hudson River Trading Visionary sponsor\" url=\"https://www.hudsonrivertrading.com/careers/\"\n uid=1_438 link \"Meta Visionary sponsor\" url=\"https://about.facebook.com/meta/\"\n uid=1_441 link \"NVIDIA Visionary sponsor\" url=\"https://developer.nvidia.com/\"\n uid=1_444 link \"Microsoft Sustainability sponsor\" url=\"https://aka.ms/python\"\n uid=1_447 link \"Depot Continuous Integration\" url=\"https://depot.dev/\"\n uid=1_450 link \"AWS Cloud computing and Security Sponsor\" url=\"https://aws.amazon.com/\"\n uid=1_453 link \"Datadog Monitoring\" url=\"https://www.datadoghq.com/\"\n uid=1_456 link \"Fastly CDN\" url=\"https://www.fastly.com/\"\n uid=1_459 link \"Google Download Analytics\" url=\"https://careers.google.com/\"\n uid=1_462 link \"Sentry Er" } ], "final": "The latest version of httpx on PyPI is **0.28.1**. It was released on **December 6, 2024**, and the page marks it as the latest release.", "secs": 7.8, "totals": { "input": 8, "cache_read": 31219, "cache_write": 10170, "output": 162, "input_all": 41397 } }, { "setup": "devtools-mcp-nojs", "run": "r1", "task": "stripe-amount", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 111, "output": 27, "stop": "tool_use" }, { "input": 2, "cache_read": 10413, "cache_write": 49, "output": 186, "stop": "tool_use" }, { "input": 2, "cache_read": 10462, "cache_write": 57125, "output": 177, "stop": "end_turn" } ], "tool_calls": [ { "name": "list_pages", "input": {}, "chars": 34, "images": 0, "error": false, "secs": 0.55, "text": "## Pages\n1: about:blank [selected]" }, { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://docs.stripe.com/api/charges/create" }, "chars": 176, "images": 0, "error": false, "secs": 3.64, "text": "Successfully navigated to https://docs.stripe.com/api/charges/create.\n## Pages\n1: Create a charge | Stripe API Reference (https://docs.stripe.com/api/charges/create) [selected]" }, { "name": "wait_for", "input": { "pageId": 1, "text": [ "smallest currency unit" ] }, "chars": 111447, "images": 0, "error": false, "secs": 0.36, "text": "Element matching one of [\"smallest currency unit\"] found.\n## Latest page snapshot\nuid=1_0 RootWebArea \"Create a charge | Stripe API Reference\" url=\"https://docs.stripe.com/api/charges/create\"\n uid=1_1 link \"\u200b\" url=\"https://docs.stripe.com/api\"\n uid=1_2 button\n uid=1_3 button \"\u200b Find anything\"\n uid=1_4 button \"\u200b Ask AI\"\n uid=1_5 link \"\u200b Introduction\" url=\"https://docs.stripe.com/api\"\n uid=1_7 link \"\u200b Authentication\" url=\"https://docs.stripe.com/api/authentication\"\n uid=1_9 link \"\u200b Errors\" url=\"https://docs.stripe.com/api/errors\"\n uid=1_11 link \"\u200b Expanding Responses\" url=\"https://docs.stripe.com/api/expanding_objects\"\n uid=1_13 link \"\u200b Idempotent requests\" url=\"https://docs.stripe.com/api/idempotent_requests\"\n uid=1_15 link \"\u200b Include-dependent response values (API v2)\" url=\"https://docs.stripe.com/api/include_dependent_response_values\"\n uid=1_17 link \"\u200b Metadata\" url=\"https://docs.stripe.com/api/metadata\"\n uid=1_19 link \"\u200b Pagination\" url=\"https://docs.stripe.com/api/pagination\"\n uid=1_21 link \"\u200b Request IDs\" url=\"https://docs.stripe.com/api/request_ids\"\n uid=1_23 link \"\u200b Connected Accounts\" url=\"https://docs.stripe.com/api/connected-accounts\"\n uid=1_25 link \"\u200b Versioning\" url=\"https://docs.stripe.com/api/versioning\"\n uid=1_27 link \"\u200b Enums\" url=\"https://docs.stripe.com/api/enums\"\n \"\u200b\"\n uid=1_29 \"Core Resources\"\n uid=1_30 image \"Dropdown open\"\n uid=1_31 link \"\u200b Accountsv2\" url=\"https://docs.stripe.com/api/v2/core/accounts\"\n uid=1_34 link \"\u200b Account Linksv2\" url=\"https://docs.stripe.com/api/v2/core/account-links\"\n uid=1_37 link \"\u200b Account Tokensv2\" url=\"https://docs.stripe.com/api/v2/core/account-tokens\"\n uid=1_40 link \"\u200b Balances\" url=\"https://docs.stripe.com/api/balance\"\n uid=1_42 link \"\u200b Balance Transactions\" url=\"https://docs.stripe.com/api/balance_transactions\"\n uid=1_44 link \"\u200b Charges\" url=\"https://docs.stripe.com/api/charges\"\n uid=1_46 link \"\u200b The Charge object\" url=\"https://docs.stripe.com/api/charges/object\"\n uid=1_48 link \"\u200b Create a charge\" url=\"https://docs.stripe.com/api/charges/create\"\n uid=1_50 link \"\u200b Update a charge\" url=\"https://docs.stripe.com/api/charges/update\"\n uid=1_52 link \"\u200b Retrieve a charge\" url=\"https://docs.stripe.com/api/charges/retrieve\"\n uid=1_54 link \"\u200b List all charges\" url=\"https://docs.stripe.com/api/charges/list\"\n uid=1_56 link \"\u200b Capture a charge\" url=\"https://docs.stripe.com/api/charges/capture\"\n uid=1_58 link \"\u200b Search charges\" url=\"https://docs.stripe.com/api/charges/search\"\n uid=1_60 link \"\u200b Customers\" url=\"https://docs.stripe.com/api/customers\"\n uid=1_62 link \"\u200b Customer Sessions\" url=\"https://docs.stripe.com/api/customer_sessions\"\n uid=1_64 link \"\u200b Disputes\" url=\"https://docs.stripe.com/api/disputes\"\n uid=1_66 link \"\u200b Events\" url=\"https://docs.stripe.com/api/events\"\n uid=1_68 link \"\u200b Eventsv2\" url=\"https://docs.stripe.com/api/v2/core/events\"\n uid=1_71 link \"\u200b Event Destinationsv2\" url=\"https://docs.stripe.com/api/v2/core/event-destinations\"\n uid=1_74 link \"\u200b Files\" url=\"https://docs.stripe.com/api/files\"\n uid=1_76 link \"\u200b File Links\" url=\"https://docs.stripe.com/api/file_links\"\n uid=1_78 link \"\u200b Mandates\" url=\"https://docs.stripe.com/api/mandates\"\n uid=1_80 link \"\u200b Payment Intents\" url=\"https://docs.stripe.com/api/payment_intents\"\n uid=1_82 link \"\u200b Personsv2\" url=\"https://docs.stripe.com/api/v2/core/persons\"\n uid=1_85 link \"\u200b Person Tokensv2\" url=\"https://docs.stripe.com/api/v2/core/person-tokens\"\n uid=1_88 link \"\u200b Setup Intents\" url=\"https://docs.stripe.com/api/setup_intents\"\n uid=1_90 link \"\u200b Setup Attempts\" url=\"https://docs.stripe.com/api/setup_attempts\"\n uid=1_92 link \"\u200b Stripe Balance Debit Agreements\" url=\"https://docs.stripe.com/api/stripe_balance_debit_agreements\"\n uid=1_94 link \"\u200b 3DS Authentications\" url=\"https://docs.stripe.com/api/three-d-secure/authentication\"\n uid=1_96 link \"\u200b Payouts\" url=\"https://docs.stripe.com/api/payouts\"\n uid=1_98 link \"\u200b Refunds\" url=\"https://docs.stripe.com/api/refunds\"\n uid=1_100 link \"\u200b Confirmation Tokens\" url=\"https://docs.stripe.com/api/confirmation_tokens\"\n uid=1_102 link \"\u200b Tokens\" url=\"https://docs.stripe.com/api/tokens\"\n uid=1_104 link \"\u200b Ephemeral Keys\" url=\"https://docs.stripe.com/api/ephemeral_keys\"\n \"\u200b\"\n uid=1_106 \"Payment Methods\"\n uid=1_107 image \"Dropdown open\"\n uid=1_108 link \"\u200b Payment Methods\" url=\"https://docs.stripe.com/api/payment_methods\"\n uid=1_110 link \"\u200b Payment Method Configurations\" url=\"https://docs.stripe.com/api/payment_method_configurations\"\n uid=1_112 link \"\u200b Payment Method Domains\" url=\"https://docs.stripe.com/api/payment_method_domains\"\n uid=1_114 link \"\u200b Bank Accounts\" url=\"https://docs.stripe.com/api/customer_bank_accounts\"\n uid=1_116 link \"\u200b Cash Balances\" url=\"https://docs.stripe.com/api/cash_balance\"\n uid=1_118 link \"\u200b Cash Balance Transactions\" url=\"https://docs.stripe.com/api/cash_balance_transactions\"\n uid=1_120 link \"\u200b Cards\" url=\"https://docs.stripe.com/api/cards\"\n uid=1_122 link \"\u200b Sources\" url=\"https://docs.stripe.com/api/sources\"\n \"\u200b\"\n uid=1_124 \"Products\"\n uid=1_125 image \"Dropdown open\"\n uid=1_126 link \"\u200b Products\" url=\"https://docs.stripe.com/api/products\"\n uid=1_128 link \"\u200b Prices\" url=\"https://docs.stripe.com/api/prices\"\n uid=1_130 link \"\u200b Coupons\" url=\"https://docs.stripe.com/api/coupons\"\n uid=1_132 link \"\u200b Promotion Codes\" url=\"https://docs.stripe.com/api/promotion_codes\"\n uid=1_134 link \"\u200b Discounts\" url=\"https://docs.stripe.com/api/discounts\"\n uid=1_136 link \"\u200b Tax Codes\" url=\"https://docs.stripe.com/api/tax_codes\"\n uid=1_138 link \"\u200b Tax Rates\" url=\"https://docs.stripe.com/api/tax_rates\"\n uid=1_140 link \"\u200b Shipping Rates\" url=\"https://docs.stripe.com/api/shipping_rates\"\n \"\u200b\"\n uid=1_142 \"Product Catalog\"\n uid=1_143 image \"Dropdown open\"\n uid=1_144 link \"\u200b Trial Offers\" url=\"https://docs.stripe.com/api/product-catalog/trial-offer\"\n \"\u200b\"\n uid=1_146 \"Commerce\"\n uid=1_147 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_148 \"Agentic Commerce\"\n uid=1_149 image \"Dropdown open\"\n uid=1_150 link \"\u200b Shared Payment Issued Tokens\" url=\"https://docs.stripe.com/api/shared-payment/issued-token\"\n uid=1_152 link \"\u200b Shared Payment Granted Tokens\" url=\"https://docs.stripe.com/api/shared-payment/granted-token\"\n \"\u200b\"\n uid=1_154 \"Checkout\"\n uid=1_155 image \"Dropdown open\"\n uid=1_156 link \"\u200b Checkout Sessions\" url=\"https://docs.stripe.com/api/checkout/sessions\"\n \"\u200b\"\n uid=1_158 \"Payment Links\"\n uid=1_159 image \"Dropdown open\"\n uid=1_160 link \"\u200b Payment Links\" url=\"https://docs.stripe.com/api/payment-link\"\n \"\u200b\"\n uid=1_162 \"Billing\"\n uid=1_163 image \"Dropdown open\"\n uid=1_164 link \"\u200b Alerts\" url=\"https://docs.stripe.com/api/billing/alert\"\n uid=1_166 link \"\u200b Credit Balance Summaries\" url=\"https://docs.stripe.com/api/billing/credit-balance-summary\"\n uid=1_168 link \"\u200b Credit Balance Transactions\" url=\"https://docs.stripe.com/api/billing/credit-balance-transaction\"\n uid=1_170 link \"\u200b Credit Grants\" url=\"https://docs.stripe.com/api/billing/credit-grant\"\n uid=1_172 link \"\u200b Credit Notes\" url=\"https://docs.stripe.com/api/credit_notes\"\n uid=1_174 link \"\u200b Customer Balance Transactions\" url=\"https://docs.stripe.com/api/customer_balance_transactions\"\n uid=1_176 link \"\u200b Customer Portal Configurations\" url=\"https://docs.stripe.com/api/customer_portal/configurations\"\n uid=1_178 link \"\u200b Customer Portal Sessions\" url=\"https://docs.stripe.com/api/customer_portal/sessions\"\n uid=1_180 link \"\u200b Feedback Options\" url=\"https://docs.stripe.com/api/billing/feedback-option\"\n uid=1_182 link \"\u200b Invoices\" url=\"https://docs.stripe.com/api/invoices\"\n uid=1_184 link \"\u200b Invoice Items\" url=\"https://docs.stripe.com/api/invoiceitems\"\n uid=1_186 link \"\u200b Invoice Line Items\" url=\"https://docs.stripe.com/api/invoice-line-item\"\n uid=1_188 link \"\u200b Invoice Payments\" url=\"https://docs.stripe.com/api/invoice-payment\"\n uid=1_190 link \"\u200b Invoice Rendering Templates\" url=\"https://docs.stripe.com/api/invoice-rendering-template\"\n uid=1_192 link \"\u200b Meters\" url=\"https://docs.stripe.com/api/billing/meter\"\n uid=1_194 link \"\u200b Meter Events\" url=\"https://docs.stripe.com/api/billing/meter-event\"\n uid=1_196 link \"\u200b Meter Event Adjustment\" url=\"https://docs.stripe.com/api/billing/meter-event-adjustment\"\n uid=1_198 link \"\u200b Meter Event Adjustmentsv2\" url=\"https://docs.stripe.com/api/v2/billing/meter-event-adjustments\"\n uid=1_201 link \"\u200b Meter Event Streamsv2\" url=\"https://docs.stripe.com/api/v2/meter-event-streams\"\n uid=1_204 link \"\u200b Meter Event Summary\" url=\"https://docs.stripe.com/api/billing/meter-event-summary\"\n uid=1_206 link \"\u200b Meter Eventsv2\" url=\"https://docs.stripe.com/api/v2/meter-events\"\n uid=1_209 link \"\u200b Plans\" url=\"https://docs.stripe.com/api/plans\"\n uid=1_211 link \"\u200b Quotes\" url=\"https://docs.stripe.com/api/quotes\"\n uid=1_213 link \"\u200b Subscriptions\" url=\"https://docs.stripe.com/api/subscriptions\"\n uid=1_215 link \"\u200b Subscription Items\" url=\"https://docs.stripe.com/api/subscription_items\"\n uid=1_217 link \"\u200b Subscription Schedules\" url=\"https://docs.stripe.com/api/subscription_schedules\"\n uid=1_219 link \"\u200b Tax IDs\" url=\"https://docs.stripe.com/api/tax_ids\"\n uid=1_221 link \"\u200b Test Clocks\" url=\"https://docs.stripe.com/api/test_clocks\"\n \"\u200b\"\n uid=1_223 \"Capital\"\n uid=1_224 image \"Dropdown open\"\n uid=1_225 link \"\u200b Financing Offers\" url=\"https://docs.stripe.com/api/capital/financing_offers\"\n uid=1_227 link \"\u200b Financing Summaries\" url=\"https://docs.stripe.com/api/capital/financing_summary\"\n \"\u200b\"\n uid=1_229 \"Connect\"\n uid=1_230 image \"Dropdown open\"\n uid=1_231 link \"\u200b Accounts\" url=\"https://docs.stripe.com/api/accounts\"\n uid=1_233 link \"\u200b Login Links\" url=\"https://docs.stripe.com/api/accounts/login_link\"\n uid=1_235 link \"\u200b Account Links\" url=\"https://docs.stripe.com/api/account_links\"\n uid=1_237 link \"\u200b Account Sessions\" url=\"https://docs.stripe.com/api/account_sessions\"\n uid=1_239 link \"\u200b Application Fees\" url=\"https://docs.stripe.com/api/application_fees\"\n uid=1_241 link \"\u200b Application Fee Refunds\" url=\"https://docs.stripe.com/api/fee_refunds\"\n uid=1_243 link \"\u200b Capabilities\" url=\"https://docs.stripe.com/api/capabilities\"\n uid=1_245 link \"\u200b Country Specs\" url=\"https://docs.stripe.com/api/country_specs\"\n uid=1_247 link \"\u200b Balance Settings\" url=\"https://docs.stripe.com/api/balance-settings\"\n uid=1_249 link \"\u200b External Bank Accounts\" url=\"https://docs.stripe.com/api/external_accounts\"\n uid=1_251 link \"\u200b External Account Cards\" url=\"https://docs.stripe.com/api/external_account_cards\"\n uid=1_253 link \"\u200b Persons\" url=\"https://docs.stripe.com/api/persons\"\n uid=1_255 link \"\u200b Top-ups\" url=\"https://docs.stripe.com/api/topups\"\n uid=1_257 link \"\u200b Transfers\" url=\"https://docs.stripe.com/api/transfers\"\n uid=1_259 link \"\u200b Transfer Reversals\" url=\"https://docs.stripe.com/api/transfer_reversals\"\n uid=1_261 link \"\u200b Secrets\" url=\"https://docs.stripe.com/api/secret_management\"\n uid=1_263 link \"\u200b App Installs\" url=\"https://docs.stripe.com/api/apps/installs\"\n \"\u200b\"\n uid=1_265 \"Reserves\"\n uid=1_266 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_267 \"Fraud\"\n uid=1_268 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_269 \"Issuing\"\n uid=1_270 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_271 \"Terminal\"\n uid=1_272 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_273 \"Treasury for Platforms\"\n uid=1_274 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_275 \"Payment Records\"\n uid=1_276 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_277 \"Account Evaluation\"\n uid=1_278 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_279 \"Entitlements\"\n uid=1_280 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_281 \"Sigma\"\n uid=1_282 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_283 \"Reporting\"\n uid=1_284 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_285 \"Financial Connections\"\n uid=1_286 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_287 \"Tax\"\n uid=1_288 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_289 \"Identity\"\n uid=1_290 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_291 \"Crypto\"\n uid=1_292 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_293 \"Climate\"\n uid=1_294 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_295 \"Tax Reporting\"\n uid=1_296 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_297 \"Forwarding\"\n uid=1_298 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_299 \"Privacy\"\n uid=1_300 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_301 \"Webhooks\"\n uid=1_302 image \"Dropdown closed\"\n uid=1_303 article\n uid=1_304 button \"\u200b 2026-09-30.endive\"\n uid=1_305 button \"\u200b API Reference\" expandable haspopup=\"menu\"\n uid=1_306 link \"Docs\" url=\"https://docs.stripe.com/\"\n uid=1_308 link \"Support\" url=\"https://support.stripe.com/\"\n uid=1_310 link \"Sign in \u2192\" url=\"https://dashboard.stripe.com/login?redirect=https%3A%2F%2Fdocs.stripe.com%2Fapi%2Fcharges%2Fcreate\"\n uid=1_313 main\n \"\u200b\"\n uid=1_314 link \"Charges\" url=\"https://docs.stripe.com/api/charges\"\n uid=1_316 \"\u00a0\"\n uid=1_317 \"v1\"\n uid=1_318 button \"Ask about this section\"\n uid=1_319 button \"Copy for LLM\"\n uid=1_320 button \"\u200b View as Markdown\"\n uid=1_321 \"The \"\n uid=1_322 \"Charge\"\n uid=1_323 \" object represents a single attempt to move money into your Stripe account.\"\n uid=1_324 \" \"\n uid=1_325 \"PaymentIntent confirmation is the most common way to create Charges, but \"\n uid=1_326 link \"Account Debits\" url=\"https://docs.stripe.com/connect/account-debits\"\n uid=1_328 \" may also create Charges.\"\n uid=1_329 \" \"\n uid=1_330 \"The create and capture methods are deprecated and will be deleted soon. If your integration uses either of them, you need to update it to use a different payment flow, such as \"\n uid=1_331 link \"the Payment Intents API\" url=\"https://docs.stripe.com/payments/payment-intents\"\n uid=1_333 \".\"\n uid=1_334 \"Was this section helpful?\"\n uid=1_335 button \"Yes\"\n uid=1_336 button \"No\"\n \"\u200b\"\n uid=1_337 link \"The Charge object\" url=\"https://docs.stripe.com/api/charges/object\"\n uid=1_339 \"\u00a0\"\n uid=1_340 \"v1\"\n uid=1_341 button \"Ask about this section\"\n uid=1_342 button \"Copy for LLM\"\n uid=1_343 button \"\u200b View as Markdown\"\n uid=1_344 heading \"Attributes\" level=\"3\"\n \"\u200b\"\n uid=1_345 button\n \"\u200b\"\n uid=1_346 \"id\"\n uid=1_347 \"string\"\n uid=1_348 \"Unique identifier for the object.\"\n \"\u200b\"\n uid=1_349 button\n \"\u200b\"\n uid=1_350 \"amount\"\n uid=1_351 \"integer\"\n uid=1_352 \"Amount intended to be collected by this payment. A positive integer representing how much to charge in the \"\n uid=1_353 link \"smallest currency unit\" url=\"https://docs.stripe.com/currencies#zero-decimal\"\n uid=1_355 \" (e.g., 100 cents to charge $1.00 or 100 to charge \u00a5100, a zero-decimal currency). The minimum amount is $0.50 US or \"\n uid=1_356 link \"equivalent in charge currency\" url=\"https://docs.stripe.com/currencies#minimum-and-maximum-charge-amounts\"\n uid=1_358 \". The amount value supports up to eight digits (e.g., a value of 99999999 for a USD charge of $999,999.99).\"\n \"\u200b\"\n uid=1_359 button\n \"\u200b\"\n uid=1_360 \"balance\"\n uid=1_361 \"_\"\n uid=1_362 \"transaction\"\n uid=1_363 \"nullable \"\n uid=1_364 \"string\"\n uid=1_365 generic\n uid=1_366 \"Expandable\"\n uid=1_367 \"ID of the balance transaction that describes the impact of this charge on your account balance (not including refunds or disputes).\"\n \"\u200b\"\n uid=1_368 button\n \"\u200b\"\n uid=1_369 \"billing\"\n uid=1_370 \"_\"\n uid=1_371 \"details\"\n uid=1_372 \"object\"\n uid=1_373 \"Billing information associated with the payment method at the time of the transaction.\"\n uid=1_374 button \"\u200b Show child attributes\"\n \"\u200b\"\n uid=1_375 button\n \"\u200b\"\n uid=1_376 \"currency\"\n uid=1_377 \"enum\"\n uid=1_378 \"Three-letter \"\n uid=1_379 link \"ISO currency code\" url=\"https://www.iso.org/iso-4217-currency-codes.html\"\n uid=1_381 \", in lowercase. Must be a \"\n uid=1_382 link \"supported currency\" url=\"https://docs.stripe.com/currencies\"\n uid=1_384 \".\"\n \"\u200b\"\n uid=1_385 button\n \"\u200b\"\n uid=1_386 \"customer\"\n uid=1_387 \"nullable \"\n uid=1_388 \"string\"\n uid=1_389 generic\n uid=1_390 \"Expandable\"\n uid=1_391 \"ID of the customer this charge is for if one exists.\"\n \"\u200b\"\n uid=1_392 button\n \"\u200b\"\n uid=1_393 \"description\"\n uid=1_394 \"nullable \"\n uid=1_395 \"string\"\n uid=1_396 \"An arbitrary string attached to the object. Often useful for displaying to users.\"\n \"\u200b\"\n uid=1_397 button\n \"\u200b\"\n uid=1_398 \"disputed\"\n uid=1_399 \"boolean\"\n uid=1_400 \"Whether the charge has been disputed.\"\n \"\u200b\"\n uid=1_401 button\n \"\u200b\"\n uid=1_402 \"metadata\"\n uid=1_403 \"map\"\n uid=1_404 \"Set of \"\n uid=1_405 link \"key-value pairs\" url=\"https://docs.stripe.com/api/metadata\"\n uid=1_407 \" that you can attach to an object. This can be useful for storing additional information about the object in a structured format.\"\n \"\u200b\"\n uid=1_408 button\n \"\u200b\"\n uid=1_409 \"payment\"\n uid=1_410 \"_\"\n uid=1_411 \"intent\"\n uid=1_412 \"nullable \"\n uid=1_413 \"string\"\n uid=1_414 generic\n uid=1_415 \"Expandable\"\n uid=1_416 \"ID of the PaymentIntent associated with this charge, if one exists.\"\n \"\u200b\"\n uid=1_417 button\n \"\u200b\"\n uid=1_418 \"payment\"\n uid=1_419 \"_\"\n uid=1_420 \"method\"\n uid=1_421 \"_\"\n uid=1_422 \"details\"\n uid=1_423 \"nullable \"\n uid=1_424 \"object\"\n uid=1_425 \"Details about the payment method at the time of the transaction.\"\n uid=1_426 button \"\u200b Show child attributes\"\n \"\u200b\"\n uid=1_427 button\n \"\u200b\"\n uid=1_428 \"receipt\"\n uid=1_429 \"_\"\n uid=1_430 \"email\"\n uid=1_431 \"nullable \"\n uid=1_432 \"string\"\n uid=1_433 \"This is the email address that the receipt for this charge was sent to.\"\n \"\u200b\"\n uid=1_434 button\n \"\u200b\"\n uid=1_435 \"refunded\"\n uid=1_436 \"boolean\"\n uid=1_437 \"Whether the charge has been fully refunded. If the charge is only partially refunded, this attribute will still be false.\"\n \"\u200b\"\n uid=1_438 button\n \"\u200b\"\n uid=1_439 \"shipping\"\n uid=1_440 \"nullable \"\n uid=1_441 \"object\"\n uid=1_442 \"Shipping information for the charge.\"\n uid=1_443 button \"\u200b Show child attributes\"\n \"\u200b\"\n uid=1_444 button\n \"\u200b\"\n uid=1_445 \"statement\"\n uid=1_446 \"_\"\n uid=1_447 \"descriptor\"\n uid=1_448 \"nullable \"\n uid=1_449 \"string\"\n uid=1_450 \"For a non-card charge, text that appears on the customer\u2019s statement as the statement descriptor. This value overrides the account\u2019s default statement descriptor. For information about requirements, including the 22-character limit, see \"\n uid=1_451 link \"the Statement Descriptor docs\" url=\"https://docs.stripe.com/get-started/account/statement-descriptors\"\n uid=1_453 \".\"\n uid=1_454 \"For a card charge, this value is ignored unless you don\u2019t specify a \"\n uid=1_455 \"statement\"\n uid=1_456 \"_\"\n uid=1_457 \"descriptor\"\n uid=1_458 \"_\"\n uid=1_459 \"suffix\"\n uid=1_460 \", in which case this value is used as the suffix.\"\n \"\u200b\"\n uid=1_461 button\n \"\u200b\"\n uid=1_462 \"statement\"\n uid=1_463 \"_\"\n uid=1_464 \"descriptor\"\n uid=1_465 \"_\"\n uid=1_466 \"suffix\"\n uid=1_467 \"nullable \"\n uid=1_468 \"string\"\n uid=1_469 \"Provides information about a card charge. Concatenated to the account\u2019s \"\n uid=1_470 link \"statement descriptor prefix\" url=\"https://docs.stripe.com/get-started/account/statement-descriptors#static\"\n uid=1_472 \" to form the complete statement descriptor that appears on the customer\u2019s statement. If the account has no prefix value, the suffix is concatenated to the account\u2019s statement descriptor.\"\n \"\u200b\"\n uid=1_473 button\n \"\u200b\"\n uid=1_474 \"status\"\n uid=1_475 \"enum\"\n uid=1_476 \"The status of the payment is either \"\n uid=1_477 \"succeeded\"\n uid=1_478 \", \"\n uid=1_479 \"pending\"\n uid=1_480 \", or \"\n uid" } ], "final": "Yes, `amount` is required. It's a positive integer given in the **smallest unit of the currency**. For example, 100 means $1.00 in USD (100 cents), and 100 means \u00a5100 for a zero-decimal currency like yen.\n\nThe page also says:\n- The minimum is $0.50 US, or the equivalent in the charge currency.\n- The value can be up to eight digits, so 99999999 is a $999,999.99 USD charge.\n- The page marks this endpoint as deprecated and recommends the Payment Intents API instead.", "secs": 13.5, "totals": { "input": 8, "cache_read": 31177, "cache_write": 57285, "output": 390, "input_all": 88470 } }, { "setup": "devtools-mcp-nojs", "run": "r1", "task": "trueclassic-28L", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 138, "output": 129, "stop": "tool_use" }, { "input": 2, "cache_read": 10440, "cache_write": 307, "output": 52, "stop": "tool_use" }, { "input": 2, "cache_read": 10747, "cache_write": 12072, "output": 98, "stop": "tool_use" }, { "input": 2, "cache_read": 22819, "cache_write": 145, "output": 120, "stop": "tool_use" }, { "input": 2, "cache_read": 22964, "cache_write": 12205, "output": 179, "stop": "tool_use" }, { "input": 2, "cache_read": 35169, "cache_write": 332, "output": 98, "stop": "tool_use" }, { "input": 2, "cache_read": 35501, "cache_write": 12292, "output": 224, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://www.trueclassictees.com/products/black-khaki-slim-chino-pants-2-pack" }, "chars": 173, "images": 0, "error": false, "secs": 10.39, "text": "## Pages\n1: about:blank\n2: Black & Khaki Slim Chino Pants 2-Pack | True Cl... (https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 62, "images": 0, "error": false, "secs": 0.02, "text": "## Latest page snapshot\nuid=1_0 RootWebArea url=\"about:blank\"\n" }, { "name": "take_snapshot", "input": { "pageId": 2 }, "chars": 24097, "images": 0, "error": false, "secs": 0.05, "text": "## Latest page snapshot\nuid=2_0 RootWebArea \"Black & Khaki Slim Chino Pants 2-Pack | True Classic\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack\"\n uid=2_1 link \"Skip to content\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack#MainContent\"\n uid=2_3 \"Choosing a sort option will refresh the page\"\n uid=2_4 banner \"Announcements\"\n uid=2_5 region \"Announcement slides\"\n uid=2_6 \"45 Million+ Shirts Sold Worldwide\"\n uid=2_7 \"\u26a1 Flash Deals Ending Soon\"\n uid=2_8 link \"Claim Now\" url=\"https://www.trueclassictees.com/en-in/pages/weekly-deals\"\n uid=2_10 button \"Previous slide\"\n uid=2_11 button \"Next slide\"\n uid=2_12 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_13 link \"Skip to main content\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack#MainContent\"\n uid=2_15 navigation \"Main navigation\"\n uid=2_16 button \"Open primary navigation menu\" expandable\n uid=2_17 button \"Open Searchbar\" expandable\n uid=2_18 link \"True Classic\" url=\"https://www.trueclassictees.com/en-in\"\n uid=2_20 form\n uid=2_21 link \"Open Account Drawer\" expandable url=\"https://www.trueclassictees.com/customer_authentication/login?return_to=%2Fen-in%2Fproducts%2Fblack-khaki-slim-chino-pants-2-pack&locale=en&ui_hint=full®ion_country=IN\"\n uid=2_22 \"Account\"\n uid=2_23 \"Cart\"\n uid=2_24 link url=\"https://www.trueclassictees.com/\"\n uid=2_25 button \"Open cart\" expandable haspopup=\"dialog\"\n uid=2_26 main\n uid=2_27 button \"Open navigation menu\"\n uid=2_28 generic live=\"polite\" relevant=\"additions text\"\n uid=2_29 \"#1 Best Seller\"\n uid=2_30 heading \"Straight Dressy Chino\" level=\"3\"\n uid=2_31 \"#2\"\n uid=2_32 heading \"Slim Dressy Chino\" level=\"3\"\n uid=2_33 \"#3\"\n uid=2_34 heading \"Casual Chino\" level=\"3\"\n uid=2_35 \"#4\"\n uid=2_36 heading \"Travel Chino\" level=\"3\"\n uid=2_37 \"#5\"\n uid=2_38 heading \"Straight Twill Chino\" level=\"3\"\n uid=2_39 \"#6\"\n uid=2_40 heading \"Slim Twill Chino\" level=\"3\"\n uid=2_41 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_42 button \"Previous slide\" disableable disabled\n uid=2_43 button \"Next slide\"\n uid=2_44 region \"Product image thumbnails\" roledescription=\"carousel\"\n uid=2_45 list live=\"polite\" relevant=\"additions text\"\n uid=2_46 image \"Black & Khaki Slim Chino Pants 2-Pack, side-by-side display.\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=100\"\n uid=2_47 image \"Black & Khaki Slim Chino Pants 2-Pack with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2_7d0d2e0b-0ddb-4c1d-972f-bf22e07a1c66.jpg?v=1748566239&width=100\"\n uid=2_48 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=100\"\n uid=2_49 image \"Black Slim Chino Pants 2.0 with buttoned welt pockets, modern casual fit.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_5.jpg?v=1747542038&width=100\"\n uid=2_50 image \"Core Slim Chino Pants 3-Pack shown on model with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_2_15cd3d53-115d-4c18-85dd-fb82115ea359.jpg?v=1748567504&width=100\"\n uid=2_51 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a man wearing khaki slim chinos with a green polo and white sneakers for a casual Men's basics look\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_7.jpg?v=1747539219&width=100\"\n uid=2_52 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a close up of khaki slim chino pants with belt loops and secure front and back pockets for men's basics\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_3_0429de6c-07a6-4710-b24f-ccdfdf60cbdf.jpg?v=1747539236&width=100\"\n uid=2_53 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_54 region \"Product images\" roledescription=\"carousel\"\n uid=2_55 list live=\"polite\" relevant=\"additions text\"\n uid=2_56 image \"Black & Khaki Slim Chino Pants 2-Pack, side-by-side display.\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=1420\"\n uid=2_57 image \"Black & Khaki Slim Chino Pants 2-Pack with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2_7d0d2e0b-0ddb-4c1d-972f-bf22e07a1c66.jpg?v=1748566239&width=1420\"\n uid=2_58 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=1420\"\n uid=2_59 image \"Black Slim Chino Pants 2.0 with buttoned welt pockets, modern casual fit.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_5.jpg?v=1747542038&width=1420\"\n uid=2_60 image \"Core Slim Chino Pants 3-Pack shown on model with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_2_15cd3d53-115d-4c18-85dd-fb82115ea359.jpg?v=1748567504&width=1420\"\n uid=2_61 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a man wearing khaki slim chinos with a green polo and white sneakers for a casual Men's basics look\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_7.jpg?v=1747539219&width=1420\"\n uid=2_62 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a close up of khaki slim chino pants with belt loops and secure front and back pockets for men's basics\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_3_0429de6c-07a6-4710-b24f-ccdfdf60cbdf.jpg?v=1747539236&width=1420\"\n uid=2_63 button \"Previous slide\"\n uid=2_64 button \"Next slide\"\n uid=2_65 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_66 heading \"Slim Dressy Chino Pants\" level=\"1\"\n uid=2_67 button \"Read customer reviews: Average rating 4.5 out of 5 stars, 121 Reviews. 7M+ Customers\" haspopup=\"dialog\"\n uid=2_68 \"Waist:\"\n uid=2_69 \" \"\n uid=2_70 \"Choose a size.\"\n uid=2_71 button \"Open size chart\"\n uid=2_72 \"Waist\"\n uid=2_73 \"30\"\n uid=2_74 radio \"30\"\n uid=2_75 \"31\"\n uid=2_76 radio \"31\" disableable disabled\n uid=2_77 \"32\"\n uid=2_78 radio \"32\"\n uid=2_79 \"33\"\n uid=2_80 radio \"33\"\n uid=2_81 \"34\"\n uid=2_82 radio \"34\"\n uid=2_83 \"36\"\n uid=2_84 radio \"36\"\n uid=2_85 \"38\"\n uid=2_86 radio \"38\"\n uid=2_87 \"40\"\n uid=2_88 radio \"40\"\n uid=2_89 \"42\"\n uid=2_90 radio \"42\"\n uid=2_91 \"Length:\"\n uid=2_92 \" \"\n uid=2_93 \"Choose a size.\"\n uid=2_94 button \"Open size chart\"\n uid=2_95 \"Length\"\n uid=2_96 \"28L\"\n uid=2_97 radio \"28L\" disableable disabled\n uid=2_98 \"30L\"\n uid=2_99 radio \"30L\" disableable disabled\n uid=2_100 \"32L\"\n uid=2_101 radio \"32L\"\n uid=2_102 \"34L\"\n uid=2_103 radio \"34L\" disableable disabled\n uid=2_104 \"36L\"\n uid=2_105 radio \"36L\" disableable disabled\n uid=2_106 \"Fit: \"\n uid=2_107 \"Slim\"\n uid=2_108 radio \"Straight\"\n uid=2_109 \"Straight\"\n uid=2_110 radio \"Slim\" checked\n uid=2_111 \"Slim\"\n uid=2_112 \"Quantity: \"\n uid=2_113 \"2\"\n uid=2_114 \"BEST DEAL\"\n uid=2_115 radio \"BEST DEAL 3-Pack Save 28%\"\n uid=2_116 \"3-Pack\"\n uid=2_117 \"Save 28%\"\n uid=2_118 radio \"2-Pack Save 15%\" checked\n uid=2_119 \"2-Pack\"\n uid=2_120 \"Save 15%\"\n uid=2_121 radio \"Singles 6 colors\"\n uid=2_122 \"Singles\"\n uid=2_123 \"6 colors\"\n uid=2_124 \"Colors:\"\n uid=2_125 \" \"\n uid=2_126 strong live=\"polite\" relevant=\"additions text\"\n uid=2_127 \"Black, Khaki\"\n uid=2_128 \"\ud83d\udd25\"\n uid=2_129 \"Top Seller\"\n uid=2_130 radio \"Navy & Carbon Slim Chino Pants 2-Pack\"\n uid=2_131 image \"Navy & Carbon Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/NavyCarbonSlimChinoPants2pack.jpg?v=1762287330&width=150\"\n uid=2_132 radio \"Black & Khaki Slim Chino Pants 2-Pack\" checked\n uid=2_133 image \"Black & Khaki Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=150\"\n uid=2_134 radio \"Black & Navy Slim Chino Pants 2-Pack\"\n uid=2_135 image \"Black & Navy Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackNavySlimChinoPants2pack.jpg?v=1762287330&width=150\"\n uid=2_136 \"INRs. 6,750\"\n uid=2_137 \"/pair\"\n uid=2_138 generic live=\"polite\" relevant=\"additions text\"\n uid=2_139 \"Regular price\"\n uid=2_140 \"INRs. 15,900\"\n uid=2_141 \"Discounted price\"\n uid=2_142 \"INRs. 13,500\"\n uid=2_143 form\n uid=2_144 button \"Select A Size\" disableable disabled\n uid=2_145 heading \"Style It With\" level=\"2\"\n uid=2_146 region \"Style It With\" roledescription=\"carousel\"\n uid=2_147 image \"Man wearing Black Performance Dress Shirt and gray trousers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_BLACK_Medium_Ecomm_2025_APR_2_7c4eeef5-40de-4d87-ab60-81c5c1e73560.jpg?v=1762287143&width=400\"\n uid=2_148 button \"Quick add modal Black Performance Dress Shirt\"\n uid=2_149 heading \"Performance Dress Shirt\" level=\"3\"\n uid=2_150 \"INRs. 6,750\"\n uid=2_151 image \"Man wearing Navy Performance Dress Shirt and gray trousers, posed casually.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_NAVY_Medium_Ecomm_2025_APR_2.jpg?v=1762287144&width=400\"\n uid=2_152 button \"Quick add modal Navy Performance Dress Shirt\"\n uid=2_153 heading \"Performance Dress Shirt\" level=\"3\"\n uid=2_154 \"INRs. 6,750\"\n uid=2_155 image \"Man models White Performance Dress Shirt with button-up design.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_WHITE_Medium_Ecomm_2025_APR_2.jpg?v=1762287143&width=400\"\n uid=2_156 button \"Quick add modal White Performance Dress Shirt\"\n uid=2_157 heading \"Performance Dress Shirt\" level=\"3\"\n uid=2_158 \"INRs. 6,750\"\n uid=2_159 button \"Product Details\"\n uid=2_160 button \"Reviews\"\n uid=2_161 button \"100-Day Guarantee\" haspopup=\"dialog\"\n uid=2_162 button \"Buy Now Pay Later\" haspopup=\"dialog\"\n uid=2_163 button \"Description\" expandable\n uid=2_164 button \"Perfect Fit, 100-Day Made to Last Guarantee\" expandable\n uid=2_165 button \"Care Guide\" expandable\n uid=2_166 button \"Easy Returns & Exchanges\" expandable\n uid=2_167 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=710\"\n uid=2_168 heading \"Why you'll love it\" level=\"4\"\n uid=2_169 heading \"Tailored. Modern. Made to Move.\" level=\"3\"\n uid=2_170 \"Our latest chino features a refined fit and breathable stretch, making it a sharp choice for everyday wear.\"\n uid=2_171 button \"Fit & Features\" expandable\n uid=2_172 \"Slim, Not Skinny\"\n uid=2_173 LineBreak \"\n\"\n uid=2_174 \"Follows your shape without clinging\u2014sharp, streamlined, and ultra comfortable.\"\n uid=2_175 LineBreak \"\n\"\n uid=2_176 LineBreak \"\n\"\n uid=2_177 \"Flexible in All the Right Places\"\n uid=2_178 LineBreak \"\n\"\n uid=2_179 \"Stretch fabric gives freedom of movement without losing its structured look.\"\n uid=2_180 LineBreak \"\n\"\n uid=2_181 LineBreak \"\n\"\n uid=2_182 \"Built-In Utility\"\n uid=2_183 LineBreak \"\n\"\n uid=2_184 \"Zippered slash pockets and reinforced seams keep essentials secure and neat.\"\n uid=2_185 image \"Fit & Features\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2.jpg?v=1762287136&width=710\"\n uid=2_186 image \"Fit & Features\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_CARBON_32X32_Ecomm_2025_APR_5.jpg?v=1747541696&width=710\"\n uid=2_187 button \"Fabric\" expandable\n uid=2_188 \"95% Cotton, 5% Spandex Blend\"\n uid=2_189 LineBreak \"\n\"\n uid=2_190 \"Soft yet strong, this fabric resists wrinkles and recovers after wear.\"\n uid=2_191 LineBreak \"\n\"\n uid=2_192 LineBreak \"\n\"\n uid=2_193 \"Moisture-Wicking Performance\"\n uid=2_194 LineBreak \"\n\"\n uid=2_195 \"Keeps you cool and dry throughout commutes, meetings, or casual weekends.\"\n uid=2_196 LineBreak \"\n\"\n uid=2_197 LineBreak \"\n\"\n uid=2_198 \"Care Guide\"\n uid=2_199 LineBreak \"\n\"\n uid=2_200 \"Machine wash cold, tumble dry low\u2014made to last and look sharp.\"\n uid=2_201 image \"Fabric\" url=\"https://www.trueclassictees.com/cdn/shop/files/4730_BLACK_10.jpg?v=1747541871&width=710\"\n uid=2_202 image \"Fabric\" url=\"https://www.trueclassictees.com/cdn/shop/files/4730_CARBON_11.jpg?v=1747541650&width=710\"\n uid=2_203 heading \"You May Also Like\" level=\"2\"\n uid=2_204 list live=\"polite\" relevant=\"additions text\"\n uid=2_205 button \"Add Khaki Slim Comfort Knit Chino Pant to wishlist\"\n uid=2_206 button \"Quick add modal Khaki Slim Comfort Knit Chino Pant\"\n uid=2_207 link \"Casual Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/khaki-comfort-chino-pants?_pos=16&_sid=1bb55f7de&_ss=r\"\n uid=2_209 \"Khaki\"\n uid=2_210 \"25% OFF\"\n uid=2_211 \"Original price\"\n uid=2_212 \"INRs. 7,350.00\"\n uid=2_213 \"Discounted price\"\n uid=2_214 \"INRs. 5,512.50\"\n uid=2_215 generic\n uid=2_216 \"Final Sale - No Returns\"\n uid=2_217 \"Color:\"\n uid=2_218 radio \"khaki\" checked\n uid=2_219 radio \"black\"\n uid=2_220 radio \"carbon\"\n uid=2_221 radio \"navy\"\n uid=2_222 radio \"military green\"\n uid=2_223 link \"+1\" url=\"https://www.trueclassictees.com/en-in/products/khaki-comfort-chino-pants?_pos=16&_sid=1bb55f7de&_ss=r\"\n uid=2_225 button \"Add Black Commuter Pants to wishlist\"\n uid=2_226 button \"Quick add modal Black Commuter Pants\"\n uid=2_227 link \"Travel Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/black-commuter-pant?_pos=7&_sid=1bb55f7de&_ss=r\"\n uid=2_229 \"Black\"\n uid=2_230 \"25% OFF\"\n uid=2_231 \"Original price\"\n uid=2_232 \"INRs. 7,950.00\"\n uid=2_233 \"Discounted price\"\n uid=2_234 \"INRs. 5,962.50\"\n uid=2_235 generic\n uid=2_236 \"Final Sale - No Returns\"\n uid=2_237 \"Color:\"\n uid=2_238 radio \"black\" checked\n uid=2_239 radio \"navy\"\n uid=2_240 radio \"carbon\"\n uid=2_241 radio \"khaki\"\n uid=2_242 button \"Add Khaki Straight Twill Chino Pant to wishlist\"\n uid=2_243 button \"Quick add modal Khaki Straight Twill Chino Pant\"\n uid=2_244 link \"Straight Twill Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/khaki-straight-twill-chino?_pos=12&_sid=1bb55f7de&_ss=r\"\n uid=2_246 \"Khaki\"\n uid=2_247 \"25% OFF\"\n uid=2_248 \"Original price\"\n uid=2_249 \"INRs. 7,950.00\"\n uid=2_250 \"Discounted price\"\n uid=2_251 \"INRs. 5,962.50\"\n uid=2_252 generic\n uid=2_253 \"Final Sale - No Returns\"\n uid=2_254 \"Color:\"\n uid=2_255 radio \"khaki\" checked\n uid=2_256 radio \"navy\"\n uid=2_257 radio \"dark oak\"\n uid=2_258 radio \"centurion\"\n uid=2_259 radio \"meadow\"\n uid=2_260 button \"Add Black Slim Twill Chino Pant to wishlist\"\n uid=2_261 button \"Quick add modal Black Slim Twill Chino Pant\"\n uid=2_262 link \"Slim Twill Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/black-slim-twill-chino?_pos=11&_sid=1bb55f7de&_ss=r\"\n uid=2_264 \"Black\"\n uid=2_265 \"25% OFF\"\n uid=2_266 \"Original price\"\n uid=2_267 \"INRs. 7,950.00\"\n uid=2_268 \"Discounted price\"\n uid=2_269 \"INRs. 5,962.50\"\n uid=2_270 generic\n uid=2_271 \"Final Sale - No Returns\"\n uid=2_272 \"Color:\"\n uid=2_273 radio \"black\" checked\n uid=2_274 radio \"navy\"\n uid=2_275 radio \"dark oak\"\n uid=2_276 radio \"khaki\"\n uid=2_277 radio \"meadow\"\n uid=2_278 link \"+1\" url=\"https://www.trueclassictees.com/en-in/products/black-slim-twill-chino?_pos=11&_sid=1bb55f7de&_ss=r\"\n uid=2_280 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_281 heading \"CUSTOMER REVIEWS\" level=\"2\"\n uid=2_282 region \"Rated 4.5 out of 5 stars Based on 121 reviews\"\n uid=2_283 \"4.5\"\n uid=2_284 \"Rated 4.5 out of 5 stars\"\n uid=2_285 \"Based on 121 reviews\"\n uid=2_286 button \"Total 5 star reviews: 94. Filter by 5 star reviews\"\n uid=2_287 button \"Total 4 star reviews: 11. Filter by 4 star reviews\"\n uid=2_288 button \"Total 3 star reviews: 4. Filter by 3 star reviews\"\n uid=2_289 button \"Total 2 star reviews: 1. Filter by 2 star reviews\"\n uid=2_290 button \"Total 1 star reviews: 11. Filter by 1 star reviews\"\n uid=2_291 status atomic live=\"polite\" relevant=\"additions text\"\n uid=2_292 \"EQ\"\n uid=2_293 \"Edward Q.\"\n uid=2_294 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=2_295 \"I recommend this product\"\n uid=2_296 \"Weight Range\"\n uid=2_297 \"151 - 175 lbs / 69-79 kg\"\n uid=2_298 \"Usual Size\"\n uid=2_299 \"M\"\n uid=2_300 \"Size Purchased\"\n uid=2_301 \"M\"\n uid=2_302 \"Height\"\n uid=2_303 \"5'6-5'9 / 166-175 cm\"\n uid=2_304 \"Rated 5 out of 5 stars\"\n uid=2_305 \"1 week ago\"\n uid=2_306 heading \"Chinos\" level=\"2\"\n uid=2_307 \"Excellent fit and fabric.Great customer service and prompt delivery\"\n uid=2_308 \"M\"\n uid=2_309 \"Muhota\"\n \"\ue909\"\n uid=2_310 \"I recommend this product\"\n uid=2_311 \"Rated 5 out of 5 stars\"\n uid=2_312 \"1 month ago\"\n uid=2_313 heading \"5 Stars\" level=\"2\"\n uid=2_314 \"Perfect fit nice and stretchy and comfortable even for a long legged guy like me\"\n uid=2_315 \"O\"\n uid=2_316 \"OSCAR\"\n \"\ue909\"\n uid=2_317 \"I recommend this product\"\n uid=2_318 \"Rated 5 out of 5 stars\"\n uid=2_319 \"1 month ago\"\n uid=2_320 heading \"5 Stars\" level=\"2\"\n uid=2_321 \"Todo excelente\"\n uid=2_322 \"RM\"\n uid=2_323 \"Ra\u00fal M. d. l. O. S.\"\n uid=2_324 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=2_325 \"I recommend this product\"\n uid=2_326 \"Rated 5 out of 5 stars\"\n uid=2_327 \"2 months ago\"\n uid=2_328 heading \"Excellent fit and design\" level=\"2\"\n uid=2_329 \"Very comfortable and versatile\"\n uid=2_330 \"Translated from Spanish\"\n uid=2_331 button \"Show original\"\n uid=2_332 \"JK\"\n uid=2_333 \"JANE K.\"\n uid=2_334 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=2_335 \"I recommend this product\"\n uid=2_336 \"Rated 5 out of 5 stars\"\n uid=2_337 \"2 months ago\"\n uid=2_338 heading \"Great fit lightweight crease proof!\" level=\"2\"\n uid=2_339 \"Fit nicely comfortable seem to be everything they advertise\"\n uid=2_340 button \"Show more reviews\"\n uid=2_341 status atomic live=\"polite\" relevant=\"additions text\"\n uid=2_342 tabpanel \"Questions\"\n uid=2_343 contentinfo\n uid=2_344 form\n uid=2_345 heading \"STAY IN THE KNOW\" level=\"2\"\n uid=2_346 \"Exclusive deals, early access, and first look at new products, right to your inbox.\"\n uid=2_347 \"Email address\"\n uid=2_348 textbox \"Email address\" req" }, { "name": "click", "input": { "pageId": 2, "uid": "2_74", "includeSnapshot": true }, "chars": 127, "images": 0, "error": true, "secs": 5.13, "text": "Error: Failed to interact with the element with uid 2_74. The element did not become interactive within the configured timeout." }, { "name": "click", "input": { "pageId": 2, "uid": "2_73" }, "chars": 35, "images": 0, "error": false, "secs": 0.47, "text": "Successfully clicked on the element" }, { "name": "take_snapshot", "input": { "pageId": 2 }, "chars": 24110, "images": 0, "error": false, "secs": 0.09, "text": "## Latest page snapshot\nuid=2_0 RootWebArea \"Black & Khaki Slim Chino Pants 2-Pack | True Classic\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack\"\n uid=2_1 link \"Skip to content\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack#MainContent\"\n uid=2_3 \"Choosing a sort option will refresh the page\"\n uid=2_4 banner \"Announcements\"\n uid=2_5 region \"Announcement slides\"\n uid=2_7 \"\u26a1 Flash Deals Ending Soon\"\n uid=2_8 link \"Claim Now\" url=\"https://www.trueclassictees.com/en-in/pages/weekly-deals\"\n uid=2_6 \"45 Million+ Shirts Sold Worldwide\"\n uid=2_10 button \"Previous slide\"\n uid=2_11 button \"Next slide\"\n uid=2_12 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_13 link \"Skip to main content\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack#MainContent\"\n uid=2_15 navigation \"Main navigation\"\n uid=2_16 button \"Open primary navigation menu\" expandable\n uid=2_17 button \"Open Searchbar\" expandable\n uid=2_18 link \"True Classic\" url=\"https://www.trueclassictees.com/en-in\"\n uid=2_20 form\n uid=2_21 link \"Open Account Drawer\" expandable url=\"https://www.trueclassictees.com/customer_authentication/login?return_to=%2Fen-in%2Fproducts%2Fblack-khaki-slim-chino-pants-2-pack&locale=en&ui_hint=full®ion_country=IN\"\n uid=2_22 \"Account\"\n uid=2_23 \"Cart\"\n uid=2_24 link url=\"https://www.trueclassictees.com/\"\n uid=2_25 button \"Open cart\" expandable haspopup=\"dialog\"\n uid=2_26 main\n uid=2_27 button \"Open navigation menu\"\n uid=2_28 generic live=\"polite\" relevant=\"additions text\"\n uid=2_29 \"#1 Best Seller\"\n uid=2_30 heading \"Straight Dressy Chino\" level=\"3\"\n uid=2_31 \"#2\"\n uid=2_32 heading \"Slim Dressy Chino\" level=\"3\"\n uid=2_33 \"#3\"\n uid=2_34 heading \"Casual Chino\" level=\"3\"\n uid=2_35 \"#4\"\n uid=2_36 heading \"Travel Chino\" level=\"3\"\n uid=2_37 \"#5\"\n uid=2_38 heading \"Straight Twill Chino\" level=\"3\"\n uid=2_39 \"#6\"\n uid=2_40 heading \"Slim Twill Chino\" level=\"3\"\n uid=2_41 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_42 button \"Previous slide\" disableable disabled\n uid=2_43 button \"Next slide\"\n uid=2_44 region \"Product image thumbnails\" roledescription=\"carousel\"\n uid=2_45 list live=\"polite\" relevant=\"additions text\"\n uid=2_46 image \"Black & Khaki Slim Chino Pants 2-Pack, side-by-side display.\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=100\"\n uid=2_47 image \"Black & Khaki Slim Chino Pants 2-Pack with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2_7d0d2e0b-0ddb-4c1d-972f-bf22e07a1c66.jpg?v=1748566239&width=100\"\n uid=2_48 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=100\"\n uid=2_49 image \"Black Slim Chino Pants 2.0 with buttoned welt pockets, modern casual fit.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_5.jpg?v=1747542038&width=100\"\n uid=2_50 image \"Core Slim Chino Pants 3-Pack shown on model with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_2_15cd3d53-115d-4c18-85dd-fb82115ea359.jpg?v=1748567504&width=100\"\n uid=2_51 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a man wearing khaki slim chinos with a green polo and white sneakers for a casual Men's basics look\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_7.jpg?v=1747539219&width=100\"\n uid=2_52 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a close up of khaki slim chino pants with belt loops and secure front and back pockets for men's basics\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_3_0429de6c-07a6-4710-b24f-ccdfdf60cbdf.jpg?v=1747539236&width=100\"\n uid=2_53 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_54 region \"Product images\" roledescription=\"carousel\"\n uid=2_55 list live=\"polite\" relevant=\"additions text\"\n uid=2_56 image \"Black & Khaki Slim Chino Pants 2-Pack, side-by-side display.\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=1420\"\n uid=2_57 image \"Black & Khaki Slim Chino Pants 2-Pack with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2_7d0d2e0b-0ddb-4c1d-972f-bf22e07a1c66.jpg?v=1748566239&width=1420\"\n uid=2_58 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=1420\"\n uid=2_59 image \"Black Slim Chino Pants 2.0 with buttoned welt pockets, modern casual fit.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_5.jpg?v=1747542038&width=1420\"\n uid=2_60 image \"Core Slim Chino Pants 3-Pack shown on model with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_2_15cd3d53-115d-4c18-85dd-fb82115ea359.jpg?v=1748567504&width=1420\"\n uid=2_61 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a man wearing khaki slim chinos with a green polo and white sneakers for a casual Men's basics look\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_7.jpg?v=1747539219&width=1420\"\n uid=2_62 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a close up of khaki slim chino pants with belt loops and secure front and back pockets for men's basics\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_3_0429de6c-07a6-4710-b24f-ccdfdf60cbdf.jpg?v=1747539236&width=1420\"\n uid=2_63 button \"Previous slide\"\n uid=2_64 button \"Next slide\"\n uid=2_65 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_66 heading \"Slim Dressy Chino Pants\" level=\"1\"\n uid=2_67 button \"Read customer reviews: Average rating 4.5 out of 5 stars, 121 Reviews. 7M+ Customers\" haspopup=\"dialog\"\n uid=2_68 \"Waist:\"\n uid=2_69 \" \"\n uid=3_0 \"30\"\n uid=2_71 button \"Open size chart\"\n uid=2_72 \"Waist\"\n uid=2_73 \"30\"\n uid=2_74 radio \"30\" checked focusable focused\n uid=2_75 \"31\"\n uid=2_76 radio \"31\" disableable disabled\n uid=2_77 \"32\"\n uid=2_78 radio \"32\"\n uid=2_79 \"33\"\n uid=2_80 radio \"33\"\n uid=2_81 \"34\"\n uid=2_82 radio \"34\"\n uid=2_83 \"36\"\n uid=2_84 radio \"36\"\n uid=2_85 \"38\"\n uid=2_86 radio \"38\"\n uid=2_87 \"40\"\n uid=2_88 radio \"40\"\n uid=2_89 \"42\"\n uid=2_90 radio \"42\"\n uid=2_91 \"Length:\"\n uid=2_92 \" \"\n uid=2_93 \"Choose a size.\"\n uid=2_94 button \"Open size chart\"\n uid=2_95 \"Length\"\n uid=2_96 \"28L\"\n uid=2_97 radio \"28L\" disableable disabled\n uid=2_98 \"30L\"\n uid=2_99 radio \"30L\" disableable disabled\n uid=2_100 \"32L\"\n uid=2_101 radio \"32L\"\n uid=2_102 \"34L\"\n uid=2_103 radio \"34L\" disableable disabled\n uid=2_104 \"36L\"\n uid=2_105 radio \"36L\" disableable disabled\n uid=2_106 \"Fit: \"\n uid=2_107 \"Slim\"\n uid=2_108 radio \"Straight\"\n uid=2_109 \"Straight\"\n uid=2_110 radio \"Slim\" checked\n uid=2_111 \"Slim\"\n uid=2_112 \"Quantity: \"\n uid=2_113 \"2\"\n uid=2_114 \"BEST DEAL\"\n uid=2_115 radio \"BEST DEAL 3-Pack Save 28%\"\n uid=2_116 \"3-Pack\"\n uid=2_117 \"Save 28%\"\n uid=2_118 radio \"2-Pack Save 15%\" checked\n uid=2_119 \"2-Pack\"\n uid=2_120 \"Save 15%\"\n uid=2_121 radio \"Singles 6 colors\"\n uid=2_122 \"Singles\"\n uid=2_123 \"6 colors\"\n uid=2_124 \"Colors:\"\n uid=2_125 \" \"\n uid=2_126 strong live=\"polite\" relevant=\"additions text\"\n uid=2_127 \"Black, Khaki\"\n uid=2_128 \"\ud83d\udd25\"\n uid=2_129 \"Top Seller\"\n uid=2_130 radio \"Navy & Carbon Slim Chino Pants 2-Pack\"\n uid=2_131 image \"Navy & Carbon Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/NavyCarbonSlimChinoPants2pack.jpg?v=1762287330&width=150\"\n uid=2_132 radio \"Black & Khaki Slim Chino Pants 2-Pack\" checked\n uid=2_133 image \"Black & Khaki Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=150\"\n uid=2_134 radio \"Black & Navy Slim Chino Pants 2-Pack\"\n uid=2_135 image \"Black & Navy Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackNavySlimChinoPants2pack.jpg?v=1762287330&width=150\"\n uid=2_136 \"INRs. 6,750\"\n uid=2_137 \"/pair\"\n uid=2_138 generic live=\"polite\" relevant=\"additions text\"\n uid=2_139 \"Regular price\"\n uid=2_140 \"INRs. 15,900\"\n uid=2_141 \"Discounted price\"\n uid=2_142 \"INRs. 13,500\"\n uid=2_143 form\n uid=2_144 button \"Select A Size\" disableable disabled\n uid=2_145 heading \"Style It With\" level=\"2\"\n uid=2_146 region \"Style It With\" roledescription=\"carousel\"\n uid=2_147 image \"Man wearing Black Performance Dress Shirt and gray trousers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_BLACK_Medium_Ecomm_2025_APR_2_7c4eeef5-40de-4d87-ab60-81c5c1e73560.jpg?v=1762287143&width=400\"\n uid=2_148 button \"Quick add modal Black Performance Dress Shirt\"\n uid=2_149 heading \"Performance Dress Shirt\" level=\"3\"\n uid=2_150 \"INRs. 6,750\"\n uid=2_151 image \"Man wearing Navy Performance Dress Shirt and gray trousers, posed casually.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_NAVY_Medium_Ecomm_2025_APR_2.jpg?v=1762287144&width=400\"\n uid=2_152 button \"Quick add modal Navy Performance Dress Shirt\"\n uid=2_153 heading \"Performance Dress Shirt\" level=\"3\"\n uid=2_154 \"INRs. 6,750\"\n uid=2_155 image \"Man models White Performance Dress Shirt with button-up design.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_WHITE_Medium_Ecomm_2025_APR_2.jpg?v=1762287143&width=400\"\n uid=2_156 button \"Quick add modal White Performance Dress Shirt\"\n uid=2_157 heading \"Performance Dress Shirt\" level=\"3\"\n uid=2_158 \"INRs. 6,750\"\n uid=2_159 button \"Product Details\"\n uid=2_160 button \"Reviews\"\n uid=2_161 button \"100-Day Guarantee\" haspopup=\"dialog\"\n uid=2_162 button \"Buy Now Pay Later\" haspopup=\"dialog\"\n uid=2_163 button \"Description\" expandable\n uid=2_164 button \"Perfect Fit, 100-Day Made to Last Guarantee\" expandable\n uid=2_165 button \"Care Guide\" expandable\n uid=2_166 button \"Easy Returns & Exchanges\" expandable\n uid=2_167 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=710\"\n uid=2_168 heading \"Why you'll love it\" level=\"4\"\n uid=2_169 heading \"Tailored. Modern. Made to Move.\" level=\"3\"\n uid=2_170 \"Our latest chino features a refined fit and breathable stretch, making it a sharp choice for everyday wear.\"\n uid=2_171 button \"Fit & Features\" expandable\n uid=2_172 \"Slim, Not Skinny\"\n uid=2_173 LineBreak \"\n\"\n uid=2_174 \"Follows your shape without clinging\u2014sharp, streamlined, and ultra comfortable.\"\n uid=2_175 LineBreak \"\n\"\n uid=2_176 LineBreak \"\n\"\n uid=2_177 \"Flexible in All the Right Places\"\n uid=2_178 LineBreak \"\n\"\n uid=2_179 \"Stretch fabric gives freedom of movement without losing its structured look.\"\n uid=2_180 LineBreak \"\n\"\n uid=2_181 LineBreak \"\n\"\n uid=2_182 \"Built-In Utility\"\n uid=2_183 LineBreak \"\n\"\n uid=2_184 \"Zippered slash pockets and reinforced seams keep essentials secure and neat.\"\n uid=2_185 image \"Fit & Features\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2.jpg?v=1762287136&width=710\"\n uid=2_186 image \"Fit & Features\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_CARBON_32X32_Ecomm_2025_APR_5.jpg?v=1747541696&width=710\"\n uid=2_187 button \"Fabric\" expandable\n uid=2_188 \"95% Cotton, 5% Spandex Blend\"\n uid=2_189 LineBreak \"\n\"\n uid=2_190 \"Soft yet strong, this fabric resists wrinkles and recovers after wear.\"\n uid=2_191 LineBreak \"\n\"\n uid=2_192 LineBreak \"\n\"\n uid=2_193 \"Moisture-Wicking Performance\"\n uid=2_194 LineBreak \"\n\"\n uid=2_195 \"Keeps you cool and dry throughout commutes, meetings, or casual weekends.\"\n uid=2_196 LineBreak \"\n\"\n uid=2_197 LineBreak \"\n\"\n uid=2_198 \"Care Guide\"\n uid=2_199 LineBreak \"\n\"\n uid=2_200 \"Machine wash cold, tumble dry low\u2014made to last and look sharp.\"\n uid=2_201 image \"Fabric\" url=\"https://www.trueclassictees.com/cdn/shop/files/4730_BLACK_10.jpg?v=1747541871&width=710\"\n uid=2_202 image \"Fabric\" url=\"https://www.trueclassictees.com/cdn/shop/files/4730_CARBON_11.jpg?v=1747541650&width=710\"\n uid=2_203 heading \"You May Also Like\" level=\"2\"\n uid=2_204 list live=\"polite\" relevant=\"additions text\"\n uid=2_205 button \"Add Khaki Slim Comfort Knit Chino Pant to wishlist\"\n uid=2_206 button \"Quick add modal Khaki Slim Comfort Knit Chino Pant\"\n uid=2_207 link \"Casual Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/khaki-comfort-chino-pants?_pos=16&_sid=1bb55f7de&_ss=r\"\n uid=2_209 \"Khaki\"\n uid=2_210 \"25% OFF\"\n uid=2_211 \"Original price\"\n uid=2_212 \"INRs. 7,350.00\"\n uid=2_213 \"Discounted price\"\n uid=2_214 \"INRs. 5,512.50\"\n uid=2_215 generic\n uid=2_216 \"Final Sale - No Returns\"\n uid=2_217 \"Color:\"\n uid=2_218 radio \"khaki\" checked\n uid=2_219 radio \"black\"\n uid=2_220 radio \"carbon\"\n uid=2_221 radio \"navy\"\n uid=2_222 radio \"military green\"\n uid=2_223 link \"+1\" url=\"https://www.trueclassictees.com/en-in/products/khaki-comfort-chino-pants?_pos=16&_sid=1bb55f7de&_ss=r\"\n uid=2_225 button \"Add Black Commuter Pants to wishlist\"\n uid=2_226 button \"Quick add modal Black Commuter Pants\"\n uid=2_227 link \"Travel Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/black-commuter-pant?_pos=7&_sid=1bb55f7de&_ss=r\"\n uid=2_229 \"Black\"\n uid=2_230 \"25% OFF\"\n uid=2_231 \"Original price\"\n uid=2_232 \"INRs. 7,950.00\"\n uid=2_233 \"Discounted price\"\n uid=2_234 \"INRs. 5,962.50\"\n uid=2_235 generic\n uid=2_236 \"Final Sale - No Returns\"\n uid=2_237 \"Color:\"\n uid=2_238 radio \"black\" checked\n uid=2_239 radio \"navy\"\n uid=2_240 radio \"carbon\"\n uid=2_241 radio \"khaki\"\n uid=2_242 button \"Add Khaki Straight Twill Chino Pant to wishlist\"\n uid=2_243 button \"Quick add modal Khaki Straight Twill Chino Pant\"\n uid=2_244 link \"Straight Twill Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/khaki-straight-twill-chino?_pos=12&_sid=1bb55f7de&_ss=r\"\n uid=2_246 \"Khaki\"\n uid=2_247 \"25% OFF\"\n uid=2_248 \"Original price\"\n uid=2_249 \"INRs. 7,950.00\"\n uid=2_250 \"Discounted price\"\n uid=2_251 \"INRs. 5,962.50\"\n uid=2_252 generic\n uid=2_253 \"Final Sale - No Returns\"\n uid=2_254 \"Color:\"\n uid=2_255 radio \"khaki\" checked\n uid=2_256 radio \"navy\"\n uid=2_257 radio \"dark oak\"\n uid=2_258 radio \"centurion\"\n uid=2_259 radio \"meadow\"\n uid=2_260 button \"Add Black Slim Twill Chino Pant to wishlist\"\n uid=2_261 button \"Quick add modal Black Slim Twill Chino Pant\"\n uid=2_262 link \"Slim Twill Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/black-slim-twill-chino?_pos=11&_sid=1bb55f7de&_ss=r\"\n uid=2_264 \"Black\"\n uid=2_265 \"25% OFF\"\n uid=2_266 \"Original price\"\n uid=2_267 \"INRs. 7,950.00\"\n uid=2_268 \"Discounted price\"\n uid=2_269 \"INRs. 5,962.50\"\n uid=2_270 generic\n uid=2_271 \"Final Sale - No Returns\"\n uid=2_272 \"Color:\"\n uid=2_273 radio \"black\" checked\n uid=2_274 radio \"navy\"\n uid=2_275 radio \"dark oak\"\n uid=2_276 radio \"khaki\"\n uid=2_277 radio \"meadow\"\n uid=2_278 link \"+1\" url=\"https://www.trueclassictees.com/en-in/products/black-slim-twill-chino?_pos=11&_sid=1bb55f7de&_ss=r\"\n uid=2_280 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_281 heading \"CUSTOMER REVIEWS\" level=\"2\"\n uid=2_282 region \"Rated 4.5 out of 5 stars Based on 121 reviews\"\n uid=2_283 \"4.5\"\n uid=2_284 \"Rated 4.5 out of 5 stars\"\n uid=2_285 \"Based on 121 reviews\"\n uid=2_286 button \"Total 5 star reviews: 94. Filter by 5 star reviews\"\n uid=2_287 button \"Total 4 star reviews: 11. Filter by 4 star reviews\"\n uid=2_288 button \"Total 3 star reviews: 4. Filter by 3 star reviews\"\n uid=2_289 button \"Total 2 star reviews: 1. Filter by 2 star reviews\"\n uid=2_290 button \"Total 1 star reviews: 11. Filter by 1 star reviews\"\n uid=2_291 status atomic live=\"polite\" relevant=\"additions text\"\n uid=2_292 \"EQ\"\n uid=2_293 \"Edward Q.\"\n uid=2_294 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=2_295 \"I recommend this product\"\n uid=2_296 \"Weight Range\"\n uid=2_297 \"151 - 175 lbs / 69-79 kg\"\n uid=2_298 \"Usual Size\"\n uid=2_299 \"M\"\n uid=2_300 \"Size Purchased\"\n uid=2_301 \"M\"\n uid=2_302 \"Height\"\n uid=2_303 \"5'6-5'9 / 166-175 cm\"\n uid=2_304 \"Rated 5 out of 5 stars\"\n uid=2_305 \"1 week ago\"\n uid=2_306 heading \"Chinos\" level=\"2\"\n uid=2_307 \"Excellent fit and fabric.Great customer service and prompt delivery\"\n uid=2_308 \"M\"\n uid=2_309 \"Muhota\"\n \"\ue909\"\n uid=2_310 \"I recommend this product\"\n uid=2_311 \"Rated 5 out of 5 stars\"\n uid=2_312 \"1 month ago\"\n uid=2_313 heading \"5 Stars\" level=\"2\"\n uid=2_314 \"Perfect fit nice and stretchy and comfortable even for a long legged guy like me\"\n uid=2_315 \"O\"\n uid=2_316 \"OSCAR\"\n \"\ue909\"\n uid=2_317 \"I recommend this product\"\n uid=2_318 \"Rated 5 out of 5 stars\"\n uid=2_319 \"1 month ago\"\n uid=2_320 heading \"5 Stars\" level=\"2\"\n uid=2_321 \"Todo excelente\"\n uid=2_322 \"RM\"\n uid=2_323 \"Ra\u00fal M. d. l. O. S.\"\n uid=2_324 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=2_325 \"I recommend this product\"\n uid=2_326 \"Rated 5 out of 5 stars\"\n uid=2_327 \"2 months ago\"\n uid=2_328 heading \"Excellent fit and design\" level=\"2\"\n uid=2_329 \"Very comfortable and versatile\"\n uid=2_330 \"Translated from Spanish\"\n uid=2_331 button \"Show original\"\n uid=2_332 \"JK\"\n uid=2_333 \"JANE K.\"\n uid=2_334 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=2_335 \"I recommend this product\"\n uid=2_336 \"Rated 5 out of 5 stars\"\n uid=2_337 \"2 months ago\"\n uid=2_338 heading \"Great fit lightweight crease proof!\" level=\"2\"\n uid=2_339 \"Fit nicely comfortable seem to be everything they advertise\"\n uid=2_340 button \"Show more reviews\"\n uid=2_341 status atomic live=\"polite\" relevant=\"additions text\"\n uid=2_342 tabpanel \"Questions\"\n uid=2_343 contentinfo\n uid=2_344 form\n uid=2_345 heading \"STAY IN THE KNOW\" level=\"2\"\n uid=2_346 \"Exclusive deals, early access, and first look at new products, right to your inbox.\"\n uid=2_347 \"Email address\"\n uid=2_348 textbox \"Email" }, { "name": "click", "input": { "pageId": 2, "uid": "2_96" }, "chars": 160, "images": 0, "error": false, "secs": 0.38, "text": "Successfully clicked on the element\nPage navigated to https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack?variant=41418815471688." }, { "name": "take_screenshot", "input": { "pageId": 2, "uid": "2_95" }, "chars": 42, "images": 1, "error": false, "secs": 0.36, "text": "Took a screenshot of node with uid \"2_95\".\n" }, { "name": "wait_for", "input": { "pageId": 2, "text": [ "Sold Out", "Add To Cart", "Add to Cart", "Select A Size" ] }, "chars": 24514, "images": 0, "error": false, "secs": 0.28, "text": "Element matching one of [\"Sold Out\",\"Add To Cart\",\"Add to Cart\",\"Select A Size\"] found.\n## Latest page snapshot\nuid=2_0 RootWebArea \"Black & Khaki Slim Chino Pants 2-Pack | True Classic\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack?variant=41418815471688\"\n uid=2_1 link \"Skip to content\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack?variant=41418815471688#MainContent\"\n uid=2_3 \"Choosing a sort option will refresh the page\"\n uid=2_4 banner \"Announcements\"\n uid=2_5 region \"Announcement slides\"\n uid=2_6 \"45 Million+ Shirts Sold Worldwide\"\n uid=2_7 \"\u26a1 Flash Deals Ending Soon\"\n uid=2_8 link \"Claim Now\" url=\"https://www.trueclassictees.com/en-in/pages/weekly-deals\"\n uid=2_10 button \"Previous slide\"\n uid=2_11 button \"Next slide\"\n uid=2_12 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_13 link \"Skip to main content\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack?variant=41418815471688#MainContent\"\n uid=2_15 navigation \"Main navigation\"\n uid=2_16 button \"Open primary navigation menu\" expandable\n uid=2_17 button \"Open Searchbar\" expandable\n uid=2_18 link \"True Classic\" url=\"https://www.trueclassictees.com/en-in\"\n uid=2_20 form\n uid=2_21 link \"Open Account Drawer\" expandable url=\"https://www.trueclassictees.com/customer_authentication/login?return_to=%2Fen-in%2Fproducts%2Fblack-khaki-slim-chino-pants-2-pack&locale=en&ui_hint=full®ion_country=IN\"\n uid=2_22 \"Account\"\n uid=2_23 \"Cart\"\n uid=2_24 link url=\"https://www.trueclassictees.com/\"\n uid=2_25 button \"Open cart\" expandable haspopup=\"dialog\"\n uid=2_26 main\n uid=2_27 button \"Open navigation menu\"\n uid=2_28 generic live=\"polite\" relevant=\"additions text\"\n uid=2_29 \"#1 Best Seller\"\n uid=2_30 heading \"Straight Dressy Chino\" level=\"3\"\n uid=2_31 \"#2\"\n uid=2_32 heading \"Slim Dressy Chino\" level=\"3\"\n uid=2_33 \"#3\"\n uid=2_34 heading \"Casual Chino\" level=\"3\"\n uid=2_35 \"#4\"\n uid=2_36 heading \"Travel Chino\" level=\"3\"\n uid=2_37 \"#5\"\n uid=2_38 heading \"Straight Twill Chino\" level=\"3\"\n uid=2_39 \"#6\"\n uid=2_40 heading \"Slim Twill Chino\" level=\"3\"\n uid=2_41 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_42 button \"Previous slide\" disableable disabled\n uid=2_43 button \"Next slide\"\n uid=2_44 region \"Product image thumbnails\" roledescription=\"carousel\"\n uid=2_45 list live=\"polite\" relevant=\"additions text\"\n uid=2_46 image \"Black & Khaki Slim Chino Pants 2-Pack, side-by-side display.\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=100\"\n uid=2_47 image \"Black & Khaki Slim Chino Pants 2-Pack with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2_7d0d2e0b-0ddb-4c1d-972f-bf22e07a1c66.jpg?v=1748566239&width=100\"\n uid=2_48 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=100\"\n uid=2_49 image \"Black Slim Chino Pants 2.0 with buttoned welt pockets, modern casual fit.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_5.jpg?v=1747542038&width=100\"\n uid=2_50 image \"Core Slim Chino Pants 3-Pack shown on model with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_2_15cd3d53-115d-4c18-85dd-fb82115ea359.jpg?v=1748567504&width=100\"\n uid=2_51 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a man wearing khaki slim chinos with a green polo and white sneakers for a casual Men's basics look\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_7.jpg?v=1747539219&width=100\"\n uid=2_52 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a close up of khaki slim chino pants with belt loops and secure front and back pockets for men's basics\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_3_0429de6c-07a6-4710-b24f-ccdfdf60cbdf.jpg?v=1747539236&width=100\"\n uid=2_53 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_54 region \"Product images\" roledescription=\"carousel\"\n uid=2_55 list live=\"polite\" relevant=\"additions text\"\n uid=2_56 image \"Black & Khaki Slim Chino Pants 2-Pack, side-by-side display.\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=1420\"\n uid=2_57 image \"Black & Khaki Slim Chino Pants 2-Pack with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2_7d0d2e0b-0ddb-4c1d-972f-bf22e07a1c66.jpg?v=1748566239&width=1420\"\n uid=2_58 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=1420\"\n uid=2_59 image \"Black Slim Chino Pants 2.0 with buttoned welt pockets, modern casual fit.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_5.jpg?v=1747542038&width=1420\"\n uid=2_60 image \"Core Slim Chino Pants 3-Pack shown on model with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_2_15cd3d53-115d-4c18-85dd-fb82115ea359.jpg?v=1748567504&width=1420\"\n uid=2_61 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a man wearing khaki slim chinos with a green polo and white sneakers for a casual Men's basics look\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_7.jpg?v=1747539219&width=1420\"\n uid=2_62 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a close up of khaki slim chino pants with belt loops and secure front and back pockets for men's basics\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_3_0429de6c-07a6-4710-b24f-ccdfdf60cbdf.jpg?v=1747539236&width=1420\"\n uid=2_63 button \"Previous slide\"\n uid=2_64 button \"Next slide\"\n uid=4_0 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_66 heading \"Slim Dressy Chino Pants\" level=\"1\"\n uid=2_67 button \"Read customer reviews: Average rating 4.5 out of 5 stars, 121 Reviews. 7M+ Customers\" haspopup=\"dialog\"\n uid=2_68 \"Waist:\"\n uid=2_69 \" \"\n uid=3_0 \"30\"\n uid=2_71 button \"Open size chart\"\n uid=2_72 \"Waist\"\n uid=2_73 \"30\"\n uid=2_74 radio \"30\" checked\n uid=2_75 \"31\"\n uid=2_76 radio \"31\" disableable disabled\n uid=2_77 \"32\"\n uid=2_78 radio \"32\"\n uid=2_79 \"33\"\n uid=2_80 radio \"33\"\n uid=2_81 \"34\"\n uid=2_82 radio \"34\"\n uid=2_83 \"36\"\n uid=2_84 radio \"36\"\n uid=2_85 \"38\"\n uid=2_86 radio \"38\"\n uid=2_87 \"40\"\n uid=2_88 radio \"40\"\n uid=2_89 \"42\"\n uid=2_90 radio \"42\"\n uid=2_91 \"Length:\"\n uid=2_92 \" \"\n uid=4_1 \"28L\"\n uid=2_94 button \"Open size chart\"\n uid=2_95 \"Length\"\n uid=2_96 \"28L\"\n uid=2_97 radio \"28L\" checked disableable disabled focusable focused\n uid=2_98 \"30L\"\n uid=2_99 radio \"30L\" disableable disabled\n uid=2_100 \"32L\"\n uid=2_101 radio \"32L\"\n uid=2_102 \"34L\"\n uid=2_103 radio \"34L\" disableable disabled\n uid=2_104 \"36L\"\n uid=2_105 radio \"36L\" disableable disabled\n uid=2_106 \"Fit: \"\n uid=2_107 \"Slim\"\n uid=2_108 radio \"Straight\"\n uid=2_109 \"Straight\"\n uid=2_110 radio \"Slim\" checked\n uid=2_111 \"Slim\"\n uid=2_112 \"Quantity: \"\n uid=2_113 \"2\"\n uid=2_114 \"BEST DEAL\"\n uid=2_115 radio \"BEST DEAL 3-Pack Save 28%\"\n uid=2_116 \"3-Pack\"\n uid=2_117 \"Save 28%\"\n uid=2_118 radio \"2-Pack Save 15%\" checked\n uid=2_119 \"2-Pack\"\n uid=2_120 \"Save 15%\"\n uid=2_121 radio \"Singles 6 colors\"\n uid=2_122 \"Singles\"\n uid=2_123 \"6 colors\"\n uid=2_124 \"Colors:\"\n uid=2_125 \" \"\n uid=2_126 strong live=\"polite\" relevant=\"additions text\"\n uid=2_127 \"Black, Khaki\"\n uid=2_128 \"\ud83d\udd25\"\n uid=2_129 \"Top Seller\"\n uid=2_130 radio \"Navy & Carbon Slim Chino Pants 2-Pack\"\n uid=2_131 image \"Navy & Carbon Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/NavyCarbonSlimChinoPants2pack.jpg?v=1762287330&width=150\"\n uid=2_132 radio \"Black & Khaki Slim Chino Pants 2-Pack\" checked\n uid=2_133 image \"Black & Khaki Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=150\"\n uid=2_134 radio \"Black & Navy Slim Chino Pants 2-Pack\"\n uid=2_135 image \"Black & Navy Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackNavySlimChinoPants2pack.jpg?v=1762287330&width=150\"\n uid=2_136 \"INRs. 6,750\"\n uid=2_137 \"/pair\"\n uid=2_138 generic live=\"polite\" relevant=\"additions text\"\n uid=2_139 \"Regular price\"\n uid=2_140 \"INRs. 15,900\"\n uid=2_141 \"Discounted price\"\n uid=2_142 \"INRs. 13,500\"\n uid=4_2 form\n uid=4_3 \"Enter Your Email\"\n uid=4_4 textbox \"Enter Your Email\" required\n uid=4_5 button \"Notify Me When Available\" disableable disabled\n uid=4_6 \"Back-in-stock email plus occasional news and offers.\"\n uid=4_7 \"You're in! You'll be the first to be notified when this item is back in stock.\"\n uid=2_145 heading \"Style It With\" level=\"2\"\n uid=2_146 region \"Style It With\" roledescription=\"carousel\"\n uid=2_147 image \"Man wearing Black Performance Dress Shirt and gray trousers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_BLACK_Medium_Ecomm_2025_APR_2_7c4eeef5-40de-4d87-ab60-81c5c1e73560.jpg?v=1762287143&width=400\"\n uid=2_148 button \"Quick add modal Black Performance Dress Shirt\"\n uid=2_149 heading \"Performance Dress Shirt\" level=\"3\"\n uid=2_150 \"INRs. 6,750\"\n uid=2_151 image \"Man wearing Navy Performance Dress Shirt and gray trousers, posed casually.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_NAVY_Medium_Ecomm_2025_APR_2.jpg?v=1762287144&width=400\"\n uid=2_152 button \"Quick add modal Navy Performance Dress Shirt\"\n uid=2_153 heading \"Performance Dress Shirt\" level=\"3\"\n uid=2_154 \"INRs. 6,750\"\n uid=2_155 image \"Man models White Performance Dress Shirt with button-up design.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_WHITE_Medium_Ecomm_2025_APR_2.jpg?v=1762287143&width=400\"\n uid=2_156 button \"Quick add modal White Performance Dress Shirt\"\n uid=2_157 heading \"Performance Dress Shirt\" level=\"3\"\n uid=2_158 \"INRs. 6,750\"\n uid=2_159 button \"Product Details\"\n uid=2_160 button \"Reviews\"\n uid=2_161 button \"100-Day Guarantee\" haspopup=\"dialog\"\n uid=2_162 button \"Buy Now Pay Later\" haspopup=\"dialog\"\n uid=2_163 button \"Description\" expandable\n uid=2_164 button \"Perfect Fit, 100-Day Made to Last Guarantee\" expandable\n uid=2_165 button \"Care Guide\" expandable\n uid=2_166 button \"Easy Returns & Exchanges\" expandable\n uid=2_167 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=710\"\n uid=2_168 heading \"Why you'll love it\" level=\"4\"\n uid=2_169 heading \"Tailored. Modern. Made to Move.\" level=\"3\"\n uid=2_170 \"Our latest chino features a refined fit and breathable stretch, making it a sharp choice for everyday wear.\"\n uid=2_171 button \"Fit & Features\" expandable\n uid=2_172 \"Slim, Not Skinny\"\n uid=2_173 LineBreak \"\n\"\n uid=2_174 \"Follows your shape without clinging\u2014sharp, streamlined, and ultra comfortable.\"\n uid=2_175 LineBreak \"\n\"\n uid=2_176 LineBreak \"\n\"\n uid=2_177 \"Flexible in All the Right Places\"\n uid=2_178 LineBreak \"\n\"\n uid=2_179 \"Stretch fabric gives freedom of movement without losing its structured look.\"\n uid=2_180 LineBreak \"\n\"\n uid=2_181 LineBreak \"\n\"\n uid=2_182 \"Built-In Utility\"\n uid=2_183 LineBreak \"\n\"\n uid=2_184 \"Zippered slash pockets and reinforced seams keep essentials secure and neat.\"\n uid=2_185 image \"Fit & Features\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2.jpg?v=1762287136&width=710\"\n uid=2_186 image \"Fit & Features\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_CARBON_32X32_Ecomm_2025_APR_5.jpg?v=1747541696&width=710\"\n uid=2_187 button \"Fabric\" expandable\n uid=2_188 \"95% Cotton, 5% Spandex Blend\"\n uid=2_189 LineBreak \"\n\"\n uid=2_190 \"Soft yet strong, this fabric resists wrinkles and recovers after wear.\"\n uid=2_191 LineBreak \"\n\"\n uid=2_192 LineBreak \"\n\"\n uid=2_193 \"Moisture-Wicking Performance\"\n uid=2_194 LineBreak \"\n\"\n uid=2_195 \"Keeps you cool and dry throughout commutes, meetings, or casual weekends.\"\n uid=2_196 LineBreak \"\n\"\n uid=2_197 LineBreak \"\n\"\n uid=2_198 \"Care Guide\"\n uid=2_199 LineBreak \"\n\"\n uid=2_200 \"Machine wash cold, tumble dry low\u2014made to last and look sharp.\"\n uid=2_201 image \"Fabric\" url=\"https://www.trueclassictees.com/cdn/shop/files/4730_BLACK_10.jpg?v=1747541871&width=710\"\n uid=2_202 image \"Fabric\" url=\"https://www.trueclassictees.com/cdn/shop/files/4730_CARBON_11.jpg?v=1747541650&width=710\"\n uid=2_203 heading \"You May Also Like\" level=\"2\"\n uid=2_204 list live=\"polite\" relevant=\"additions text\"\n uid=2_205 button \"Add Khaki Slim Comfort Knit Chino Pant to wishlist\"\n uid=2_206 button \"Quick add modal Khaki Slim Comfort Knit Chino Pant\"\n uid=2_207 link \"Casual Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/khaki-comfort-chino-pants?_pos=16&_sid=1bb55f7de&_ss=r\"\n uid=2_209 \"Khaki\"\n uid=2_210 \"25% OFF\"\n uid=2_211 \"Original price\"\n uid=2_212 \"INRs. 7,350.00\"\n uid=2_213 \"Discounted price\"\n uid=2_214 \"INRs. 5,512.50\"\n uid=2_215 generic\n uid=2_216 \"Final Sale - No Returns\"\n uid=2_217 \"Color:\"\n uid=2_218 radio \"khaki\" checked\n uid=2_219 radio \"black\"\n uid=2_220 radio \"carbon\"\n uid=2_221 radio \"navy\"\n uid=2_222 radio \"military green\"\n uid=2_223 link \"+1\" url=\"https://www.trueclassictees.com/en-in/products/khaki-comfort-chino-pants?_pos=16&_sid=1bb55f7de&_ss=r\"\n uid=2_225 button \"Add Black Commuter Pants to wishlist\"\n uid=2_226 button \"Quick add modal Black Commuter Pants\"\n uid=2_227 link \"Travel Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/black-commuter-pant?_pos=7&_sid=1bb55f7de&_ss=r\"\n uid=2_229 \"Black\"\n uid=2_230 \"25% OFF\"\n uid=2_231 \"Original price\"\n uid=2_232 \"INRs. 7,950.00\"\n uid=2_233 \"Discounted price\"\n uid=2_234 \"INRs. 5,962.50\"\n uid=2_235 generic\n uid=2_236 \"Final Sale - No Returns\"\n uid=2_237 \"Color:\"\n uid=2_238 radio \"black\" checked\n uid=2_239 radio \"navy\"\n uid=2_240 radio \"carbon\"\n uid=2_241 radio \"khaki\"\n uid=2_242 button \"Add Khaki Straight Twill Chino Pant to wishlist\"\n uid=2_243 button \"Quick add modal Khaki Straight Twill Chino Pant\"\n uid=2_244 link \"Straight Twill Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/khaki-straight-twill-chino?_pos=12&_sid=1bb55f7de&_ss=r\"\n uid=2_246 \"Khaki\"\n uid=2_247 \"25% OFF\"\n uid=2_248 \"Original price\"\n uid=2_249 \"INRs. 7,950.00\"\n uid=2_250 \"Discounted price\"\n uid=2_251 \"INRs. 5,962.50\"\n uid=2_252 generic\n uid=2_253 \"Final Sale - No Returns\"\n uid=2_254 \"Color:\"\n uid=2_255 radio \"khaki\" checked\n uid=2_256 radio \"navy\"\n uid=2_257 radio \"dark oak\"\n uid=2_258 radio \"centurion\"\n uid=2_259 radio \"meadow\"\n uid=2_260 button \"Add Black Slim Twill Chino Pant to wishlist\"\n uid=2_261 button \"Quick add modal Black Slim Twill Chino Pant\"\n uid=2_262 link \"Slim Twill Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/black-slim-twill-chino?_pos=11&_sid=1bb55f7de&_ss=r\"\n uid=2_264 \"Black\"\n uid=2_265 \"25% OFF\"\n uid=2_266 \"Original price\"\n uid=2_267 \"INRs. 7,950.00\"\n uid=2_268 \"Discounted price\"\n uid=2_269 \"INRs. 5,962.50\"\n uid=2_270 generic\n uid=2_271 \"Final Sale - No Returns\"\n uid=2_272 \"Color:\"\n uid=2_273 radio \"black\" checked\n uid=2_274 radio \"navy\"\n uid=2_275 radio \"dark oak\"\n uid=2_276 radio \"khaki\"\n uid=2_277 radio \"meadow\"\n uid=2_278 link \"+1\" url=\"https://www.trueclassictees.com/en-in/products/black-slim-twill-chino?_pos=11&_sid=1bb55f7de&_ss=r\"\n uid=2_280 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_281 heading \"CUSTOMER REVIEWS\" level=\"2\"\n uid=2_282 region \"Rated 4.5 out of 5 stars Based on 121 reviews\"\n uid=2_283 \"4.5\"\n uid=2_284 \"Rated 4.5 out of 5 stars\"\n uid=2_285 \"Based on 121 reviews\"\n uid=2_286 button \"Total 5 star reviews: 94. Filter by 5 star reviews\"\n uid=2_287 button \"Total 4 star reviews: 11. Filter by 4 star reviews\"\n uid=2_288 button \"Total 3 star reviews: 4. Filter by 3 star reviews\"\n uid=2_289 button \"Total 2 star reviews: 1. Filter by 2 star reviews\"\n uid=2_290 button \"Total 1 star reviews: 11. Filter by 1 star reviews\"\n uid=2_291 status atomic live=\"polite\" relevant=\"additions text\"\n uid=2_292 \"EQ\"\n uid=2_293 \"Edward Q.\"\n uid=2_294 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=2_295 \"I recommend this product\"\n uid=2_296 \"Weight Range\"\n uid=2_297 \"151 - 175 lbs / 69-79 kg\"\n uid=2_298 \"Usual Size\"\n uid=2_299 \"M\"\n uid=2_300 \"Size Purchased\"\n uid=2_301 \"M\"\n uid=2_302 \"Height\"\n uid=2_303 \"5'6-5'9 / 166-175 cm\"\n uid=2_304 \"Rated 5 out of 5 stars\"\n uid=2_305 \"1 week ago\"\n uid=2_306 heading \"Chinos\" level=\"2\"\n uid=2_307 \"Excellent fit and fabric.Great customer service and prompt delivery\"\n uid=2_308 \"M\"\n uid=2_309 \"Muhota\"\n \"\ue909\"\n uid=2_310 \"I recommend this product\"\n uid=2_311 \"Rated 5 out of 5 stars\"\n uid=2_312 \"1 month ago\"\n uid=2_313 heading \"5 Stars\" level=\"2\"\n uid=2_314 \"Perfect fit nice and stretchy and comfortable even for a long legged guy like me\"\n uid=2_315 \"O\"\n uid=2_316 \"OSCAR\"\n \"\ue909\"\n uid=2_317 \"I recommend this product\"\n uid=2_318 \"Rated 5 out of 5 stars\"\n uid=2_319 \"1 month ago\"\n uid=2_320 heading \"5 Stars\" level=\"2\"\n uid=2_321 \"Todo excelente\"\n uid=2_322 \"RM\"\n uid=2_323 \"Ra\u00fal M. d. l. O. S.\"\n uid=2_324 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=2_325 \"I recommend this product\"\n uid=2_326 \"Rated 5 out of 5 stars\"\n uid=2_327 \"2 months ago\"\n uid=2_328 heading \"Excellent fit and design\" level=\"2\"\n uid=2_329 \"Very comfortable and versatile\"\n uid=2_330 \"Translated from Spanish\"\n uid=2_331 button \"Show original\"\n uid=2_332 \"JK\"\n uid=2_333 \"JANE K.\"\n uid=2_334 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=2_335 \"I recommend this product\"\n uid=2_336 \"Rated 5 out of 5 stars\"\n uid=2_337 \"2 months ago\"\n uid=2_338 heading \"Great fit lightweight crease proof!\" level=\"2\"\n uid=2_339 \"Fit nicely comfortable seem to be everything they advertise\"\n " } ], "final": "It's sold out, so you can't add it to the cart.\n\nAfter I picked Slim fit, 2-Pack, Black/Khaki, waist 30 and length 28L, the Add to Cart button was gone. In its place was an \"Enter Your Email\" box and a \"Notify Me When Available\" button for back-in-stock alerts. The 28L option was also greyed out once waist 30 was selected.\n\nThe site sent me to its India store (en-in), so stock might be different in other regions.", "secs": 36.9, "totals": { "input": 16, "cache_read": 147942, "cache_write": 37491, "output": 900, "input_all": 185449 } }, { "setup": "devtools-mcp-nojs", "run": "r1", "task": "wiki-follow-link", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 135, "output": 114, "stop": "tool_use" }, { "input": 2, "cache_read": 10437, "cache_write": 200, "output": 52, "stop": "tool_use" }, { "input": 2, "cache_read": 10637, "cache_write": 48418, "output": 223, "stop": "tool_use" }, { "input": 2, "cache_read": 59055, "cache_write": 61308, "output": 145, "stop": "end_turn" } ], "tool_calls": [ { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://en.wikipedia.org/wiki/Web_scraping" }, "chars": 162, "images": 0, "error": false, "secs": 1.69, "text": "Successfully navigated to https://en.wikipedia.org/wiki/Web_scraping.\n## Pages\n1: Web scraping - Wikipedia (https://en.wikipedia.org/wiki/Web_scraping) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 101592, "images": 0, "error": false, "secs": 0.07, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"Web scraping - Wikipedia\" url=\"https://en.wikipedia.org/wiki/Web_scraping\"\n uid=1_1 generic live=\"polite\" relevant=\"additions text\"\n uid=1_2 link \"Jump to content\" url=\"https://en.wikipedia.org/wiki/Web_scraping#bodyContent\"\n uid=1_4 banner\n uid=1_5 navigation \"Site\"\n uid=1_6 button \"Main menu\" haspopup=\"menu\"\n uid=1_7 link \"Wikipedia The Free Encyclopedia\" url=\"https://en.wikipedia.org/wiki/Main_Page\"\n uid=1_8 image \"Wikipedia\" url=\"https://en.wikipedia.org/static/images/mobile/copyright/wikipedia-wordmark-en-25.svg\"\n uid=1_9 image \"The Free Encyclopedia\" url=\"https://en.wikipedia.org/static/images/mobile/copyright/wikipedia-tagline-en-25.svg\"\n uid=1_10 search\n uid=1_11 form\n uid=1_12 searchbox \"Search Wikipedia\" description=\"Search Wikipedia [ctrl-option-f]\" keyshortcuts=\"Ctrl+Alt+f\"\n uid=1_13 button \"Search\"\n uid=1_14 navigation \"Personal tools\"\n uid=1_15 link \"Donate\" url=\"https://donate.wikimedia.org/?wmf_source=donate&wmf_medium=sidebar&wmf_campaign=en.wikipedia.org&uselang=en\"\n uid=1_17 link \"Create account\" description=\"You are encouraged to create an account and log in; however, it is not mandatory\" url=\"https://en.wikipedia.org/w/index.php?title=Special:CreateAccount&returnto=Web+scraping\"\n uid=1_19 link \"Log in\" description=\"You're encouraged to log in; however, it's not mandatory. [ctrl-option-o]\" keyshortcuts=\"Ctrl+Alt+o\" url=\"https://en.wikipedia.org/w/index.php?title=Special:UserLogin&returnto=Web+scraping\"\n uid=1_21 navigation \"Contents\"\n uid=1_22 heading \"Contents\" level=\"2\"\n uid=1_23 button \"Hide Contents\"\n uid=1_24 link \"(Top)\" url=\"https://en.wikipedia.org/wiki/Web_scraping#\"\n uid=1_26 link \"History\" url=\"https://en.wikipedia.org/wiki/Web_scraping#History\"\n uid=1_28 link \"Techniques\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Techniques\"\n uid=1_30 button \"Toggle Techniques subsection\" expandable expanded\n uid=1_31 link \"Human copy-and-paste\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Human_copy-and-paste\"\n uid=1_33 link \"Text pattern matching\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Text_pattern_matching\"\n uid=1_35 link \"HTTP programming\" url=\"https://en.wikipedia.org/wiki/Web_scraping#HTTP_programming\"\n uid=1_37 link \"HTML parsing\" url=\"https://en.wikipedia.org/wiki/Web_scraping#HTML_parsing\"\n uid=1_39 link \"DOM parsing\" url=\"https://en.wikipedia.org/wiki/Web_scraping#DOM_parsing\"\n uid=1_41 link \"Vertical aggregation\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Vertical_aggregation\"\n uid=1_43 link \"Semantic annotation recognizing\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Semantic_annotation_recognizing\"\n uid=1_45 link \"Computer vision web-page analysis\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Computer_vision_web-page_analysis\"\n uid=1_47 link \"Legal issues\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Legal_issues\"\n uid=1_49 button \"Toggle Legal issues subsection\" expandable expanded\n uid=1_50 link \"United States\" url=\"https://en.wikipedia.org/wiki/Web_scraping#United_States\"\n uid=1_52 link \"European Union\" url=\"https://en.wikipedia.org/wiki/Web_scraping#European_Union\"\n uid=1_54 link \"Australia\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Australia\"\n uid=1_56 link \"India\" url=\"https://en.wikipedia.org/wiki/Web_scraping#India\"\n uid=1_58 link \"Methods to prevent web scraping\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Methods_to_prevent_web_scraping\"\n uid=1_60 link \"See also\" url=\"https://en.wikipedia.org/wiki/Web_scraping#See_also\"\n uid=1_62 link \"References\" url=\"https://en.wikipedia.org/wiki/Web_scraping#References\"\n uid=1_64 main\n uid=1_65 heading \"Web scraping\" level=\"1\"\n uid=1_66 button \"22 languages\" description=\"Go to an article in another language. Available in 22 languages\" haspopup=\"menu\"\n uid=1_67 navigation \"Namespaces\"\n uid=1_68 link \"Article\" description=\"View the content page [ctrl-option-c]\" keyshortcuts=\"Ctrl+Alt+c\" url=\"https://en.wikipedia.org/wiki/Web_scraping\"\n uid=1_70 link \"Talk\" description=\"Discuss improvements to the content page [ctrl-option-t]\" keyshortcuts=\"Ctrl+Alt+t\" url=\"https://en.wikipedia.org/wiki/Talk:Web_scraping\"\n uid=1_72 navigation \"Views\"\n uid=1_73 link \"Read\" url=\"https://en.wikipedia.org/wiki/Web_scraping\"\n uid=1_75 link \"Edit\" description=\"Edit this page [ctrl-option-e]\" keyshortcuts=\"Ctrl+Alt+e\" url=\"https://en.wikipedia.org/w/index.php?title=Web_scraping&action=edit\"\n uid=1_77 link \"View history\" description=\"Past revisions of this page [ctrl-option-h]\" keyshortcuts=\"Ctrl+Alt+h\" url=\"https://en.wikipedia.org/w/index.php?title=Web_scraping&action=history\"\n uid=1_79 navigation \"Page tools\"\n uid=1_80 button \"Tools\" haspopup=\"menu\"\n uid=1_81 navigation \"Appearance\"\n uid=1_82 \"Appearance\"\n uid=1_83 button \"Hide Appearance\"\n uid=1_84 \"Text\"\n uid=1_85 form\n uid=1_86 radio \"Small\"\n uid=1_87 \"Small\"\n uid=1_88 radio \"Standard\" checked\n uid=1_89 \"Standard\"\n uid=1_90 radio \"Large\"\n uid=1_91 \"Large\"\n uid=1_92 \"Width\"\n uid=1_93 form\n uid=1_94 radio \"Standard\" checked\n uid=1_95 \"Standard\"\n uid=1_96 radio \"Wide\"\n uid=1_97 \"Wide\"\n uid=1_98 \"Color\"\n uid=1_99 form\n uid=1_100 radio \"Automatic\"\n uid=1_101 \"Automatic\"\n uid=1_102 radio \"Light\" checked\n uid=1_103 \"Light\"\n uid=1_104 radio \"Dark\"\n uid=1_105 \"Dark\"\n uid=1_106 \"From Wikipedia, the free encyclopedia\"\n uid=1_107 \"For broader coverage of this topic, see \"\n uid=1_108 link \"Data scraping\" url=\"https://en.wikipedia.org/wiki/Data_scraping\"\n uid=1_110 \".\"\n uid=1_111 \"\"Web scraper\" redirects here. For websites that scrape content, see \"\n uid=1_112 link \"Scraper site\" url=\"https://en.wikipedia.org/wiki/Scraper_site\"\n uid=1_114 \".\"\n uid=1_115 link \"icon\" url=\"https://en.wikipedia.org/wiki/File:Question_book-new.svg\"\n uid=1_116 image \"icon\" url=\"https://thumb.wikimedia.org/wikipedia/en/thumb/9/99/Question_book-new.svg/60px-Question_book-new.svg.png?utm_source=en.wikipedia.org&utm_campaign=parser&utm_content=thumbnail\"\n uid=1_117 \"This article \"\n uid=1_118 \"needs \"\n uid=1_119 link \"more citations\" description=\"Wikipedia:Verifiability\" url=\"https://en.wikipedia.org/wiki/Wikipedia:Verifiability\"\n uid=1_121 \".\"\n uid=1_122 \" Please help \"\n uid=1_123 link \"improve this article\" description=\"Special:EditPage/Web scraping\" url=\"https://en.wikipedia.org/wiki/Special:EditPage/Web_scraping\"\n uid=1_125 \" by \"\n uid=1_126 link \"adding citations to reliable sources\" description=\"Help:Referencing for beginners\" url=\"https://en.wikipedia.org/wiki/Help:Referencing_for_beginners\"\n uid=1_128 \". Unsourced material may be challenged and \"\n uid=1_129 link \"removed\" description=\"Wikipedia:Verifiability\" url=\"https://en.wikipedia.org/wiki/Wikipedia:Verifiability#Burden_of_evidence\"\n uid=1_131 \".\"\n uid=1_132 LineBreak \"\n\"\n uid=1_133 \"Find sources:\"\n uid=1_134 \"\u00a0\"\n uid=1_135 link \"\"Web scraping\"\" url=\"https://www.google.com/search?as_eq=wikipedia&q=%22Web+scraping%22\"\n uid=1_137 \"\u00a0\"\n uid=1_138 \"\u2013\"\n uid=1_139 \"\u00a0\"\n uid=1_140 link \"news\" url=\"https://www.google.com/search?tbm=nws&q=%22Web+scraping%22+-wikipedia&tbs=ar:1\"\n uid=1_142 \"\u00a0\"\n uid=1_143 \"\u00b7\"\n uid=1_144 \" \"\n uid=1_145 link \"newspapers\" url=\"https://www.google.com/search?&q=%22Web+scraping%22&tbs=bkt:s&tbm=bks\"\n uid=1_147 \"\u00a0\"\n uid=1_148 \"\u00b7\"\n uid=1_149 \" \"\n uid=1_150 link \"books\" url=\"https://www.google.com/search?tbs=bks:1&q=%22Web+scraping%22+-wikipedia\"\n uid=1_152 \"\u00a0\"\n uid=1_153 \"\u00b7\"\n uid=1_154 \" \"\n uid=1_155 link \"scholar\" url=\"https://scholar.google.com/scholar?q=%22Web+scraping%22\"\n uid=1_157 \"\u00a0\"\n uid=1_158 \"\u00b7\"\n uid=1_159 \" \"\n uid=1_160 link \"JSTOR\" url=\"https://www.jstor.org/action/doBasicSearch?Query=%22Web+scraping%22&acc=on&wc=on\"\n uid=1_162 \" \"\n uid=1_163 \"(\"\n uid=1_164 \"April 2023\"\n uid=1_165 \")\"\n uid=1_166 \" (\"\n uid=1_167 link \"Learn how and when to remove this message\" description=\"Help:Maintenance template removal\" url=\"https://en.wikipedia.org/wiki/Help:Maintenance_template_removal\"\n uid=1_169 \")\"\n uid=1_170 \"Web scraping\"\n uid=1_171 \", \"\n uid=1_172 \"web harvesting\"\n uid=1_173 \", or \"\n uid=1_174 \"web data extraction\"\n uid=1_175 \" is \"\n uid=1_176 link \"data scraping\" description=\"Data scraping\" url=\"https://en.wikipedia.org/wiki/Data_scraping\"\n uid=1_178 \" used for \"\n uid=1_179 link \"extracting data\" description=\"Data extraction\" url=\"https://en.wikipedia.org/wiki/Data_extraction\"\n uid=1_181 \" from \"\n uid=1_182 link \"websites\" description=\"Website\" url=\"https://en.wikipedia.org/wiki/Website\"\n uid=1_184 \".\"\n uid=1_185 link \"[1]\" url=\"https://en.wikipedia.org/wiki/Web_scraping#cite_note-1\"\n uid=1_189 \" Web scraping software may directly access the \"\n uid=1_190 link \"World Wide Web\" url=\"https://en.wikipedia.org/wiki/World_Wide_Web\"\n uid=1_192 \" using the \"\n uid=1_193 link \"Hypertext Transfer Protocol\" url=\"https://en.wikipedia.org/wiki/Hypertext_Transfer_Protocol\"\n uid=1_195 \" or a web browser. While web scraping can be done manually by a software user, the term typically refers to automated processes implemented using a \"\n uid=1_196 link \"bot\" description=\"Internet bot\" url=\"https://en.wikipedia.org/wiki/Internet_bot\"\n uid=1_198 \" or \"\n uid=1_199 link \"web crawler\" description=\"Web crawler\" url=\"https://en.wikipedia.org/wiki/Web_crawler\"\n uid=1_201 \". It is a form of copying in which specific data is gathered and copied from the web, typically into a central local \"\n uid=1_202 link \"database\" description=\"Database\" url=\"https://en.wikipedia.org/wiki/Database\"\n uid=1_204 \" or \"\n uid=1_205 link \"spreadsheet\" description=\"Spreadsheet\" url=\"https://en.wikipedia.org/wiki/Spreadsheet\"\n uid=1_207 \", for later \"\n uid=1_208 link \"retrieval\" description=\"Data retrieval\" url=\"https://en.wikipedia.org/wiki/Data_retrieval\"\n uid=1_210 \" or \"\n uid=1_211 link \"analysis\" description=\"Data analysis\" url=\"https://en.wikipedia.org/wiki/Data_analysis\"\n uid=1_213 \".\"\n uid=1_214 \"Scraping a web page involves fetching it and then extracting data from it. Fetching is the downloading of a page (which a browser does when a user views a page). Therefore, web crawling is a main component of web scraping, to fetch pages for later processing. Having fetched, extraction can take place. The content of a page may be \"\n uid=1_215 link \"parsed\" description=\"Parsing\" url=\"https://en.wikipedia.org/wiki/Parsing\"\n uid=1_217 \", searched and reformatted, and its data copied into a spreadsheet or loaded into a database. Web scrapers typically take something out of a page, to make use of it for another purpose somewhere else. An example would be finding and copying names and telephone numbers, companies and their URLs, or e-mail addresses to a list (contact scraping). Another example is collecting competitors product prices for marketing purposes, which can involve gathering large-scale pricing datasets from e-commerce websites and analysing them using data science techniques such as trend analysis, predictive modelling, and competitive benchmarking.\"\n uid=1_218 link \"Contact scraping\" url=\"https://en.wikipedia.org/wiki/Contact_scraping\"\n uid=1_220 \" is a type of web scraping that is used as a component of applications used for \"\n uid=1_221 link \"web indexing\" description=\"Web indexing\" url=\"https://en.wikipedia.org/wiki/Web_indexing\"\n uid=1_223 \", \"\n uid=1_224 link \"web mining\" description=\"Web mining\" url=\"https://en.wikipedia.org/wiki/Web_mining\"\n uid=1_226 \" and \"\n uid=1_227 link \"data mining\" description=\"Data mining\" url=\"https://en.wikipedia.org/wiki/Data_mining\"\n uid=1_229 \", online price change monitoring and \"\n uid=1_230 link \"price comparison\" description=\"Comparison shopping website\" url=\"https://en.wikipedia.org/wiki/Comparison_shopping_website\"\n uid=1_232 \", product review scraping (to watch the competition), gathering real estate listings, weather data monitoring, \"\n uid=1_233 link \"website change detection\" description=\"Change detection and notification\" url=\"https://en.wikipedia.org/wiki/Change_detection_and_notification\"\n uid=1_235 \", research, tracking online presence and reputation, \"\n uid=1_236 link \"web mashup\" description=\"Web mashup\" url=\"https://en.wikipedia.org/wiki/Web_mashup\"\n uid=1_238 \", and \"\n uid=1_239 link \"web data integration\" description=\"Web data integration\" url=\"https://en.wikipedia.org/wiki/Web_data_integration\"\n uid=1_241 \".\"\n uid=1_242 link \"Web pages\" description=\"Web page\" url=\"https://en.wikipedia.org/wiki/Web_page\"\n uid=1_244 \" are built using text-based \"\n uid=1_245 link \"markup languages\" description=\"Markup languages\" url=\"https://en.wikipedia.org/wiki/Markup_languages\"\n uid=1_247 \" (\"\n uid=1_248 link \"HTML\" url=\"https://en.wikipedia.org/wiki/HTML\"\n uid=1_250 \" and \"\n uid=1_251 link \"XHTML\" url=\"https://en.wikipedia.org/wiki/XHTML\"\n uid=1_253 \"), and frequently contain a wealth of data in text form. However, most web pages are designed for human \"\n uid=1_254 link \"end-users\" description=\"End-user (computer science)\" url=\"https://en.wikipedia.org/wiki/End-user_(computer_science)\"\n uid=1_256 \" and not for ease of automated use. As a result, specialized tools and software have been developed to facilitate the scraping of web pages. Web scraping applications include \"\n uid=1_257 link \"market research\" description=\"Market research\" url=\"https://en.wikipedia.org/wiki/Market_research\"\n uid=1_259 \", price comparison, content monitoring and \"\n uid=1_260 link \"artificial intelligence\" description=\"Artificial intelligence\" url=\"https://en.wikipedia.org/wiki/Artificial_intelligence\"\n uid=1_262 \". Businesses rely on web scraping services to efficiently gather and use this data.\"\n uid=1_263 \"There are methods that some websites use to prevent web scraping, such as detecting and disallowing bots from crawling (viewing) their pages. In response, web scraping systems use techniques involving \"\n uid=1_264 link \"DOM\" description=\"Document Object Model\" url=\"https://en.wikipedia.org/wiki/Document_Object_Model\"\n uid=1_266 \" parsing, \"\n uid=1_267 link \"computer vision\" description=\"Computer vision\" url=\"https://en.wikipedia.org/wiki/Computer_vision\"\n uid=1_269 \" and \"\n uid=1_270 link \"natural language processing\" description=\"Natural language processing\" url=\"https://en.wikipedia.org/wiki/Natural_language_processing\"\n uid=1_272 \" to simulate human-like browsing to enable gathering web page content for offline parsing.\"\n uid=1_273 region \"History\"\n uid=1_274 heading \"History\" level=\"2\"\n uid=1_275 link \"edit\" description=\"Edit section: History\" url=\"https://en.wikipedia.org/w/index.php?title=Web_scraping&action=edit§ion=1\"\n uid=1_277 \"After the \"\n uid=1_278 link \"birth of the World Wide Web\" description=\"History of the World Wide Web\" url=\"https://en.wikipedia.org/wiki/History_of_the_World_Wide_Web\"\n uid=1_280 \" in 1989, the first web robot,\"\n uid=1_281 link \"[2]\" url=\"https://en.wikipedia.org/wiki/Web_scraping#cite_note-2\"\n uid=1_285 \" \"\n uid=1_286 link \"World Wide Web Wanderer\" url=\"https://en.wikipedia.org/wiki/World_Wide_Web_Wanderer\"\n uid=1_288 \", was created in June 1993, which was intended only to measure the size of the web.\"\n uid=1_289 \"In December 1993, the first crawler-based web search engine, \"\n uid=1_290 link \"JumpStation\" url=\"https://en.wikipedia.org/wiki/JumpStation\"\n uid=1_292 \", was launched.\"\n uid=1_293 \"[\"\n uid=1_294 link \"citation needed\" description=\"Wikipedia:Citation needed\" url=\"https://en.wikipedia.org/wiki/Wikipedia:Citation_needed\"\n uid=1_296 \"]\"\n uid=1_297 \" As there were fewer websites available on the web, search engines at that time used to rely on human administrators to collect and format links. In comparison, Jump Station was the first WWW search engine to rely on a web robot.\"\n uid=1_298 \"In 2000, the first Web \"\n uid=1_299 link \"API\" url=\"https://en.wikipedia.org/wiki/API\"\n uid=1_301 \" and \"\n uid=1_302 link \"API\" url=\"https://en.wikipedia.org/wiki/API\"\n uid=1_304 \" crawler were created. In 2000, \"\n uid=1_305 link \"Salesforce\" description=\"Salesforce.com\" url=\"https://en.wikipedia.org/wiki/Salesforce.com\"\n uid=1_307 \" and \"\n uid=1_308 link \"eBay\" description=\"EBay\" url=\"https://en.wikipedia.org/wiki/EBay\"\n uid=1_310 \" launched their own API, with which programmers could access and download some of the data available to the public.\"\n uid=1_311 link \"[3]\" url=\"https://en.wikipedia.org/wiki/Web_scraping#cite_note-3\"\n uid=1_315 \" Since then, many websites offer web APIs for people to access their public database.\"\n uid=1_316 \"In the mid 2020s, the web scrapers of \"\n uid=1_317 link \"LLM\" description=\"Large language model\" url=\"https://en.wikipedia.org/wiki/Large_language_model\"\n uid=1_319 \" vendors have become a major source of web traffic, using distributed web crawling to avoid detection.\"\n uid=1_320 link \"[4]\" url=\"https://en.wikipedia.org/wiki/Web_scraping#cite_note-4\"\n uid=1_324 link \"[5]\" url=\"https://en.wikipedia.org/wiki/Web_scraping#cite_note-:0-5\"\n uid=1_328 link \"[6]\" url=\"https://en.wikipedia.org/wiki/Web_scraping#cite_note-6\"\n uid=1_332 region \"Techniques\"\n uid=1_333 heading \"Techniques\" level=\"2\"\n uid=1_334 link \"edit\" description=\"Edit section: Techniques\" url=\"https://en.wikipedia.org/w/index.php?title=Web_scraping&action=edit§ion=2\"\n uid=1_336 \"This section \"\n uid=1_337 \"contains \"\n uid=1_338 link \"instructions or advice\" description=\"Wikipedia:What Wikipedia is not\" url=\"https://en.wikipedia.org/wiki/Wikipedia:What_Wikipedia_is_not#GUIDE\"\n uid=1_340 \".\"\n uid=1_341 \" Wikipedia is not a guidebook; please help \"\n uid=1_342 link \"rewrite such content\" url=\"https://en.wikipedia.org/w/index.php?title=Web_scraping&action=edit\"\n uid=1_344 \" to be encyclopedic or move it to \"\n uid=1_345 link \"Wikiversity\" description=\"v:\" url=\"https://en.wikiversity.org/wiki/\"\n uid=1_347 \", \"\n uid=1_348 link \"Wikibooks\" description=\"b:\" url=\"https://en.wikibooks.org/wiki/\"\n uid=1_350 \", or \"\n uid=1_351 link \"Wikivoyage\" description=\"voy:\" url=\"https://en.wikivoyage.org/wiki/\"\n uid=1_353 \".\"\n uid=1_354 \" \"\n uid=1_355 \"(\"\n uid=1_356 \"October 2025\"\n uid=1_357 \")\"\n uid=1_358 \" (\"\n uid=1_359 link \"Learn how and when to remove this message\" description=\"Help:Maintenance template removal\" url=\"https://en.wikipedia.org/wiki/Help:Maintenance_template_removal\"\n uid=1_361 \")\"\n uid=1_362 \"Data extraction techniques range from manual collection to sophisticated automated systems. Web scraping tools can be code-based or no-code. Commercial no-code tools such as Octoparse, Import.io, ParseHub, and WebHarvy use visual interfaces to configure data collection.\"\n uid=1_363 link \"[7]\" url=\"https://en.wikipedia.org/wiki/Web_scraping#cite_note-7\"\n uid=1_367 \" Advanced methods analyze the underlying structure of web pages to transform unstructured content into a \"\n uid=1_368 link \"machine-readable format\" description=\"Machine-readable medium and data\" url=\"https://en.wikipedia.org/wiki/Machine-readable_medium_and_data\"\n uid=1_370 \". These techniques use \"\n uid=1_371 link \"text processing\" description=\"Text processing\" url=\"https://en.wikipedia.org/wiki/Text_processing\"\n uid=1_373 \" or \"\n uid=1_374 link \"artificial intelligence\" description=\"Artificial intelligence\" url=\"https://en.wikipedia.org/wik" }, { "name": "click", "input": { "pageId": 1, "uid": "1_828" }, "chars": 95, "images": 0, "error": false, "secs": 0.52, "text": "Successfully clicked on the element\nPage navigated to https://en.wikipedia.org/wiki/Robots.txt." }, { "name": "wait_for", "input": { "pageId": 1, "text": [ "History" ] }, "chars": 121843, "images": 0, "error": false, "secs": 0.12, "text": "Element matching one of [\"History\"] found.\n## Latest page snapshot\nuid=2_0 RootWebArea \"robots.txt - Wikipedia\" url=\"https://en.wikipedia.org/wiki/Robots.txt\"\n uid=2_1 generic live=\"polite\" relevant=\"additions text\"\n uid=2_2 link \"Jump to content\" url=\"https://en.wikipedia.org/wiki/Robots.txt#bodyContent\"\n uid=2_4 banner\n uid=2_5 navigation \"Site\"\n uid=2_6 button \"Main menu\" haspopup=\"menu\"\n uid=2_7 link \"Wikipedia The Free Encyclopedia\" url=\"https://en.wikipedia.org/wiki/Main_Page\"\n uid=2_8 image \"Wikipedia\" url=\"https://en.wikipedia.org/static/images/mobile/copyright/wikipedia-wordmark-en-25.svg\"\n uid=2_9 image \"The Free Encyclopedia\" url=\"https://en.wikipedia.org/static/images/mobile/copyright/wikipedia-tagline-en-25.svg\"\n uid=2_10 search\n uid=2_11 form\n uid=2_12 searchbox \"Search Wikipedia\" description=\"Search Wikipedia [ctrl-option-f]\" keyshortcuts=\"Ctrl+Alt+f\"\n uid=2_13 button \"Search\"\n uid=2_14 navigation \"Personal tools\"\n uid=2_15 link \"Donate\" url=\"https://donate.wikimedia.org/?wmf_source=donate&wmf_medium=sidebar&wmf_campaign=en.wikipedia.org&uselang=en\"\n uid=2_17 link \"Create account\" description=\"You are encouraged to create an account and log in; however, it is not mandatory\" url=\"https://en.wikipedia.org/w/index.php?title=Special:CreateAccount&returnto=Robots.txt\"\n uid=2_19 link \"Log in\" description=\"You're encouraged to log in; however, it's not mandatory. [ctrl-option-o]\" keyshortcuts=\"Ctrl+Alt+o\" url=\"https://en.wikipedia.org/w/index.php?title=Special:UserLogin&returnto=Robots.txt\"\n uid=2_21 navigation \"Contents\"\n uid=2_22 heading \"Contents\" level=\"2\"\n uid=2_23 button \"Hide Contents\"\n uid=2_24 link \"(Top)\" url=\"https://en.wikipedia.org/wiki/Robots.txt#\"\n uid=2_26 link \"History\" url=\"https://en.wikipedia.org/wiki/Robots.txt#History\"\n uid=2_28 link \"Standard\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Standard\"\n uid=2_30 link \"Compliance\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Compliance\"\n uid=2_32 button \"Toggle Compliance subsection\" expandable expanded\n uid=2_33 link \"Search engines\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Search_engines\"\n uid=2_35 link \"Archival sites\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Archival_sites\"\n uid=2_37 link \"Artificial intelligence\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Artificial_intelligence\"\n uid=2_39 link \"Security\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Security\"\n uid=2_41 link \"Alternatives\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Alternatives\"\n uid=2_43 link \"Examples\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Examples\"\n uid=2_45 button \"Toggle Examples subsection\" expandable expanded\n uid=2_46 link \"The use of the wildcard * in rules\" url=\"https://en.wikipedia.org/wiki/Robots.txt#The_use_of_the_wildcard_*_in_rules\"\n uid=2_48 link \"Nonstandard extensions\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Nonstandard_extensions\"\n uid=2_50 button \"Toggle Nonstandard extensions subsection\" expandable expanded\n uid=2_51 link \"Crawl-delay directive\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Crawl-delay_directive\"\n uid=2_53 link \"Sitemap\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Sitemap\"\n uid=2_55 link \"Universal \"*\" match\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Universal_%22*%22_match\"\n uid=2_57 link \"Content-Signal\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Content-Signal\"\n uid=2_59 link \"Meta tags and headers\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Meta_tags_and_headers\"\n uid=2_61 button \"Toggle Meta tags and headers subsection\" expandable expanded\n uid=2_62 link \"A \"noindex\" meta tag\" url=\"https://en.wikipedia.org/wiki/Robots.txt#A_%22noindex%22_meta_tag\"\n uid=2_64 link \"A \"noindex\" HTTP response header\" url=\"https://en.wikipedia.org/wiki/Robots.txt#A_%22noindex%22_HTTP_response_header\"\n uid=2_66 link \"Maximum size of a robots.txt file\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Maximum_size_of_a_robots.txt_file\"\n uid=2_68 link \"See also\" url=\"https://en.wikipedia.org/wiki/Robots.txt#See_also\"\n uid=2_70 link \"References\" url=\"https://en.wikipedia.org/wiki/Robots.txt#References\"\n uid=2_72 link \"Further reading\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Further_reading\"\n uid=2_74 link \"External links\" url=\"https://en.wikipedia.org/wiki/Robots.txt#External_links\"\n uid=2_76 main\n uid=2_77 heading \"robots.txt\" level=\"1\"\n uid=2_78 button \"28 languages\" description=\"Go to an article in another language. Available in 28 languages\" haspopup=\"menu\"\n uid=2_79 navigation \"Namespaces\"\n uid=2_80 link \"Article\" description=\"View the content page [ctrl-option-c]\" keyshortcuts=\"Ctrl+Alt+c\" url=\"https://en.wikipedia.org/wiki/Robots.txt\"\n uid=2_82 link \"Talk\" description=\"Discuss improvements to the content page [ctrl-option-t]\" keyshortcuts=\"Ctrl+Alt+t\" url=\"https://en.wikipedia.org/wiki/Talk:Robots.txt\"\n uid=2_84 navigation \"Views\"\n uid=2_85 link \"Read\" url=\"https://en.wikipedia.org/wiki/Robots.txt\"\n uid=2_87 link \"Edit\" description=\"Edit this page [ctrl-option-e]\" keyshortcuts=\"Ctrl+Alt+e\" url=\"https://en.wikipedia.org/w/index.php?title=Robots.txt&action=edit\"\n uid=2_89 link \"View history\" description=\"Past revisions of this page [ctrl-option-h]\" keyshortcuts=\"Ctrl+Alt+h\" url=\"https://en.wikipedia.org/w/index.php?title=Robots.txt&action=history\"\n uid=2_91 navigation \"Page tools\"\n uid=2_92 button \"Tools\" haspopup=\"menu\"\n uid=2_93 navigation \"Appearance\"\n uid=2_94 \"Appearance\"\n uid=2_95 button \"Hide Appearance\"\n uid=2_96 \"Text\"\n uid=2_97 form\n uid=2_98 radio \"Small\"\n uid=2_99 \"Small\"\n uid=2_100 radio \"Standard\" checked\n uid=2_101 \"Standard\"\n uid=2_102 radio \"Large\"\n uid=2_103 \"Large\"\n uid=2_104 \"Width\"\n uid=2_105 form\n uid=2_106 radio \"Standard\" checked\n uid=2_107 \"Standard\"\n uid=2_108 radio \"Wide\"\n uid=2_109 \"Wide\"\n uid=2_110 \"Color\"\n uid=2_111 form\n uid=2_112 radio \"Automatic\"\n uid=2_113 \"Automatic\"\n uid=2_114 radio \"Light\" checked\n uid=2_115 \"Light\"\n uid=2_116 radio \"Dark\"\n uid=2_117 \"Dark\"\n uid=2_118 \"Checked\"\n uid=2_119 link \"Page protected with pending changes\" description=\"All edits by unregistered and new users are subject to review prior to becoming visible to unregistered users\" url=\"https://en.wikipedia.org/wiki/Wikipedia:Protection_policy#pending\"\n uid=2_120 image \"Page protected with pending changes\" url=\"https://thumb.wikimedia.org/wikipedia/en/thumb/b/b7/Pending-protection-shackle.svg/20px-Pending-protection-shackle.svg.png?utm_source=en.wikipedia.org&utm_campaign=parser&utm_content=thumbnail\"\n uid=2_121 \"From Wikipedia, the free encyclopedia\"\n uid=2_122 \"(Redirected from \"\n uid=2_123 link \"Robots exclusion standard\" url=\"https://en.wikipedia.org/w/index.php?title=Robots_exclusion_standard&redirect=no\"\n uid=2_125 \")\"\n uid=2_126 LineBreak \"\n\"\n uid=2_127 \"robots.txt\"\n uid=2_128 \"Robots Exclusion Protocol\"\n uid=2_129 link \"Picture of text, reads: User-agent: Mallorybot Disallow: / User-agent: * Crawl-delay: 20 Disallow: /secret/\" url=\"https://en.wikipedia.org/wiki/File:Robots_txt.svg\"\n uid=2_130 image \"Picture of text, reads: User-agent: Mallorybot Disallow: / User-agent: * Crawl-delay: 20 Disallow: /secret/\" url=\"https://thumb.wikimedia.org/wikipedia/commons/thumb/1/16/Robots_txt.svg/250px-Robots_txt.svg.png?utm_source=en.wikipedia.org&utm_campaign=parser&utm_content=thumbnail\"\n uid=2_131 \"Example of a simple robots.txt file, indicating that a user-agent called \"Mallorybot\" is not allowed to crawl any of the website's pages, and that other user-agents cannot crawl more than one page every 20 seconds, and are not allowed to crawl the \"secret\" folder\"\n uid=2_132 \"Status\"\n uid=2_133 \"Proposed Standard\"\n uid=2_134 \"First published\"\n uid=2_135 \"1994 published, formally standardized in 2022\"\n uid=2_136 \"Authors\"\n uid=2_137 \"Martijn Koster (original author)\"\n uid=2_138 \"Gary Illyes, Henner Zeller, Lizzi Sassman (IETF contributors)\"\n uid=2_139 \"Website\"\n uid=2_140 link \"robotstxt .org\" url=\"https://robotstxt.org/\"\n uid=2_143 \", \"\n uid=2_144 link \"RFC 9309\" url=\"https://datatracker.ietf.org/doc/html/rfc9309\"\n uid=2_146 \"The \"\n uid=2_147 \"Robots Exclusion Protocol\"\n uid=2_148 \" (often referred to by the \"\n uid=2_149 link \"filename\" description=\"Filename\" url=\"https://en.wikipedia.org/wiki/Filename\"\n uid=2_151 \" used to implement it, \"\n uid=2_152 \"robots.txt\"\n uid=2_153 \") is a standard used by \"\n uid=2_154 link \"websites\" description=\"Website\" url=\"https://en.wikipedia.org/wiki/Website\"\n uid=2_156 \" to indicate to visiting \"\n uid=2_157 link \"web crawlers\" description=\"Web crawler\" url=\"https://en.wikipedia.org/wiki/Web_crawler\"\n uid=2_159 \" and other \"\n uid=2_160 link \"web robots\" description=\"Internet bot\" url=\"https://en.wikipedia.org/wiki/Internet_bot\"\n uid=2_162 \" which portions of the website they are allowed to visit.\"\n uid=2_163 \"The standard, developed in 1994, relies on \"\n uid=2_164 link \"voluntary compliance\" description=\"Voluntary compliance\" url=\"https://en.wikipedia.org/wiki/Voluntary_compliance\"\n uid=2_166 \". Malicious bots can use the file as a directory of which pages to visit, though standards bodies discourage countering this with \"\n uid=2_167 link \"security through obscurity\" description=\"Security through obscurity\" url=\"https://en.wikipedia.org/wiki/Security_through_obscurity\"\n uid=2_169 \". Some archival sites ignore robots.txt. The standard was used in the 1990s to mitigate \"\n uid=2_170 link \"server\" description=\"Server (computing)\" url=\"https://en.wikipedia.org/wiki/Server_(computing)\"\n uid=2_172 \" overload. In the 2020s, websites began denying bots that collect information for \"\n uid=2_173 link \"generative AI\" description=\"Generative AI\" url=\"https://en.wikipedia.org/wiki/Generative_AI\"\n uid=2_175 \".\"\n uid=2_176 \"The \"robots.txt\" file can be used in conjunction with \"\n uid=2_177 link \"sitemaps\" description=\"Sitemaps\" url=\"https://en.wikipedia.org/wiki/Sitemaps\"\n uid=2_179 \", another robot inclusion standard for websites.\"\n uid=2_180 region \"History\"\n uid=2_181 heading \"History\" level=\"2\"\n uid=2_182 link \"edit\" description=\"Edit section: History\" url=\"https://en.wikipedia.org/w/index.php?title=Robots.txt&action=edit§ion=1\"\n uid=2_184 \"The standard was proposed by \"\n uid=2_185 link \"Martijn Koster\" url=\"https://en.wikipedia.org/wiki/Martijn_Koster\"\n uid=2_187 \",\"\n uid=2_188 link \"[1]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-1\"\n uid=2_192 link \"[2]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-2\"\n uid=2_196 \" when working for \"\n uid=2_197 link \"Nexor\" description=\"Nexor (page does not exist)\" url=\"https://en.wikipedia.org/wiki/Nexor?action=edit&redlink=1\"\n uid=2_199 link \"[3]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-:0-3\"\n uid=2_203 \" in February 1994\"\n uid=2_204 link \"[4]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-4\"\n uid=2_208 \" on the \"\n uid=2_209 \"www-talk\"\n uid=2_210 \" mailing list, the main communication channel for WWW-related activities at the time. \"\n uid=2_211 link \"Charles Stross\" url=\"https://en.wikipedia.org/wiki/Charles_Stross\"\n uid=2_213 \" claims to have provoked Koster to suggest robots.txt, after he wrote a badly behaved web crawler that inadvertently caused a \"\n uid=2_214 link \"denial-of-service attack\" description=\"Denial-of-service attack\" url=\"https://en.wikipedia.org/wiki/Denial-of-service_attack\"\n uid=2_216 \" on Koster's server.\"\n uid=2_217 link \"[5]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-5\"\n uid=2_221 \"The standard, initially RobotsNotWanted.txt, allowed \"\n uid=2_222 link \"web developers\" description=\"Web developer\" url=\"https://en.wikipedia.org/wiki/Web_developer\"\n uid=2_224 \" to specify which bots should not access their website or which pages bots should not access. The internet was small enough in 1994 to maintain a complete list of all bots; \"\n uid=2_225 link \"server\" description=\"Server (computing)\" url=\"https://en.wikipedia.org/wiki/Server_(computing)\"\n uid=2_227 \" overload was a primary concern. By June 1994 it had become a \"\n uid=2_228 link \"de facto standard\" description=\"De facto standard\" url=\"https://en.wikipedia.org/wiki/De_facto_standard\"\n uid=2_231 \";\"\n uid=2_232 link \"[6]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-Verge-6\"\n uid=2_236 \" most complied, including those operated by search engines such as \"\n uid=2_237 link \"WebCrawler\" url=\"https://en.wikipedia.org/wiki/WebCrawler\"\n uid=2_239 \", \"\n uid=2_240 link \"Lycos\" url=\"https://en.wikipedia.org/wiki/Lycos\"\n uid=2_242 \", and \"\n uid=2_243 link \"AltaVista\" url=\"https://en.wikipedia.org/wiki/AltaVista\"\n uid=2_245 \".\"\n uid=2_246 link \"[7]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-sear_Robo-7\"\n uid=2_250 \"On July 1, 2019, Google announced the proposal of the Robots Exclusion Protocol as an official standard under \"\n uid=2_251 link \"Internet Engineering Task Force\" url=\"https://en.wikipedia.org/wiki/Internet_Engineering_Task_Force\"\n uid=2_253 \".\"\n uid=2_254 link \"[8]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-8\"\n uid=2_258 \" A proposed standard\"\n uid=2_259 link \"[9]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-rfc9309-9\"\n uid=2_263 \" was published in September 2022 as RFC 9309.\"\n uid=2_264 region \"Standard\"\n uid=2_265 heading \"Standard\" level=\"2\"\n uid=2_266 link \"edit\" description=\"Edit section: Standard\" url=\"https://en.wikipedia.org/w/index.php?title=Robots.txt&action=edit§ion=2\"\n uid=2_268 \"A site owner wishing to give instructions to web robots places a \"\n uid=2_269 link \"text file\" description=\"Text file\" url=\"https://en.wikipedia.org/wiki/Text_file\"\n uid=2_271 \" called \"\n uid=2_272 \"robots.txt\"\n uid=2_273 \" in the root of the web site hierarchy (e.g. \"\n uid=2_274 \"https://www.example.com/robots.txt\"\n uid=2_275 \"). This text file contains the instructions in a specific format (see examples below). Robots that choose to follow the instructions try to fetch this file and read the instructions before fetching any other file from the \"\n uid=2_276 link \"website\" description=\"Website\" url=\"https://en.wikipedia.org/wiki/Website\"\n uid=2_278 \". If this file does not exist, web robots assume that the website owner does not wish to place any limitations on crawling the entire site.\"\n uid=2_279 \"A robots.txt file contains instructions for bots indicating which web pages they can and cannot access. Robots.txt files are particularly important for web crawlers from search engines such as Google.\"\n uid=2_280 \"A robots.txt file on a website will function as a request that specified robots ignore specified files or directories when crawling a site. This might be, for example, out of a preference for privacy from search engine results, or the belief that the content of the selected directories might be misleading or irrelevant to the categorization of the site as a whole, or out of a desire that an application only operates on certain data. Links to pages listed in robots.txt can still appear in search results if they are linked to from a page that is crawled.\"\n uid=2_281 link \"[10]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-10\"\n uid=2_285 \" Because compliant crawlers cannot access the blocked page, search results may display only the URL or other information available from external sources, since the crawler cannot retrieve the page's content.\"\n uid=2_286 link \"[11]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-11\"\n uid=2_290 \"A robots.txt file covers one \"\n uid=2_291 link \"origin\" description=\"Same origin policy\" url=\"https://en.wikipedia.org/wiki/Same_origin_policy\"\n uid=2_293 \". For websites with multiple \"\n uid=2_294 link \"subdomains\" description=\"Subdomain\" url=\"https://en.wikipedia.org/wiki/Subdomain\"\n uid=2_296 \", each subdomain must have its own robots.txt file. If \"\n uid=2_297 \"example.com\"\n uid=2_298 \" had a robots.txt file but \"\n uid=2_299 \"foo.example.com\"\n uid=2_300 \" did not, the rules that would apply for \"\n uid=2_301 \"example.com\"\n uid=2_302 \" would not apply to \"\n uid=2_303 \"foo.example.com\"\n uid=2_304 \". In addition, each \"\n uid=2_305 link \"URI scheme\" description=\"List of URI schemes\" url=\"https://en.wikipedia.org/wiki/List_of_URI_schemes\"\n uid=2_307 \" and \"\n uid=2_308 link \"port\" description=\"Port (computer networking)\" url=\"https://en.wikipedia.org/wiki/Port_(computer_networking)\"\n uid=2_310 \" needs its own robots.txt file; \"\n uid=2_311 \"http://example.com/robots.txt\"\n uid=2_312 \" does not apply to pages under \"\n uid=2_313 \"http://example.com:8080/\"\n uid=2_314 \" or \"\n uid=2_315 \"https://example.com/\"\n uid=2_316 \".\"\n uid=2_317 region \"Compliance\"\n uid=2_318 heading \"Compliance\" level=\"2\"\n uid=2_319 link \"edit\" description=\"Edit section: Compliance\" url=\"https://en.wikipedia.org/w/index.php?title=Robots.txt&action=edit§ion=3\"\n uid=2_321 \"The robots.txt protocol is widely complied with by bot operators.\"\n uid=2_322 link \"[6]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-Verge-6\"\n uid=2_326 \"The robots.txt played a role in the 1999 legal case of \"\n uid=2_327 link \"eBay v. Bidder's Edge\" description=\"EBay v. Bidder's Edge\" url=\"https://en.wikipedia.org/wiki/EBay_v._Bidder's_Edge\"\n uid=2_329 \",\"\n uid=2_330 link \"[12]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-:1-12\"\n uid=2_334 \" where eBay attempted to block a bot that did not comply with robots.txt, and in May 2000 a court ordered the company operating the bot to stop crawling eBay's servers using any automatic means, by \"\n uid=2_335 link \"legal injunction\" description=\"Injunction\" url=\"https://en.wikipedia.org/wiki/Injunction\"\n uid=2_337 \" on the basis of \"\n uid=2_338 link \"trespassing\" description=\"Trespass to chattels\" url=\"https://en.wikipedia.org/wiki/Trespass_to_chattels\"\n uid=2_340 \".\"\n uid=2_341 link \"[13]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-case-13\"\n uid=2_345 link \"[14]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-14\"\n uid=2_349 link \"[12]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-:1-12\"\n uid=2_353 \" Bidder's Edge appealed the ruling, but agreed in March 2001 to drop the appeal, pay an undisclosed amount to eBay, and stop accessing eBay's auction information.\"\n uid=2_354 link \"[15]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-15\"\n uid=2_358 link \"[16]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-16\"\n uid=2_362 \"In 2007, \"\n uid=2_363 \"Healthcare Advocates v. Harding\"\n uid=2_364 \", a company was sued for accessing protected web pages archived via \"\n uid=2_365 link \"The Wayback Machine\" description=\"Wayback Machine\" url=\"https://en.wikipedia.org/wiki/Wayback_Machine\"\n uid=2_367 \", despite robots.txt rules that prevented those pages from being archived. A \"\n uid=2_368 link \"Pennsylvania\" url=\"https://en.wikipedia.org/wiki/Pennsylvania\"\n uid=2_370 \" court ruled \"in this situation, the robots.txt file qualifies as a technological measure\" under the \"\n uid=2_371 link \"DMCA\" description=\"Digital Millennium Copyright Act\" url=\"https://en.wikipedia.org/wiki/Digital_Millennium_Copyright_Act\"\n uid=2_373 \". Due to a malfunction at Internet" }, { "name": "take_snapshot", "input": { "pageId": 1, "filePath": "/tmp/robots.txt" }, "chars": 42, "images": 0, "error": false, "secs": 0.07, "text": "Saved snapshot to /private/tmp/robots.txt." } ], "final": "The robots.txt standard was first proposed in **1994**.\n\nI followed the \"robots.txt\" link in the Web scraping article's \"Methods to prevent web scraping\" section to the robots.txt article. Its History section says Martijn Koster proposed the standard in February 1994 on the www-talk mailing list, while he was working for Nexor. It had become a de facto standard by June 1994, and was formally published as RFC 9309 in September 2022.", "secs": 18.0, "totals": { "input": 10, "cache_read": 90431, "cache_write": 110061, "output": 534, "input_all": 200502 } }, { "setup": "devtools-mcp", "run": "r1", "task": "allbirds-price", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 0, "cache_write": 11177, "output": 79, "stop": "tool_use" }, { "input": 2, "cache_read": 11177, "cache_write": 165, "output": 161, "stop": "tool_use" }, { "input": 2, "cache_read": 11342, "cache_write": 244, "output": 158, "stop": "tool_use" }, { "input": 2, "cache_read": 11586, "cache_write": 246, "output": 70, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://www.allbirds.com/products/womens-allbirds-flip-flop-dusty-pink" }, "chars": 161, "images": 0, "error": false, "secs": 6.77, "text": "## Pages\n1: about:blank\n2: Women's Allbirds Flip Flop - Comfortable & Eco-... (https://www.allbirds.com/products/womens-allbirds-flip-flop-dusty-pink) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => { const m=[...document.querySelectorAll('[class*=price i]')].slice(0,10).map(e=>e.innerText.trim()); return {m, title:document.title, meta:document.querySelector('meta[property=\"og:price:amount\"]')?.content}; }" }, "chars": 160, "images": 0, "error": false, "secs": 0.22, "text": "Script ran on page and returned:\n```json\n{\"m\":[],\"title\":\"Women's Allbirds Flip Flop - Comfortable & Eco-Friendly Summer Sandals | Allbirds\",\"meta\":\"50.00\"}\n```" }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => { const t=document.body.innerText; return [...t.matchAll(/.{0,60}\\$\\d+.{0,40}/g)].slice(0,10).map(x=>x[0]); }" }, "chars": 212, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n[\"Free ground shipping on orders over $100\",\"Spend $100 more to earn free shipping!\",\"$50\",\"Free Shipping on Orders over $100\",\"$50\",\"$115\",\"$140\",\"$55\",\"$115\",\"$100\"]\n```" } ], "final": "The Women's Allbirds Flip Flop in Dusty Pink costs **$50 USD**. That's the price shown on the product page, and it matches the page's price data. I didn't see a sale or discounted price.", "secs": 16.2, "totals": { "input": 10, "cache_read": 34105, "cache_write": 11832, "output": 468, "input_all": 45947 } }, { "setup": "devtools-mcp", "run": "r1", "task": "gh-playwright-release", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 104, "output": 27, "stop": "tool_use" }, { "input": 2, "cache_read": 11164, "cache_write": 49, "output": 109, "stop": "tool_use" }, { "input": 2, "cache_read": 11213, "cache_write": 183, "output": 192, "stop": "tool_use" }, { "input": 2, "cache_read": 11396, "cache_write": 296, "output": 58, "stop": "end_turn" } ], "tool_calls": [ { "name": "list_pages", "input": {}, "chars": 34, "images": 0, "error": false, "secs": 0.59, "text": "## Pages\n1: about:blank [selected]" }, { "name": "navigate_page", "input": { "pageId": 1, "url": "https://github.com/microsoft/playwright/releases", "type": "url" }, "chars": 181, "images": 0, "error": false, "secs": 1.8, "text": "Successfully navigated to https://github.com/microsoft/playwright/releases.\n## Pages\n1: Releases \u00b7 microsoft/playwright (https://github.com/microsoft/playwright/releases) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "() => [...document.querySelectorAll('section')].slice(0,3).map(s=>{const h=s.querySelector('h2');const t=s.querySelector('relative-time');const l=s.querySelector('.Label--success');return [h&&h.innerText,t&&t.getAttribute('datetime'),t&&t.innerText,l&&l.innerText]})" }, "chars": 179, "images": 0, "error": false, "secs": 0.24, "text": "Script ran on page and returned:\n```json\n[[\"v1.64.1\",\"2026-10-14T11:51:33Z\",\"\",\"Latest\"],[\"v1.64.0\",\"2026-10-07T20:40:43Z\",\"\",null],[\"v1.63.0\",\"2026-09-04T22:40:31Z\",\"\",null]]\n```" } ], "final": "The latest release is **v1.64.1**, published on **October 14, 2026** at 11:51:33 UTC. GitHub marks it as \"Latest\" on the releases page.", "secs": 10.4, "totals": { "input": 10, "cache_read": 44833, "cache_write": 632, "output": 386, "input_all": 45475 } }, { "setup": "devtools-mcp", "run": "r1", "task": "github-search-repo", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 108, "output": 27, "stop": "tool_use" }, { "input": 2, "cache_read": 11168, "cache_write": 49, "output": 110, "stop": "tool_use" }, { "input": 2, "cache_read": 11217, "cache_write": 198, "output": 130, "stop": "tool_use" }, { "input": 2, "cache_read": 11415, "cache_write": 152, "output": 160, "stop": "tool_use" }, { "input": 2, "cache_read": 11567, "cache_write": 199, "output": 52, "stop": "tool_use" }, { "input": 2, "cache_read": 11766, "cache_write": 133386, "output": 37, "stop": "end_turn" } ], "tool_calls": [ { "name": "list_pages", "input": {}, "chars": 34, "images": 0, "error": false, "secs": 0.82, "text": "## Pages\n1: about:blank [selected]" }, { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://github.com/vercel-labs/agent-browser" }, "chars": 192, "images": 0, "error": false, "secs": 2.3, "text": "Successfully navigated to https://github.com/vercel-labs/agent-browser.\n## Pages\n1: GitHub - vercel-labs/agent-browser: Browser aut... (https://github.com/vercel-labs/agent-browser) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "() => { const e=document.querySelector('#repo-stars-counter-star'); return e ? [e.textContent, e.title, e.getAttribute('aria-label')] : null }" }, "chars": 49, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\nnull\n```" }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "() => [...document.querySelectorAll('a[href$=\"/stargazers\"], [id*=\"star\"]')].map(e=>e.textContent.trim().replace(/\\s+/g,' ')+' | '+(e.title||e.getAttribute('aria-label')||''))" }, "chars": 80, "images": 0, "error": false, "secs": 0.22, "text": "Script ran on page and returned:\n```json\n[\" | \",\" | Permalink: Quick Start\"]\n```" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 298549, "images": 0, "error": false, "secs": 0.35, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"GitHub - vercel-labs/agent-browser: Browser automation CLI for AI agents \u00b7 GitHub\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_1 link \"Skip to content\" url=\"https://github.com/vercel-labs/agent-browser#start-of-content\"\n uid=1_3 banner\n uid=1_4 heading \"Navigation Menu\" level=\"2\"\n uid=1_5 link \"Homepage\" url=\"https://github.com/\"\n uid=1_6 navigation \"Global\"\n uid=1_7 button \"Products\" expandable\n uid=1_8 button \"Developers\" expandable\n uid=1_9 button \"Businesses\" expandable\n uid=1_10 button \"Resources\" expandable\n uid=1_11 link \"Pricing\" url=\"https://github.com/pricing\"\n uid=1_13 button \"Search or jump to, type / to search\" expandable haspopup=\"dialog\"\n uid=1_14 link \"Sign in\" url=\"https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fvercel-labs%2Fagent-browser\"\n uid=1_16 link \"Sign up\" url=\"https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=vercel-labs%2Fagent-browser\"\n uid=1_18 button \"Appearance settings\" haspopup=\"dialog\"\n uid=1_19 main\n uid=1_20 navigation \"Breadcrumbs\"\n uid=1_21 link \"vercel-labs\" url=\"https://github.com/vercel-labs\"\n uid=1_23 link \"agent-browser\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_25 heading \"Repository navigation\" level=\"2\"\n uid=1_26 navigation \"Repository\"\n uid=1_27 link \"Code\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_29 link \"Issues \u00a0(331)\" url=\"https://github.com/vercel-labs/agent-browser/issues\"\n uid=1_34 link \"Pull requests \u00a0(362)\" url=\"https://github.com/vercel-labs/agent-browser/pulls\"\n uid=1_39 link \"Actions\" url=\"https://github.com/vercel-labs/agent-browser/actions\"\n uid=1_41 link \"Projects\" url=\"https://github.com/vercel-labs/agent-browser/projects\"\n uid=1_43 link \"Security and quality\" url=\"https://github.com/vercel-labs/agent-browser/security\"\n uid=1_45 link \"Insights\" url=\"https://github.com/vercel-labs/agent-browser/pulse\"\n uid=1_47 generic\n uid=1_48 image \"vercel-labs\" url=\"https://avatars.githubusercontent.com/u/108547162?s=60&v=4\"\n uid=1_49 link \"agent-browser\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_51 \"Public\"\n uid=1_52 link \"You must be signed in to change notification settings\" description=\"You must be signed in to change notification settings\" url=\"https://github.com/login?return_to=%2Fvercel-labs%2Fagent-browser\"\n uid=1_53 \"Notifications\"\n uid=1_54 link \"You must be signed in to fork a repository\" url=\"https://github.com/login?return_to=%2Fvercel-labs%2Fagent-browser\"\n uid=1_55 \"Fork\"\n uid=1_56 \"\u00a0(\"\n uid=1_57 \"3.1k\"\n uid=1_58 \")\"\n uid=1_59 link \"Star \u00a0(44.8k)\" description=\"You must be signed in to star a repository\" url=\"https://github.com/login?return_to=%2Fvercel-labs%2Fagent-browser\"\n uid=1_64 button \"main branch\" expandable haspopup=\"menu\"\n uid=1_65 link \"480 Branches\" url=\"https://github.com/vercel-labs/agent-browser/branches\"\n uid=1_69 link \"118 Tags\" url=\"https://github.com/vercel-labs/agent-browser/tags\"\n uid=1_73 combobox \"Go to file\" expandable haspopup=\"dialog\"\n uid=1_74 button \"Code\" expandable haspopup=\"menu\"\n uid=1_75 heading \"Latest commit\" level=\"2\"\n uid=1_76 link \"Railly\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/Railly\"\n uid=1_77 image \"Railly\" url=\"https://avatars.githubusercontent.com/u/51397083?v=4&size=40\"\n uid=1_78 link \"commits by Railly\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/commits?author=Railly\"\n uid=1_79 \"Railly\"\n uid=1_80 link \"chore: prepare v0.41.0 release (\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/commit/1453dd37a40c730fe00f592bc32198a896ff8747\"\n uid=1_82 link \"#2242\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/pull/2242\"\n uid=1_84 link \")\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/commit/1453dd37a40c730fe00f592bc32198a896ff8747\"\n uid=1_86 button \"Open commit details\" expandable\n uid=1_87 button \"failure\"\n uid=1_88 link \"Commit 1453dd3\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/commit/1453dd37a40c730fe00f592bc32198a896ff8747\"\n uid=1_89 \"1453dd3\"\n uid=1_90 \"\u00a0\u00b7\u00a0\"\n uid=1_91 \"4 hours ago\"\n uid=1_92 heading \"History\" level=\"2\"\n uid=1_93 link \"743 Commits\" url=\"https://github.com/vercel-labs/agent-browser/commits/main/\"\n uid=1_95 heading \"Folders and files\" level=\"2\"\n uid=1_96 \"Name\"\n uid=1_97 \"Last commit message\"\n uid=1_98 \"Last commit date\"\n uid=1_99 link \".agents/skills/technical-writer, (Directory)\" description=\"This path skips through empty directories\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.agents/skills/technical-writer\"\n uid=1_100 \".agents/\"\n uid=1_101 \"skills/\"\n uid=1_102 \"technical-writer\"\n uid=1_103 link \"chore(docs): add Technical Writer agent skill (\" description=\"chore(docs): add Technical Writer agent skill (#2239) Adds the technical-writer skill from vercel/chat to .agents/skills, with a .claude symlink to .agents so Claude Code finds it. AGENTS.md now asks agents to use the skill for prose in this repo. The dash rule in AGENTS.md now says to rephrase instead of using an em dash, which matches the skill. Co-authored-by: Ben Sabic \" url=\"https://github.com/vercel-labs/agent-browser/commit/3f224ac6fc29dc6ee27fc60a99a59d4a64c4de0b\"\n uid=1_105 link \"#2239\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/pull/2239\"\n uid=1_107 link \")\" description=\"chore(docs): add Technical Writer agent skill (#2239) Adds the technical-writer skill from vercel/chat to .agents/skills, with a .claude symlink to .agents so Claude Code finds it. AGENTS.md now asks agents to use the skill for prose in this repo. The dash rule in AGENTS.md now says to rephrase instead of using an em dash, which matches the skill. Co-authored-by: Ben Sabic \" url=\"https://github.com/vercel-labs/agent-browser/commit/3f224ac6fc29dc6ee27fc60a99a59d4a64c4de0b\"\n uid=1_109 \"6 hours ago\"\n uid=1_110 link \".claude-plugin, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.claude-plugin\"\n uid=1_111 \".claude-plugin\"\n uid=1_112 link \"feat: dashboard provider support and session creation improvements (\" description=\"feat: dashboard provider support and session creation improvements (#1092) Add provider icons and session creation from the dashboard UI. Sessions can now be created with cloud providers (Browserbase, Browserless, Browser Use, Kernel) in addition to local engines. CLI changes: - Track provider via .provider files alongside .engine files - Add WaitUntil::None variant to skip lifecycle event waits for providers - Auto-set waitUntil=none when --provider is used with navigate - Fix Browser Use: use direct WSS connection (wss://connect.browser-use.com) - Add connect_cdp_direct for providers with page-level CDP proxies - Fix resolve_cdp_url to convert https:// provider URLs to wss:// - Treat empty CDP session_id as None (omit from protocol messages) - Fix Browserbase: send explicit JSON body + Content-Type header - Increase CDP connect timeout to 25s for remote providers - Clean up .provider files on session close Dashboard changes: - Show provider or engine icon per session in sidebar - New session dialog with unified engine/provider selector grid - Async session creation with loading state and error display - Kill zombie daemons on provider connection failure - Parse CLI JSON error output for user-friendly messages - Default new session URL to https://agent-browser.dev\" url=\"https://github.com/vercel-labs/agent-browser/commit/40fdb4284d519dfcf0abdc84b910a9ed7754ab7f\"\n uid=1_114 link \"#\u2026\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/pull/1092\"\n uid=1_116 \"7 months ago\"\n uid=1_117 link \".github/workflows, (Directory)\" description=\"This path skips through empty directories\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.github/workflows\"\n uid=1_118 \".github/\"\n uid=1_119 \"workflows\"\n uid=1_120 link \"test(e2e): make native E2E pass without live sites or a missing Obscu\u2026\" description=\"test(e2e): make native E2E pass without live sites or a missing Obscura binary (#2113) e2e_snapshot_and_click_ref depended on example.com, which no longer renders the asserted heading. It now uses a loopback fixture. The E2E job installs Obscura v0.2.4 and sets OBSCURA_BIN, which the Obscura verification tests require.\" url=\"https://github.com/vercel-labs/agent-browser/commit/76704c07525e35ad30c53cea70c864b6e2c99cbb\"\n uid=1_122 \"2 weeks ago\"\n uid=1_123 link \".husky, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.husky\"\n uid=1_124 \".husky\"\n uid=1_125 link \"full native (\" description=\"full native (#754) * full native * fix: apply cargo fmt formatting * fix: prevent zip path traversal in Chromium installer Use enclosed_name() to sanitize zip entry paths, preventing malicious archives from writing outside the extraction directory. * improvements * fix: apply cargo fmt formatting * benchmarks * bench * updates * fixes\" url=\"https://github.com/vercel-labs/agent-browser/commit/8e43469c8bae011b4d47b1d326753e34ad31628a\"\n uid=1_127 link \"#754\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/pull/754\"\n uid=1_129 link \")\" description=\"full native (#754) * full native * fix: apply cargo fmt formatting * fix: prevent zip path traversal in Chromium installer Use enclosed_name() to sanitize zip entry paths, preventing malicious archives from writing outside the extraction directory. * improvements * fix: apply cargo fmt formatting * benchmarks * bench * updates * fixes\" url=\"https://github.com/vercel-labs/agent-browser/commit/8e43469c8bae011b4d47b1d326753e34ad31628a\"\n uid=1_131 \"7 months ago\"\n uid=1_132 link \"benchmarks, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/benchmarks\"\n uid=1_133 \"benchmarks\"\n uid=1_134 link \"feat(cli): trust proxy CAs through Chromium NSS (\" description=\"feat(cli): trust proxy CAs through Chromium NSS (#1669) * feat(cli): trust proxy CAs through Chromium NSS Replace the SPKI certificate-error bypass with a private Linux Chromium NSS database. Preserve hostname, validity, and unrelated authority verification while isolating trust per browser launch. Propagate caCert through CLI, config, MCP, daemon identity, Eve, and documentation. Reject unsupported launch modes and clean launch-owned profiles and NSS homes across failure and shutdown paths. Co-authored-by: Chris Tate Co-authored-by: Mart\u00edn Fern\u00e1ndez * fix(cli): retain proxy CA trust across commands Keep the effective CA in daemon state, compare normalized certificate content, and relaunch only Chromium when trust changes or is explicitly cleared. Prepare replacement NSS trust before closing the active browser and keep CLI, config, MCP, Eve, schemas, help, and docs aligned. Co-authored-by: Chris Tate Co-authored-by: Mart\u00edn Fern\u00e1ndez * fix(cli): compile NSS home resolution on Linux * fix(cli): complete CA trust setup and clear transitions * fix(cli): reject conflicting CA transitions * fix(docs): separate proxy CA config example --------- Co-authored-by: Mart\u00edn Fern\u00e1ndez \" url=\"https://github.com/vercel-labs/agent-browser/commit/b041bd4c9e71b0b1ea0727a9d9deb1e661615050\"\n uid=1_136 link \"#1669\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/pull/1669\"\n uid=1_138 link \")\" description=\"feat(cli): trust proxy CAs through Chromium NSS (#1669) * feat(cli): trust proxy CAs through Chromium NSS Replace the SPKI certificate-error bypass with a private Linux Chromium NSS database. Preserve hostname, validity, and unrelated authority verification while isolating trust per browser launch. Propagate caCert through CLI, config, MCP, daemon identity, Eve, and documentation. Reject unsupported launch modes and clean launch-owned profiles and NSS homes across failure and shutdown paths. Co-authored-by: Chris Tate Co-authored-by: Mart\u00edn Fern\u00e1ndez * fix(cli): retain proxy CA trust across commands Keep the effective CA in daemon state, compare normalized certificate content, and relaunch only Chromium when trust changes or is explicitly cleared. Prepare replacement NSS trust before closing the active browser and keep CLI, config, MCP, Eve, schemas, help, and docs aligned. Co-authored-by: Chris Tate Co-authored-by: Mart\u00edn Fern\u00e1ndez * fix(cli): compile NSS home resolution on Linux * fix(cli): complete CA trust setup and clear transitions * fix(cli): reject conflicting CA transitions * fix(docs): separate proxy CA config example --------- Co-authored-by: Mart\u00edn Fern\u00e1ndez \" url=\"https://github.com/vercel-labs/agent-browser/commit/b041bd4c9e71b0b1ea0727a9d9deb1e661615050\"\n uid=1_140 \"2 months ago\"\n uid=1_141 link \"bin, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/bin\"\n uid=1_142 \"bin\"\n uid=1_143 link \"Fix Windows ARM64 launcher binary selection (\" description=\"Fix Windows ARM64 launcher binary selection (#1725) * fix: use x64 launcher binary on Windows ARM64 Co-authored-by: nexxusbruno-ship-it <271842339+nexxusbruno-ship-it@users.noreply.github.com> * fix: prefer native Windows ARM64 launcher binary Co-authored-by: nexxusbruno-ship-it <271842339+nexxusbruno-ship-it@users.noreply.github.com> --------- Co-authored-by: nexxusbruno-ship-it <271842339+nexxusbruno-ship-it@users.noreply.github.com>\" url=\"https://github.com/vercel-labs/agent-browser/commit/6de36d64d3aae65ae9e84b17630a270ab228f67e\"\n uid=1_145 link \"#1725\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/pull/1725\"\n uid=1_147 link \")\" description=\"Fix Windows ARM64 launcher binary selection (#1725) * fix: use x64 launcher binary on Windows ARM64 Co-authored-by: nexxusbruno-ship-it <271842339+nexxusbruno-ship-it@users.noreply.github.com> * fix: prefer native Windows ARM64 launcher binary Co-authored-by: nexxusbruno-ship-it <271842339+nexxusbruno-ship-it@users.noreply.github.com> --------- Co-authored-by: nexxusbruno-ship-it <271842339+nexxusbruno-ship-it@users.noreply.github.com>\" url=\"https://github.com/vercel-labs/agent-browser/commit/6de36d64d3aae65ae9e84b17630a270ab228f67e\"\n uid=1_149 \"2 months ago\"\n uid=1_150 link \"cli, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/cli\"\n uid=1_151 \"cli\"\n uid=1_152 link \"chore: prepare v0.41.0 release (\" description=\"chore: prepare v0.41.0 release (#2242) * feat(mcp): run one MCP tool with `mcp call` Runs a single tools/call without a stdio session and prints the result as JSON with the agent-browser version, so runtimes that cannot keep a process open between tool calls can use the MCP tool surface. * feat(sandbox): ship the MCP tool catalog as mcp-tools.json Generated from the CLI's tool definitions with their profiles. A Rust test fails while the committed file is out of date; pnpm mcp-tools:sync rewrites it. * feat(eve): build the extension's tools from the MCP tool catalog Each tool takes its name, description and input schema from @agent-browser/sandbox/mcp-tools.json and runs one `agent-browser mcp call` per call, so nothing outlives the tool call. The 21 hand-written tools are replaced by 42 catalog tools; screenshot inlining and the snapshot CDP retry are kept. * feat(eve): keep non-core tools deferred and hide extraArgs from the model The listed tool surface goes back to its previous size: 28 core tools listed, 14 found through eve__search, and no repeated extraArgs schema. * chore: prepare v0.41.0 release * fix(eve): keep close to this session and update the tool names in instructions close no longer exposes `all`, which closed every session in the sandbox, and the instructions no longer point the model at the removed navigate and wait_for tools. A test checks every tool the instructions name exists. * fix(mcp): reject global flags carried in tool arguments The CLI reads global flags anywhere in argv, so a tool value such as a selector could set --allowed-domains and override the server or caller allowlist. Error output from mcp call now carries _meta.agentBrowserVersion. * fix(eve): replace a stale agent-browser and show the version hint first The install probe now reads the CLI version and reinstalls on a minor mismatch instead of keeping any existing binary. The version check runs before an invalid-call error, so a mismatched CLI gets the install hint. * docs(eve): use the catalog tool names * docs(changelog): note the MCP global flag fix * test(docs): accept the eve tool rename in the route fixtures * fix(eve): check the version once after installing A custom installSpec or binary on another minor now fails with a config error instead of reinstalling on every call, and a reinstall is probed once before the tool runs.\" url=\"https://github.com/vercel-labs/agent-browser/commit/1453dd37a40c730fe00f592bc32198a896ff8747\"\n uid=1_154 link \"#2242\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/pull/2242\"\n uid=1_156 link \")\" description=\"chore: prepare v0.41.0 release (#2242) * feat(mcp): run one MCP tool with `mcp call` Runs a single tools/call without a stdio session and prints the result as JSON with the agent-browser version, so runtimes that cannot keep a process open between tool calls can use the MCP tool surface. * feat(sandbox): ship the MCP tool catalog as mcp-tools.json Generated from the CLI's tool definitions with their profiles. A Rust test fails while the committed file is out of date; pnpm mcp-tools:sync rewrites it. * feat(eve): build the extension's tools from the MCP tool catalog Each tool takes its name, description and input schema from @agent-browser/sandbox/mcp-tools.json and runs one `agent-browser mcp call` per call, so nothing outlives the tool call. The 21 hand-written tools are replaced by 42 catalog tools; screenshot inlining and the snapshot CDP retry are kept. * feat(eve): keep non-core tools deferred and hide extraArgs from the model The listed tool surface goes back to its previous size: 28 core tools listed, 14 found through eve__search, and no repeated extraArgs schema. * chore: prepare v0.41.0 release * fix(eve): keep close to this session and update the tool names in instructions close no longer exposes `all`, which closed every session in the sandbox, and the instructions no longer point the model at the removed navigate and wait_for tools. A test checks every tool the instructions name exists. * fix(mcp): reject global flags carried in tool arguments The CLI reads global flags anywhere in argv, so a tool value such as a selector could set --allowed-domains and override the server or caller allowlist. Error output from mcp call now carries _meta.agentBrowserVersion. * fix(eve): replace a stale agent-browser and show the version hint first The install probe now reads the CLI version and reinstalls on a minor mismatch instead of keeping any existing binary. The version check runs before an invalid-call error, so a mismatched CLI gets the install hint. * docs(eve): use the catalog tool names * docs(changelog): note the MCP global flag fix * test(docs): accept the eve tool rename in the route fixtures * fix(eve): check the version once after installing A custom installSpec or binar" } ], "final": "The vercel-labs/agent-browser repository has about **44.8k stars**, according to its GitHub page.", "secs": 20.1, "totals": { "input": 14, "cache_read": 68193, "cache_write": 134092, "output": 516, "input_all": 202299 } }, { "setup": "devtools-mcp", "run": "r1", "task": "hf-top-downloads", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 101, "output": 27, "stop": "tool_use" }, { "input": 2, "cache_read": 11161, "cache_write": 49, "output": 109, "stop": "tool_use" }, { "input": 2, "cache_read": 11210, "cache_write": 180, "output": 107, "stop": "tool_use" }, { "input": 2, "cache_read": 11390, "cache_write": 347, "output": 67, "stop": "end_turn" } ], "tool_calls": [ { "name": "list_pages", "input": {}, "chars": 34, "images": 0, "error": false, "secs": 0.54, "text": "## Pages\n1: about:blank [selected]" }, { "name": "navigate_page", "input": { "pageId": 1, "url": "https://huggingface.co/models?sort=downloads", "type": "url" }, "chars": 163, "images": 0, "error": false, "secs": 0.99, "text": "Successfully navigated to https://huggingface.co/models?sort=downloads.\n## Pages\n1: Models \u2013 Hugging Face (https://huggingface.co/models?sort=downloads) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "() => [...document.querySelectorAll('article')].slice(0,3).map(a=>a.innerText)" }, "chars": 360, "images": 0, "error": false, "secs": 0.22, "text": "Script ran on page and returned:\n```json\n[\"sentence-transformers/all-MiniLM-L6-v2\\nSentence Similarity\\n\u2022\\n22.7M\\n\u2022\\nUpdated Jun 1\\n\u2022\\n190M\\n\u2022\\n\u2022\\n6.04k\",\"cross-encoder/ms-marco-MiniLM-L6-v2\\nText Ranking\\n\u2022\\n22.7M\\n\u2022\\nUpdated Aug 9\\n\u2022\\n70.3M\\n\u2022\\n\u2022\\n436\",\"BAAI/bge-small-en-v1.5\\nFeature Extraction\\n\u2022\\n33.4M\\n\u2022\\nUpdated Feb 22, 2024\\n\u2022\\n52.6M\\n\u2022\\n\u2022\\n660\"]\n```" } ], "final": "When sorted by most downloads, the first model on Hugging Face is **sentence-transformers/all-MiniLM-L6-v2**, with about 190M downloads. It's a sentence similarity model.", "secs": 10.6, "totals": { "input": 10, "cache_read": 44821, "cache_write": 677, "output": 310, "input_all": 45508 } }, { "setup": "devtools-mcp", "run": "r1", "task": "mdn-abort", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 119, "output": 116, "stop": "tool_use" }, { "input": 2, "cache_read": 11179, "cache_write": 200, "output": 90, "stop": "tool_use" }, { "input": 2, "cache_read": 11379, "cache_write": 427, "output": 247, "stop": "tool_use" }, { "input": 2, "cache_read": 11806, "cache_write": 578, "output": 96, "stop": "end_turn" } ], "tool_calls": [ { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://developer.mozilla.org/en-US/search?q=AbortController" }, "chars": 186, "images": 0, "error": false, "secs": 1.25, "text": "Successfully navigated to https://developer.mozilla.org/en-US/search?q=AbortController.\n## Pages\n1: Search | MDN (https://developer.mozilla.org/en-US/search?q=AbortController) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "() => document.body.innerText.slice(0,2000)" }, "chars": 697, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n\"Skip to main content\\nSkip to search\\nHTML\\nCSS\\nJavaScript\\nWeb APIs\\nAll\\nLearn\\nTools\\nAbout\\nBlog\\nSearch\\nSearch\\n\\nYour blueprint for a better internet.\\n\\nMDN\\nAbout\\nBlog\\nMozilla careers\\nAdvertise with us\\nMDN Plus\\nProduct help\\nContribute\\nMDN Community\\nCommunity resources\\nWriting guidelines\\nMDN Discord\\nMDN on GitHub\\nDevelopers\\nWeb technologies\\nLearn web development\\nGuides\\nTutorials\\nGlossary\\nHacks blog\\nWebsite Privacy Notice\\nTelemetry Settings\\nLegal\\nCommunity Participation Guidelines\\n\\nPortions of this content are \u00a91998\u20132026 by individual mozilla.org contributors. Content available under a Creative Commons license.\"\n```" }, { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://developer.mozilla.org/en-US/docs/Web/API/AbortController" }, "chars": 214, "images": 0, "error": false, "secs": 0.32, "text": "Successfully navigated to https://developer.mozilla.org/en-US/docs/Web/API/AbortController.\n## Pages\n1: AbortController - Web APIs | MDN (https://developer.mozilla.org/en-US/docs/Web/API/AbortController) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "() => { const t=document.body.innerText; const i=t.indexOf('Instance methods'); return t.slice(i,i+400)}" }, "chars": 465, "images": 0, "error": false, "secs": 0.22, "text": "Script ran on page and returned:\n```json\n\"Instance methods\\nExamples\\nSpecifications\\nBrowser compatibility\\nSee also\\nConstructor\\nAbortController()\\n\\nCreates a new AbortController object instance.\\n\\nInstance properties\\nAbortController.signal Read only\\n\\nReturns an AbortSignal object instance, which can be used to communicate with, or to abort, an asynchronous operation.\\n\\nInstance methods\\nAbortController.abort()\\n\\nAborts an asynchronous operation \"\n```" } ], "final": "The method is **`AbortController.abort()`**. MDN describes it as aborting an asynchronous operation before it finishes, such as a fetch request.\n\nThe site search page didn't show any results when I loaded it, so I opened the AbortController page on MDN directly and read its \"Instance methods\" section.", "secs": 12.5, "totals": { "input": 10, "cache_read": 45424, "cache_write": 1324, "output": 549, "input_all": 46758 } }, { "setup": "devtools-mcp", "run": "r1", "task": "pydocs-taskgroup", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 116, "output": 27, "stop": "tool_use" }, { "input": 2, "cache_read": 11176, "cache_write": 49, "output": 180, "stop": "tool_use" }, { "input": 2, "cache_read": 11225, "cache_write": 5626, "output": 190, "stop": "tool_use" }, { "input": 2, "cache_read": 16851, "cache_write": 843, "output": 92, "stop": "end_turn" } ], "tool_calls": [ { "name": "list_pages", "input": {}, "chars": 34, "images": 0, "error": false, "secs": 0.89, "text": "## Pages\n1: about:blank [selected]" }, { "name": "navigate_page", "input": { "pageId": 1, "url": "https://docs.python.org/3/search.html?q=asyncio.TaskGroup" }, "chars": 204, "images": 0, "error": false, "secs": 1.08, "text": "Successfully navigated to https://docs.python.org/3/search.html?q=asyncio.TaskGroup.\n## Pages\n1: Search \u2014 Python 3.15.2 documentation (https://docs.python.org/3/search.html?q=asyncio.TaskGroup) [selected]" }, { "name": "wait_for", "input": { "pageId": 1, "text": [ "asyncio.TaskGroup" ] }, "chars": 11249, "images": 0, "error": false, "secs": 0.04, "text": "Element matching one of [\"asyncio.TaskGroup\"] found.\n## Latest page snapshot\nuid=1_0 RootWebArea \"Search \u2014 Python 3.15.2 documentation\" url=\"https://docs.python.org/3/search.html?q=asyncio.TaskGroup\"\n uid=1_1 navigation \"Related\"\n uid=1_2 link \"index\" description=\"General Index\" keyshortcuts=\"Ctrl+Alt+I\" url=\"https://docs.python.org/3/genindex.html\"\n uid=1_4 link \"modules\" description=\"Python Module Index\" url=\"https://docs.python.org/3/py-modindex.html\"\n uid=1_6 \" |\"\n uid=1_7 image \"Python logo\" url=\"https://docs.python.org/3/_static/py.svg\"\n uid=1_8 \" \"\n uid=1_9 link \"Python\" url=\"https://www.python.org/\"\n uid=1_11 \" \u00bb\"\n uid=1_12 combobox \"Language\" expandable haspopup=\"menu\" value=\"English\"\n uid=1_13 option \"German | Deutsch\"\n uid=1_14 option \"Greek | \u0395\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac\"\n uid=1_15 option \"English\" selected\n uid=1_16 option \"Spanish | espa\u00f1ol\"\n uid=1_17 option \"Persian | \u0641\u0627\u0631\u0633\u06cc\"\n uid=1_18 option \"French | fran\u00e7ais\"\n uid=1_19 option \"Italian | italiano\"\n uid=1_20 option \"Japanese | \u65e5\u672c\u8a9e\"\n uid=1_21 option \"Korean | \ud55c\uad6d\uc5b4\"\n uid=1_22 option \"Punjabi | \u0a2a\u0a70\u0a1c\u0a3e\u0a2c\u0a40\"\n uid=1_23 option \"Polish | polski\"\n uid=1_24 option \"Brazilian Portuguese | Portugu\u00eas brasileiro\"\n uid=1_25 option \"Romanian | Rom\u00e2ne\u0219te\"\n uid=1_26 option \"Russian | \u0420\u0443\u0441\u0441\u043a\u0438\u0439\"\n uid=1_27 option \"Turkish | T\u00fcrk\u00e7e\"\n uid=1_28 option \"Simplified Chinese | \u7b80\u4f53\u4e2d\u6587\"\n uid=1_29 option \"Traditional Chinese | \u7e41\u9ad4\u4e2d\u6587\"\n uid=1_30 combobox \"Python version\" expandable haspopup=\"menu\" value=\"3.15.2\"\n uid=1_31 option \"dev (3.16)\"\n uid=1_32 option \"3.15.2\" selected\n uid=1_33 option \"3.14\"\n uid=1_34 option \"3.13\"\n uid=1_35 option \"3.12\"\n uid=1_36 option \"3.11\"\n uid=1_37 option \"3.10\"\n uid=1_38 option \"3.9\"\n uid=1_39 option \"3.8\"\n uid=1_40 option \"3.7\"\n uid=1_41 option \"3.6\"\n uid=1_42 option \"3.5\"\n uid=1_43 option \"3.4\"\n uid=1_44 option \"3.3\"\n uid=1_45 option \"3.2\"\n uid=1_46 option \"3.1\"\n uid=1_47 option \"3.0\"\n uid=1_48 option \"2.7\"\n uid=1_49 option \"2.6\"\n uid=1_50 link \"3.15.2 documentation\" url=\"https://docs.python.org/3/index.html\"\n uid=1_52 \" \u00bb \"\n uid=1_53 link \"Search\" url=\"https://docs.python.org/3/search.html?q=asyncio.TaskGroup\"\n uid=1_55 \"Theme \"\n uid=1_56 combobox \"Theme\" expandable haspopup=\"menu\" value=\"Auto\"\n uid=1_57 option \"Auto\" selected\n uid=1_58 option \"Light\"\n uid=1_59 option \"Dark\"\n uid=1_60 \"|\"\n uid=1_61 main\n uid=1_62 heading \"Search\" level=\"1\"\n uid=1_63 \"Searching for multiple words only shows matches that contain all words.\"\n uid=1_64 form\n uid=1_65 textbox \"Search\" value=\"asyncio.TaskGroup\"\n uid=1_66 button \"search\"\n uid=1_67 heading \"Search Results\" level=\"2\"\n uid=1_68 \"Search finished, found 13 pages matching the search query.\"\n uid=1_69 link \"asyncio.TaskGroup\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup\"\n uid=1_73 \" (Python class, in Coroutines and tasks)\"\n uid=1_74 link \"What\u2019s New In Python 3.11\" url=\"https://docs.python.org/3/whatsnew/3.11.html\"\n uid=1_76 \"...types for static type checking. (Contributed by Sebastian Rittau in bpo-42012.) Improved Modules \"\n uid=1_77 \"asyncio\"\n uid=1_78 \" Added the \"\n uid=1_79 \"TaskGroup\"\n uid=1_80 \" class, an asynchronous context manager holding a group of tasks that will wait for all of them upon exit. For...\"\n uid=1_81 link \"What\u2019s New In Python 3.13\" url=\"https://docs.python.org/3/whatsnew/3.13.html\"\n uid=1_83 \"...ntil(), stopping when any one of them is encountered. (Contributed by Bruce Merry in gh-81322.) Improve the behavior of \"\n uid=1_84 \"TaskGroup\"\n uid=1_85 \" when an external cancellation collides with an internal cancellation. For example, when two task groups are ne...\"\n uid=1_86 link \"What\u2019s new in Python 3.14\" url=\"https://docs.python.org/3/whatsnew/3.14.html\"\n uid=1_88 \"...await \"\n uid=1_89 \"asyncio\"\n uid=1_90 \".sleep(5) print(f'\ud83c\udfb5 Finished: {track}') async def play_album(name, tracks): async with \"\n uid=1_91 \"asyncio\"\n uid=1_92 \".\"\n uid=1_93 \"TaskGroup\"\n uid=1_94 \"() as tg: for track in tracks: tg.create_task(play_track(track), name=track) async def mai...\"\n uid=1_95 link \"What\u2019s new in Python 3.15\" url=\"https://docs.python.org/3/whatsnew/3.15.html\"\n uid=1_97 \"...ault. This can be controlled using environment variables. (Contributed by Stan Ulbrych in gh-148981.) \"\n uid=1_98 \"asyncio\"\n uid=1_99 \" Added \"\n uid=1_100 \"TaskGroup\"\n uid=1_101 \".cancel to allow early termination of a task group, for instance, when the goal of the tasks has been achieved...\"\n uid=1_102 link \"asyncio.TaskGroup.cancel\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup.cancel\"\n uid=1_107 \" (Python method, in Coroutines and tasks)\"\n uid=1_108 link \"asyncio.TaskGroup.create_task\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup.create_task\"\n uid=1_113 \" (Python method, in Coroutines and tasks)\"\n uid=1_114 link \"Call graph introspection\" url=\"https://docs.python.org/3/library/asyncio-graph.html\"\n uid=1_116 \"...Python code: import \"\n uid=1_117 \"asyncio\"\n uid=1_118 \" async def test(): \"\n uid=1_119 \"asyncio\"\n uid=1_120 \".print_call_graph() async def main(): async with \"\n uid=1_121 \"asyncio\"\n uid=1_122 \".\"\n uid=1_123 \"TaskGroup\"\n uid=1_124 \"() as g: g.create_task(test(), name='test') \"\n uid=1_125 \"asyncio\"\n uid=1_126 \".run(main()) will print: * Task(name='test', id=0...\"\n uid=1_127 link \"Changelog\" url=\"https://docs.python.org/3/whatsnew/changelog.html\"\n uid=1_129 \"...d on the current line, so values under long keys could overflow width instead of being expanded. gh-155433: Fix \"\n uid=1_130 \"asyncio\"\n uid=1_131 \".\"\n uid=1_132 \"TaskGroup\"\n uid=1_133 \" losing outside cancellation after cancel(). gh-155418: Fix \"\n uid=1_134 \"asyncio\"\n uid=1_135 \".TaskGroup hang when a task created by async...\"\n uid=1_136 link \"Command-line introspection tools\" url=\"https://docs.python.org/3/library/asyncio-tools.html\"\n uid=1_138 \"...await \"\n uid=1_139 \"asyncio\"\n uid=1_140 \".sleep(3600) print(f\"\ud83c\udfb5 Finished: {track}\") async def album(name, tracks): async with \"\n uid=1_141 \"asyncio\"\n uid=1_142 \".\"\n uid=1_143 \"TaskGroup\"\n uid=1_144 \"() as tg: for track in tracks: tg.create_task(play(track), name=track) async def main():...\"\n uid=1_145 link \"Coroutines and tasks\" url=\"https://docs.python.org/3/library/asyncio-task.html\"\n uid=1_147 \"...that the snippet runs 1 second faster than before: started at 17:14:32 hello world finished at 17:14:34 The \"\n uid=1_148 \"asyncio\"\n uid=1_149 \".\"\n uid=1_150 \"TaskGroup\"\n uid=1_151 \" class provides a more modern alternative to create_task(). Using this API, the last example becomes: async def...\"\n uid=1_152 link \"Futures\" url=\"https://docs.python.org/3/library/asyncio-future.html\"\n uid=1_154 \"...ing mid-execution. See also the create_task() function which is the preferred way for creating new tasks or use \"\n uid=1_155 \"asyncio\"\n uid=1_156 \".\"\n uid=1_157 \"TaskGroup\"\n uid=1_158 \" which keeps reference to the task internally. Changed in version 3.5.1: The function accepts any awaitable o...\"\n uid=1_159 link \"High-level API Index\" url=\"https://docs.python.org/3/library/asyncio-api-index.html\"\n uid=1_161 \"...coroutine, close the loop. Runner A context manager that simplifies multiple async function calls. Task Task object. \"\n uid=1_162 \"TaskGroup\"\n uid=1_163 \" A context manager that holds a group of tasks. Provides a convenient and reliable way to wait for all tasks in...\"\n uid=1_164 navigation \"Main\"\n uid=1_165 \"\u00ab\"\n uid=1_166 navigation \"Related\"\n uid=1_167 link \"index\" description=\"General Index\" url=\"https://docs.python.org/3/genindex.html\"\n uid=1_169 link \"modules\" description=\"Python Module Index\" url=\"https://docs.python.org/3/py-modindex.html\"\n uid=1_171 \" |\"\n uid=1_172 image \"Python logo\" url=\"https://docs.python.org/3/_static/py.svg\"\n uid=1_173 \" \"\n uid=1_174 link \"Python\" url=\"https://www.python.org/\"\n uid=1_176 \" \u00bb\"\n uid=1_177 combobox \"Language\" expandable haspopup=\"menu\" value=\"English\"\n uid=1_178 option \"German | Deutsch\"\n uid=1_179 option \"Greek | \u0395\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac\"\n uid=1_180 option \"English\" selected\n uid=1_181 option \"Spanish | espa\u00f1ol\"\n uid=1_182 option \"Persian | \u0641\u0627\u0631\u0633\u06cc\"\n uid=1_183 option \"French | fran\u00e7ais\"\n uid=1_184 option \"Italian | italiano\"\n uid=1_185 option \"Japanese | \u65e5\u672c\u8a9e\"\n uid=1_186 option \"Korean | \ud55c\uad6d\uc5b4\"\n uid=1_187 option \"Punjabi | \u0a2a\u0a70\u0a1c\u0a3e\u0a2c\u0a40\"\n uid=1_188 option \"Polish | polski\"\n uid=1_189 option \"Brazilian Portuguese | Portugu\u00eas brasileiro\"\n uid=1_190 option \"Romanian | Rom\u00e2ne\u0219te\"\n uid=1_191 option \"Russian | \u0420\u0443\u0441\u0441\u043a\u0438\u0439\"\n uid=1_192 option \"Turkish | T\u00fcrk\u00e7e\"\n uid=1_193 option \"Simplified Chinese | \u7b80\u4f53\u4e2d\u6587\"\n uid=1_194 option \"Traditional Chinese | \u7e41\u9ad4\u4e2d\u6587\"\n uid=1_195 combobox \"Python version\" expandable haspopup=\"menu\" value=\"3.15.2\"\n uid=1_196 option \"dev (3.16)\"\n uid=1_197 option \"3.15.2\" selected\n uid=1_198 option \"3.14\"\n uid=1_199 option \"3.13\"\n uid=1_200 option \"3.12\"\n uid=1_201 option \"3.11\"\n uid=1_202 option \"3.10\"\n uid=1_203 option \"3.9\"\n uid=1_204 option \"3.8\"\n uid=1_205 option \"3.7\"\n uid=1_206 option \"3.6\"\n uid=1_207 option \"3.5\"\n uid=1_208 option \"3.4\"\n uid=1_209 option \"3.3\"\n uid=1_210 option \"3.2\"\n uid=1_211 option \"3.1\"\n uid=1_212 option \"3.0\"\n uid=1_213 option \"2.7\"\n uid=1_214 option \"2.6\"\n uid=1_215 link \"3.15.2 documentation\" url=\"https://docs.python.org/3/index.html\"\n uid=1_217 \" \u00bb \"\n uid=1_218 link \"Search\" url=\"https://docs.python.org/3/search.html?q=asyncio.TaskGroup\"\n uid=1_220 \"Theme \"\n uid=1_221 combobox \"Theme\" expandable haspopup=\"menu\" value=\"Auto\"\n uid=1_222 option \"Auto\" selected\n uid=1_223 option \"Light\"\n uid=1_224 option \"Dark\"\n uid=1_225 \"|\"\n uid=1_226 \"\u00a9 \"\n uid=1_227 link \"Copyright\" url=\"https://docs.python.org/3/copyright.html\"\n uid=1_229 \" 2001 Python Software Foundation.\"\n uid=1_230 LineBreak \"\n\"\n uid=1_231 \"This page is licensed under the Python Software Foundation License Version 2.\"\n uid=1_232 LineBreak \"\n\"\n uid=1_233 \"Examples, recipes, and other code in the documentation are additionally licensed under the Zero Clause BSD License.\"\n uid=1_234 LineBreak \"\n\"\n uid=1_235 \"See \"\n uid=1_236 link \"History and License\" url=\"https://docs.python.org/license.html\"\n uid=1_238 \" for more information.\"\n uid=1_239 LineBreak \"\n\"\n uid=1_240 LineBreak \"\n\"\n uid=1_241 \"The Python Software Foundation is a non-profit corporation. \"\n uid=1_242 link \"Please donate.\" url=\"https://www.python.org/psf/donations/\"\n uid=1_244 LineBreak \"\n\"\n uid=1_245 LineBreak \"\n\"\n uid=1_246 \"Last updated on Oct 28, 2026 (17:23 UTC). \"\n uid=1_247 link \"Found a bug\" url=\"https://docs.python.org/bugs.html\"\n uid=1_249 \"?\"\n uid=1_250 LineBreak \"\n\"\n uid=1_251 \"Created using \"\n uid=1_252 link \"Sphinx\" url=\"https://www.sphinx-doc.org/\"\n uid=1_254 \" 8.2.3.\"\n" }, { "name": "click", "input": { "pageId": 1, "uid": "1_69" }, "chars": 124, "images": 0, "error": false, "secs": 0.25, "text": "Successfully clicked on the element\nPage navigated to https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup." }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "() => document.getElementById('asyncio.TaskGroup').parentElement.innerText.slice(0,1500)" }, "chars": 1573, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n\"class asyncio.TaskGroup\\n\\nAn asynchronous context manager holding a group of tasks. Tasks can be added to the group using create_task(). All tasks are awaited when the context manager exits.\\n\\nAdded in version 3.11.\\n\\ncreate_task(coro, *, name=None, context=None, eager_start=None, **kwargs)\\n\\nCreate a task in this task group. The signature matches that of asyncio.create_task(). If the task group is inactive (e.g. not yet entered, already finished, or in the process of shutting down), we will close the given coro and raise RuntimeError.\\n\\nChanged in version 3.13: Close the given coroutine if the task group is not active.\\n\\nChanged in version 3.14: Passes on all kwargs to loop.create_task()\\n\\ncancel()\\n\\nCancel the task group. This is a non-exceptional, early exit of the task group\u2019s lifetime \u2013 useful once the group\u2019s goal has been met or its services no longer needed.\\n\\ncancel() will be called on any tasks in the group that aren\u2019t yet done, as well as the parent (body) of the group. The task group context manager will exit without asyncio.CancelledError being raised.\\n\\nIf cancel() is called before entering the task group, the group will be cancelled upon entry. This is useful for patterns where one piece of code passes an unused asyncio.TaskGroup instance to another in order to have the ability to cancel anything run within the group.\\n\\ncancel() is idempotent and may be called after the task group has already exited.\\n\\nSome ways to use cancel():\\n\\ncall it from the task group body based on s\"\n```" } ], "final": "`asyncio.TaskGroup` was added in **Python 3.11**.\n\nI searched the docs for it and opened the class's own page under \"Coroutines and tasks,\" which says \"Added in version 3.11.\" The \"What's New In Python 3.11\" page also lists it as a new addition.", "secs": 11.6, "totals": { "input": 10, "cache_read": 50312, "cache_write": 6634, "output": 489, "input_all": 56956 } }, { "setup": "devtools-mcp", "run": "r1", "task": "pypi-httpx", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 102, "output": 27, "stop": "tool_use" }, { "input": 2, "cache_read": 11162, "cache_write": 49, "output": 106, "stop": "tool_use" }, { "input": 2, "cache_read": 11211, "cache_write": 168, "output": 200, "stop": "tool_use" }, { "input": 2, "cache_read": 11379, "cache_write": 234, "output": 52, "stop": "tool_use" }, { "input": 2, "cache_read": 11613, "cache_write": 670, "output": 220, "stop": "tool_use" }, { "input": 2, "cache_read": 12283, "cache_write": 280, "output": 135, "stop": "tool_use" }, { "input": 2, "cache_read": 12563, "cache_write": 208, "output": 113, "stop": "end_turn" } ], "tool_calls": [ { "name": "list_pages", "input": {}, "chars": 34, "images": 0, "error": false, "secs": 0.51, "text": "## Pages\n1: about:blank [selected]" }, { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://pypi.org/project/httpx/" }, "chars": 132, "images": 0, "error": false, "secs": 0.76, "text": "Successfully navigated to https://pypi.org/project/httpx/.\n## Pages\n1: Client Challenge (https://pypi.org/project/httpx/) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "async () => {await new Promise(r=>setTimeout(r,3000)); return document.title + ' | ' + (document.querySelector('.package-header__name')?.innerText||'') + ' | ' + (document.querySelector('.package-header__date')?.innerText||'') + ' | ' + (document.querySelector('.package-header__date time')?.getAttribute('datetime')||'')}" }, "chars": 72, "images": 0, "error": false, "secs": 3.22, "text": "Script ran on page and returned:\n```json\n\"Client Challenge | | | \"\n```" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 1030, "images": 0, "error": false, "secs": 0.03, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"Client Challenge\" url=\"https://pypi.org/project/httpx/\"\n uid=1_1 image \"Fastly Logo\" url=\"data:image/svg+xml,%0A %0A %0A %0A \"\n uid=1_2 \"Enter the characters seen in the image below:\"\n uid=1_3 image \"CAPTCHA image challenge\" url=\"data:image/jpeg;base64,/9j/4AAQSkZJRgABAgAAAQABAAD/wAARCAB4ANwDAREAAhEBAxEB/9sAQwAUDg8SDw0UEhASFxUUGB4yIR4cHB49LC4kMklATEtHQEZFUFpzYlBVbVZFRmSIZW13e4GCgU5gjZeMfZZzfoF8/9sAQwEVFxceGh47ISE7fFNGU3x8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8fHx8... \"\n uid=1_4 button \"Play audio CAPTCHA\"\n uid=1_5 link \"Download audio CAPTCHA\"\n uid=1_7 form\n uid=1_8 \"Answer\"\n uid=1_9 textbox \"Enter the characters seen in the image below: Answer\" focusable focused required\n uid=1_10 button \"Submit\"\n" }, { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://pypi.org/pypi/httpx/json" }, "chars": 115, "images": 0, "error": false, "secs": 0.21, "text": "Successfully navigated to https://pypi.org/pypi/httpx/json.\n## Pages\n1: https://pypi.org/pypi/httpx/json [selected]" }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "() => {const d=JSON.parse(document.body.innerText); const v=d.info.version; return {v, files:d.releases[v].map(f=>f.upload_time_iso_8601)}}" }, "chars": 129, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n{\"v\":\"0.28.1\",\"files\":[\"2024-12-06T15:37:21.509172Z\",\"2024-12-06T15:37:23.222462Z\"]}\n```" } ], "final": "The latest version of httpx is **0.28.1**, released on **December 6, 2024** (about 15:37 UTC).\n\nThe project page at pypi.org/project/httpx/ showed a CAPTCHA, so I didn't solve it. I got this from PyPI's official JSON API (pypi.org/pypi/httpx/json) instead.", "secs": 19.9, "totals": { "input": 16, "cache_read": 81271, "cache_write": 1711, "output": 853, "input_all": 82998 } }, { "setup": "devtools-mcp", "run": "r1", "task": "stripe-amount", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 111, "output": 63, "stop": "tool_use" }, { "input": 2, "cache_read": 11171, "cache_write": 121, "output": 115, "stop": "tool_use" }, { "input": 2, "cache_read": 11292, "cache_write": 531, "output": 143, "stop": "tool_use" }, { "input": 2, "cache_read": 11823, "cache_write": 544, "output": 153, "stop": "tool_use" }, { "input": 2, "cache_read": 12367, "cache_write": 1208, "output": 169, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://docs.stripe.com/api/charges/create" }, "chars": 121, "images": 0, "error": false, "secs": 7.75, "text": "## Pages\n1: about:blank\n2: Create a charge | Stripe API Reference (https://docs.stripe.com/api/charges/create) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => { const t=document.body.innerText; const i=t.indexOf('amount'); return t.slice(i-200,i+800); }" }, "chars": 1082, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n\", such as the Payment Intents API.\\n\\nWas this section helpful?\\nYes\\nNo\\nThe Charge object\u00a0v1\\nAsk about this section\\nCopy for LLM\\nView as Markdown\\nAttributes\\nid\\nstring\\n\\nUnique identifier for the object.\\n\\namount\\ninteger\\n\\nAmount intended to be collected by this payment. A positive integer representing how much to charge in the smallest currency unit (e.g., 100 cents to charge $1.00 or 100 to charge \u00a5100, a zero-decimal currency). The minimum amount is $0.50 US or equivalent in charge currency. The amount value supports up to eight digits (e.g., a value of 99999999 for a USD charge of $999,999.99).\\n\\nbalance_transaction\\nnullable string\\nExpandable\\n\\nID of the balance transaction that describes the impact of this charge on your account balance (not including refunds or disputes).\\n\\nbilling_details\\nobject\\n\\nBilling information associated with the payment method at the time of the transaction.\\n\\nShow child attributes\\ncurrency\\nenum\\n\\nThree-letter ISO currency code, in lowercase. Must be a supported curr\"\n```" }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => { const t=document.body.innerText; const i=t.indexOf('Create a charge'); const j=t.indexOf('amount',i); return t.slice(j-300,j+700); }" }, "chars": 1078, "images": 0, "error": false, "secs": 0.22, "text": "Script ran on page and returned:\n```json\n\"soon. If your integration uses either of them, you need to update it to use a different payment flow, such as the Payment Intents API.\\n\\nWas this section helpful?\\nYes\\nNo\\nThe Charge object\u00a0v1\\nAsk about this section\\nCopy for LLM\\nView as Markdown\\nAttributes\\nid\\nstring\\n\\nUnique identifier for the object.\\n\\namount\\ninteger\\n\\nAmount intended to be collected by this payment. A positive integer representing how much to charge in the smallest currency unit (e.g., 100 cents to charge $1.00 or 100 to charge \u00a5100, a zero-decimal currency). The minimum amount is $0.50 US or equivalent in charge currency. The amount value supports up to eight digits (e.g., a value of 99999999 for a USD charge of $999,999.99).\\n\\nbalance_transaction\\nnullable string\\nExpandable\\n\\nID of the balance transaction that describes the impact of this charge on your account balance (not including refunds or disputes).\\n\\nbilling_details\\nobject\\n\\nBilling information associated with the payment method at the time of the transaction.\\n\\nShow ch\"\n```" }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => { const t=document.body.innerText; const r=[]; let i=0; while((i=t.indexOf('amount\\ninteger',i+1))>=0) r.push(t.slice(i-150,i+500)); return r.slice(0,4); }" }, "chars": 2745, "images": 0, "error": false, "secs": 0.22, "text": "Script ran on page and returned:\n```json\n[\"on helpful?\\nYes\\nNo\\nThe Charge object\u00a0v1\\nAsk about this section\\nCopy for LLM\\nView as Markdown\\nAttributes\\nid\\nstring\\n\\nUnique identifier for the object.\\n\\namount\\ninteger\\n\\nAmount intended to be collected by this payment. A positive integer representing how much to charge in the smallest currency unit (e.g., 100 cents to charge $1.00 or 100 to charge \u00a5100, a zero-decimal currency). The minimum amount is $0.50 US or equivalent in charge currency. The amount value supports up to eight digits (e.g., a value of 99999999 for a USD charge of $999,999.99).\\n\\nbalance_transaction\\nnullable string\\nExpandable\\n\\nID of the balance transaction that describes the imp\",\"ill be removed soon. If your integration uses it, you need to update it to use a different payment flow, such as the Payment Intents API.\\n\\nParameters\\namount\\ninteger\\nRequired\\n\\nAmount intended to be collected by this payment. A positive integer representing how much to charge in the smallest currency unit (e.g., 100 cents to charge $1.00 or 100 to charge \u00a5100, a zero-decimal currency). The minimum amount is $0.50 US or equivalent in charge currency. The amount value supports up to eight digits (e.g., a value of 99999999 for a USD charge of $999,999.99).\\n\\ncurrency\\nenum\\nRequired\\n\\nThree-letter ISO currency code, in lowercase. Must be a supported c\",\"nt. If the account has no prefix value, the suffix is concatenated to the account\u2019s statement descriptor.\\n\\nMore parameters\\nExpand all\\napplication_fee_amount\\ninteger\\nConnect only\\ncapture\\nboolean\\non_behalf_of\\nstring\\nConnect only\\nradar_options\\nobject\\ntransfer_data\\nobject\\nConnect only\\ntransfer_group\\nstring\\nConnect only\\nReturns\\n\\nReturns the charge object if the charge succeeded. This call raises an error if something goes wrong. A common source of error is an invalid or expired card, or a valid card with insufficient available balance.\\n\\nServer-side language\\ncURL\\ncurl https://api.stripe.com/v1/charges \\\\\\n -u \\\"sk_test_...\\nsk_test_...\\n:\\\" \\\\\\n -d amoun\",\"ill be removed soon. If your integration uses it, you need to update it to use a different payment flow, such as the Payment Intents API.\\n\\nParameters\\namount\\ninteger\\n\\nThe amount to capture, which must be less than or equal to the original amount.\\n\\nreceipt_email\\nstring\\n\\nThe email address to send this charge\u2019s receipt to. This will override the previously-specified email address for this charge, if one was set. Receipts will not be sent in test mode.\\n\\nThe maximum length is 800 characters.\\n\\nstatement_descriptor\\nstring\\n\\nFor a non-card charge, text that appears on the customer\u2019s statement as the statement descriptor. This value overrides the accoun\"]\n```" } ], "final": "Yes, `amount` is required. The \"Create a charge\" docs list it as an **integer, Required**.\n\nIt's given in the **smallest unit of the currency**, as a positive whole number. For example, 100 means 100 cents, which is $1.00. For currencies with no smaller unit, like the yen, 100 means \u00a5100.\n\n- The minimum is $0.50 US, or the equivalent in the charge's currency.\n- It can be up to eight digits long, so 99999999 is $999,999.99 for a USD charge.", "secs": 20.6, "totals": { "input": 12, "cache_read": 57713, "cache_write": 2515, "output": 643, "input_all": 60240 } }, { "setup": "devtools-mcp", "run": "r1", "task": "trueclassic-28L", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 138, "output": 129, "stop": "tool_use" }, { "input": 2, "cache_read": 11198, "cache_write": 307, "output": 52, "stop": "tool_use" }, { "input": 2, "cache_read": 11505, "cache_write": 12084, "output": 98, "stop": "tool_use" }, { "input": 2, "cache_read": 23589, "cache_write": 145, "output": 273, "stop": "tool_use" }, { "input": 2, "cache_read": 23734, "cache_write": 691, "output": 145, "stop": "tool_use" }, { "input": 2, "cache_read": 24425, "cache_write": 3435, "output": 104, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://www.trueclassictees.com/products/black-khaki-slim-chino-pants-2-pack" }, "chars": 173, "images": 0, "error": false, "secs": 10.23, "text": "## Pages\n1: about:blank\n2: Black & Khaki Slim Chino Pants 2-Pack | True Cl... (https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 62, "images": 0, "error": false, "secs": 0.01, "text": "## Latest page snapshot\nuid=1_0 RootWebArea url=\"about:blank\"\n" }, { "name": "take_snapshot", "input": { "pageId": 2 }, "chars": 24097, "images": 0, "error": false, "secs": 0.19, "text": "## Latest page snapshot\nuid=2_0 RootWebArea \"Black & Khaki Slim Chino Pants 2-Pack | True Classic\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack\"\n uid=2_1 link \"Skip to content\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack#MainContent\"\n uid=2_3 \"Choosing a sort option will refresh the page\"\n uid=2_4 banner \"Announcements\"\n uid=2_5 region \"Announcement slides\"\n uid=2_6 \"45 Million+ Shirts Sold Worldwide\"\n uid=2_7 \"\u26a1 Flash Deals Ending Soon\"\n uid=2_8 link \"Claim Now\" url=\"https://www.trueclassictees.com/en-in/pages/weekly-deals\"\n uid=2_10 button \"Previous slide\"\n uid=2_11 button \"Next slide\"\n uid=2_12 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_13 link \"Skip to main content\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack#MainContent\"\n uid=2_15 navigation \"Main navigation\"\n uid=2_16 button \"Open primary navigation menu\" expandable\n uid=2_17 button \"Open Searchbar\" expandable\n uid=2_18 link \"True Classic\" url=\"https://www.trueclassictees.com/en-in\"\n uid=2_20 form\n uid=2_21 link \"Open Account Drawer\" expandable url=\"https://www.trueclassictees.com/customer_authentication/login?return_to=%2Fen-in%2Fproducts%2Fblack-khaki-slim-chino-pants-2-pack&locale=en&ui_hint=full®ion_country=IN\"\n uid=2_22 \"Account\"\n uid=2_23 \"Cart\"\n uid=2_24 link url=\"https://www.trueclassictees.com/\"\n uid=2_25 button \"Open cart\" expandable haspopup=\"dialog\"\n uid=2_26 main\n uid=2_27 button \"Open navigation menu\"\n uid=2_28 generic live=\"polite\" relevant=\"additions text\"\n uid=2_29 \"#1 Best Seller\"\n uid=2_30 heading \"Straight Dressy Chino\" level=\"3\"\n uid=2_31 \"#2\"\n uid=2_32 heading \"Slim Dressy Chino\" level=\"3\"\n uid=2_33 \"#3\"\n uid=2_34 heading \"Casual Chino\" level=\"3\"\n uid=2_35 \"#4\"\n uid=2_36 heading \"Travel Chino\" level=\"3\"\n uid=2_37 \"#5\"\n uid=2_38 heading \"Straight Twill Chino\" level=\"3\"\n uid=2_39 \"#6\"\n uid=2_40 heading \"Slim Twill Chino\" level=\"3\"\n uid=2_41 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_42 button \"Previous slide\" disableable disabled\n uid=2_43 button \"Next slide\"\n uid=2_44 region \"Product image thumbnails\" roledescription=\"carousel\"\n uid=2_45 list live=\"polite\" relevant=\"additions text\"\n uid=2_46 image \"Black & Khaki Slim Chino Pants 2-Pack, side-by-side display.\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=100\"\n uid=2_47 image \"Black & Khaki Slim Chino Pants 2-Pack with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2_7d0d2e0b-0ddb-4c1d-972f-bf22e07a1c66.jpg?v=1748566239&width=100\"\n uid=2_48 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=100\"\n uid=2_49 image \"Black Slim Chino Pants 2.0 with buttoned welt pockets, modern casual fit.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_5.jpg?v=1747542038&width=100\"\n uid=2_50 image \"Core Slim Chino Pants 3-Pack shown on model with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_2_15cd3d53-115d-4c18-85dd-fb82115ea359.jpg?v=1748567504&width=100\"\n uid=2_51 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a man wearing khaki slim chinos with a green polo and white sneakers for a casual Men's basics look\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_7.jpg?v=1747539219&width=100\"\n uid=2_52 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a close up of khaki slim chino pants with belt loops and secure front and back pockets for men's basics\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_3_0429de6c-07a6-4710-b24f-ccdfdf60cbdf.jpg?v=1747539236&width=100\"\n uid=2_53 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_54 region \"Product images\" roledescription=\"carousel\"\n uid=2_55 list live=\"polite\" relevant=\"additions text\"\n uid=2_56 image \"Black & Khaki Slim Chino Pants 2-Pack, side-by-side display.\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=1420\"\n uid=2_57 image \"Black & Khaki Slim Chino Pants 2-Pack with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2_7d0d2e0b-0ddb-4c1d-972f-bf22e07a1c66.jpg?v=1748566239&width=1420\"\n uid=2_58 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=1420\"\n uid=2_59 image \"Black Slim Chino Pants 2.0 with buttoned welt pockets, modern casual fit.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_5.jpg?v=1747542038&width=1420\"\n uid=2_60 image \"Core Slim Chino Pants 3-Pack shown on model with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_2_15cd3d53-115d-4c18-85dd-fb82115ea359.jpg?v=1748567504&width=1420\"\n uid=2_61 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a man wearing khaki slim chinos with a green polo and white sneakers for a casual Men's basics look\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_7.jpg?v=1747539219&width=1420\"\n uid=2_62 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a close up of khaki slim chino pants with belt loops and secure front and back pockets for men's basics\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_3_0429de6c-07a6-4710-b24f-ccdfdf60cbdf.jpg?v=1747539236&width=1420\"\n uid=2_63 button \"Previous slide\"\n uid=2_64 button \"Next slide\"\n uid=2_65 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_66 heading \"Slim Dressy Chino Pants\" level=\"1\"\n uid=2_67 button \"Read customer reviews: Average rating 4.5 out of 5 stars, 121 Reviews. 7M+ Customers\" haspopup=\"dialog\"\n uid=2_68 \"Waist:\"\n uid=2_69 \" \"\n uid=2_70 \"Choose a size.\"\n uid=2_71 button \"Open size chart\"\n uid=2_72 \"Waist\"\n uid=2_73 \"30\"\n uid=2_74 radio \"30\"\n uid=2_75 \"31\"\n uid=2_76 radio \"31\" disableable disabled\n uid=2_77 \"32\"\n uid=2_78 radio \"32\"\n uid=2_79 \"33\"\n uid=2_80 radio \"33\"\n uid=2_81 \"34\"\n uid=2_82 radio \"34\"\n uid=2_83 \"36\"\n uid=2_84 radio \"36\"\n uid=2_85 \"38\"\n uid=2_86 radio \"38\"\n uid=2_87 \"40\"\n uid=2_88 radio \"40\"\n uid=2_89 \"42\"\n uid=2_90 radio \"42\"\n uid=2_91 \"Length:\"\n uid=2_92 \" \"\n uid=2_93 \"Choose a size.\"\n uid=2_94 button \"Open size chart\"\n uid=2_95 \"Length\"\n uid=2_96 \"28L\"\n uid=2_97 radio \"28L\" disableable disabled\n uid=2_98 \"30L\"\n uid=2_99 radio \"30L\" disableable disabled\n uid=2_100 \"32L\"\n uid=2_101 radio \"32L\"\n uid=2_102 \"34L\"\n uid=2_103 radio \"34L\" disableable disabled\n uid=2_104 \"36L\"\n uid=2_105 radio \"36L\" disableable disabled\n uid=2_106 \"Fit: \"\n uid=2_107 \"Slim\"\n uid=2_108 radio \"Straight\"\n uid=2_109 \"Straight\"\n uid=2_110 radio \"Slim\" checked\n uid=2_111 \"Slim\"\n uid=2_112 \"Quantity: \"\n uid=2_113 \"2\"\n uid=2_114 \"BEST DEAL\"\n uid=2_115 radio \"BEST DEAL 3-Pack Save 28%\"\n uid=2_116 \"3-Pack\"\n uid=2_117 \"Save 28%\"\n uid=2_118 radio \"2-Pack Save 15%\" checked\n uid=2_119 \"2-Pack\"\n uid=2_120 \"Save 15%\"\n uid=2_121 radio \"Singles 6 colors\"\n uid=2_122 \"Singles\"\n uid=2_123 \"6 colors\"\n uid=2_124 \"Colors:\"\n uid=2_125 \" \"\n uid=2_126 strong live=\"polite\" relevant=\"additions text\"\n uid=2_127 \"Black, Khaki\"\n uid=2_128 \"\ud83d\udd25\"\n uid=2_129 \"Top Seller\"\n uid=2_130 radio \"Navy & Carbon Slim Chino Pants 2-Pack\"\n uid=2_131 image \"Navy & Carbon Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/NavyCarbonSlimChinoPants2pack.jpg?v=1762287330&width=150\"\n uid=2_132 radio \"Black & Khaki Slim Chino Pants 2-Pack\" checked\n uid=2_133 image \"Black & Khaki Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=150\"\n uid=2_134 radio \"Black & Navy Slim Chino Pants 2-Pack\"\n uid=2_135 image \"Black & Navy Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackNavySlimChinoPants2pack.jpg?v=1762287330&width=150\"\n uid=2_136 \"INRs. 6,750\"\n uid=2_137 \"/pair\"\n uid=2_138 generic live=\"polite\" relevant=\"additions text\"\n uid=2_139 \"Regular price\"\n uid=2_140 \"INRs. 15,900\"\n uid=2_141 \"Discounted price\"\n uid=2_142 \"INRs. 13,500\"\n uid=2_143 form\n uid=2_144 button \"Select A Size\" disableable disabled\n uid=2_145 heading \"Style It With\" level=\"2\"\n uid=2_146 region \"Style It With\" roledescription=\"carousel\"\n uid=2_147 image \"Man wearing Black Performance Dress Shirt and gray trousers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_BLACK_Medium_Ecomm_2025_APR_2_7c4eeef5-40de-4d87-ab60-81c5c1e73560.jpg?v=1762287143&width=400\"\n uid=2_148 button \"Quick add modal Black Performance Dress Shirt\"\n uid=2_149 heading \"Performance Dress Shirt\" level=\"3\"\n uid=2_150 \"INRs. 6,750\"\n uid=2_151 image \"Man wearing Navy Performance Dress Shirt and gray trousers, posed casually.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_NAVY_Medium_Ecomm_2025_APR_2.jpg?v=1762287144&width=400\"\n uid=2_152 button \"Quick add modal Navy Performance Dress Shirt\"\n uid=2_153 heading \"Performance Dress Shirt\" level=\"3\"\n uid=2_154 \"INRs. 6,750\"\n uid=2_155 image \"Man models White Performance Dress Shirt with button-up design.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_WHITE_Medium_Ecomm_2025_APR_2.jpg?v=1762287143&width=400\"\n uid=2_156 button \"Quick add modal White Performance Dress Shirt\"\n uid=2_157 heading \"Performance Dress Shirt\" level=\"3\"\n uid=2_158 \"INRs. 6,750\"\n uid=2_159 button \"Product Details\"\n uid=2_160 button \"Reviews\"\n uid=2_161 button \"100-Day Guarantee\" haspopup=\"dialog\"\n uid=2_162 button \"Buy Now Pay Later\" haspopup=\"dialog\"\n uid=2_163 button \"Description\" expandable\n uid=2_164 button \"Perfect Fit, 100-Day Made to Last Guarantee\" expandable\n uid=2_165 button \"Care Guide\" expandable\n uid=2_166 button \"Easy Returns & Exchanges\" expandable\n uid=2_167 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=710\"\n uid=2_168 heading \"Why you'll love it\" level=\"4\"\n uid=2_169 heading \"Tailored. Modern. Made to Move.\" level=\"3\"\n uid=2_170 \"Our latest chino features a refined fit and breathable stretch, making it a sharp choice for everyday wear.\"\n uid=2_171 button \"Fit & Features\" expandable\n uid=2_172 \"Slim, Not Skinny\"\n uid=2_173 LineBreak \"\n\"\n uid=2_174 \"Follows your shape without clinging\u2014sharp, streamlined, and ultra comfortable.\"\n uid=2_175 LineBreak \"\n\"\n uid=2_176 LineBreak \"\n\"\n uid=2_177 \"Flexible in All the Right Places\"\n uid=2_178 LineBreak \"\n\"\n uid=2_179 \"Stretch fabric gives freedom of movement without losing its structured look.\"\n uid=2_180 LineBreak \"\n\"\n uid=2_181 LineBreak \"\n\"\n uid=2_182 \"Built-In Utility\"\n uid=2_183 LineBreak \"\n\"\n uid=2_184 \"Zippered slash pockets and reinforced seams keep essentials secure and neat.\"\n uid=2_185 image \"Fit & Features\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2.jpg?v=1762287136&width=710\"\n uid=2_186 image \"Fit & Features\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_CARBON_32X32_Ecomm_2025_APR_5.jpg?v=1747541696&width=710\"\n uid=2_187 button \"Fabric\" expandable\n uid=2_188 \"95% Cotton, 5% Spandex Blend\"\n uid=2_189 LineBreak \"\n\"\n uid=2_190 \"Soft yet strong, this fabric resists wrinkles and recovers after wear.\"\n uid=2_191 LineBreak \"\n\"\n uid=2_192 LineBreak \"\n\"\n uid=2_193 \"Moisture-Wicking Performance\"\n uid=2_194 LineBreak \"\n\"\n uid=2_195 \"Keeps you cool and dry throughout commutes, meetings, or casual weekends.\"\n uid=2_196 LineBreak \"\n\"\n uid=2_197 LineBreak \"\n\"\n uid=2_198 \"Care Guide\"\n uid=2_199 LineBreak \"\n\"\n uid=2_200 \"Machine wash cold, tumble dry low\u2014made to last and look sharp.\"\n uid=2_201 image \"Fabric\" url=\"https://www.trueclassictees.com/cdn/shop/files/4730_BLACK_10.jpg?v=1747541871&width=710\"\n uid=2_202 image \"Fabric\" url=\"https://www.trueclassictees.com/cdn/shop/files/4730_CARBON_11.jpg?v=1747541650&width=710\"\n uid=2_203 heading \"You May Also Like\" level=\"2\"\n uid=2_204 list live=\"polite\" relevant=\"additions text\"\n uid=2_205 button \"Add Khaki Slim Comfort Knit Chino Pant to wishlist\"\n uid=2_206 button \"Quick add modal Khaki Slim Comfort Knit Chino Pant\"\n uid=2_207 link \"Casual Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/khaki-comfort-chino-pants?_pos=16&_sid=5dcf6f1e9&_ss=r\"\n uid=2_209 \"Khaki\"\n uid=2_210 \"25% OFF\"\n uid=2_211 \"Original price\"\n uid=2_212 \"INRs. 7,350.00\"\n uid=2_213 \"Discounted price\"\n uid=2_214 \"INRs. 5,512.50\"\n uid=2_215 generic\n uid=2_216 \"Final Sale - No Returns\"\n uid=2_217 \"Color:\"\n uid=2_218 radio \"khaki\" checked\n uid=2_219 radio \"black\"\n uid=2_220 radio \"carbon\"\n uid=2_221 radio \"navy\"\n uid=2_222 radio \"military green\"\n uid=2_223 link \"+1\" url=\"https://www.trueclassictees.com/en-in/products/khaki-comfort-chino-pants?_pos=16&_sid=5dcf6f1e9&_ss=r\"\n uid=2_225 button \"Add Black Commuter Pants to wishlist\"\n uid=2_226 button \"Quick add modal Black Commuter Pants\"\n uid=2_227 link \"Travel Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/black-commuter-pant?_pos=7&_sid=5dcf6f1e9&_ss=r\"\n uid=2_229 \"Black\"\n uid=2_230 \"25% OFF\"\n uid=2_231 \"Original price\"\n uid=2_232 \"INRs. 7,950.00\"\n uid=2_233 \"Discounted price\"\n uid=2_234 \"INRs. 5,962.50\"\n uid=2_235 generic\n uid=2_236 \"Final Sale - No Returns\"\n uid=2_237 \"Color:\"\n uid=2_238 radio \"black\" checked\n uid=2_239 radio \"navy\"\n uid=2_240 radio \"carbon\"\n uid=2_241 radio \"khaki\"\n uid=2_242 button \"Add Khaki Straight Twill Chino Pant to wishlist\"\n uid=2_243 button \"Quick add modal Khaki Straight Twill Chino Pant\"\n uid=2_244 link \"Straight Twill Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/khaki-straight-twill-chino?_pos=12&_sid=5dcf6f1e9&_ss=r\"\n uid=2_246 \"Khaki\"\n uid=2_247 \"25% OFF\"\n uid=2_248 \"Original price\"\n uid=2_249 \"INRs. 7,950.00\"\n uid=2_250 \"Discounted price\"\n uid=2_251 \"INRs. 5,962.50\"\n uid=2_252 generic\n uid=2_253 \"Final Sale - No Returns\"\n uid=2_254 \"Color:\"\n uid=2_255 radio \"khaki\" checked\n uid=2_256 radio \"navy\"\n uid=2_257 radio \"dark oak\"\n uid=2_258 radio \"centurion\"\n uid=2_259 radio \"meadow\"\n uid=2_260 button \"Add Black Slim Twill Chino Pant to wishlist\"\n uid=2_261 button \"Quick add modal Black Slim Twill Chino Pant\"\n uid=2_262 link \"Slim Twill Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/black-slim-twill-chino?_pos=11&_sid=5dcf6f1e9&_ss=r\"\n uid=2_264 \"Black\"\n uid=2_265 \"25% OFF\"\n uid=2_266 \"Original price\"\n uid=2_267 \"INRs. 7,950.00\"\n uid=2_268 \"Discounted price\"\n uid=2_269 \"INRs. 5,962.50\"\n uid=2_270 generic\n uid=2_271 \"Final Sale - No Returns\"\n uid=2_272 \"Color:\"\n uid=2_273 radio \"black\" checked\n uid=2_274 radio \"navy\"\n uid=2_275 radio \"dark oak\"\n uid=2_276 radio \"khaki\"\n uid=2_277 radio \"meadow\"\n uid=2_278 link \"+1\" url=\"https://www.trueclassictees.com/en-in/products/black-slim-twill-chino?_pos=11&_sid=5dcf6f1e9&_ss=r\"\n uid=2_280 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_281 heading \"CUSTOMER REVIEWS\" level=\"2\"\n uid=2_282 region \"Rated 4.5 out of 5 stars Based on 121 reviews\"\n uid=2_283 \"4.5\"\n uid=2_284 \"Rated 4.5 out of 5 stars\"\n uid=2_285 \"Based on 121 reviews\"\n uid=2_286 button \"Total 5 star reviews: 94. Filter by 5 star reviews\"\n uid=2_287 button \"Total 4 star reviews: 11. Filter by 4 star reviews\"\n uid=2_288 button \"Total 3 star reviews: 4. Filter by 3 star reviews\"\n uid=2_289 button \"Total 2 star reviews: 1. Filter by 2 star reviews\"\n uid=2_290 button \"Total 1 star reviews: 11. Filter by 1 star reviews\"\n uid=2_291 status atomic live=\"polite\" relevant=\"additions text\"\n uid=2_292 \"EQ\"\n uid=2_293 \"Edward Q.\"\n uid=2_294 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=2_295 \"I recommend this product\"\n uid=2_296 \"Weight Range\"\n uid=2_297 \"151 - 175 lbs / 69-79 kg\"\n uid=2_298 \"Usual Size\"\n uid=2_299 \"M\"\n uid=2_300 \"Size Purchased\"\n uid=2_301 \"M\"\n uid=2_302 \"Height\"\n uid=2_303 \"5'6-5'9 / 166-175 cm\"\n uid=2_304 \"Rated 5 out of 5 stars\"\n uid=2_305 \"1 week ago\"\n uid=2_306 heading \"Chinos\" level=\"2\"\n uid=2_307 \"Excellent fit and fabric.Great customer service and prompt delivery\"\n uid=2_308 \"M\"\n uid=2_309 \"Muhota\"\n \"\ue909\"\n uid=2_310 \"I recommend this product\"\n uid=2_311 \"Rated 5 out of 5 stars\"\n uid=2_312 \"1 month ago\"\n uid=2_313 heading \"5 Stars\" level=\"2\"\n uid=2_314 \"Perfect fit nice and stretchy and comfortable even for a long legged guy like me\"\n uid=2_315 \"O\"\n uid=2_316 \"OSCAR\"\n \"\ue909\"\n uid=2_317 \"I recommend this product\"\n uid=2_318 \"Rated 5 out of 5 stars\"\n uid=2_319 \"1 month ago\"\n uid=2_320 heading \"5 Stars\" level=\"2\"\n uid=2_321 \"Todo excelente\"\n uid=2_322 \"RM\"\n uid=2_323 \"Ra\u00fal M. d. l. O. S.\"\n uid=2_324 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=2_325 \"I recommend this product\"\n uid=2_326 \"Rated 5 out of 5 stars\"\n uid=2_327 \"2 months ago\"\n uid=2_328 heading \"Excellent fit and design\" level=\"2\"\n uid=2_329 \"Very comfortable and versatile\"\n uid=2_330 \"Translated from Spanish\"\n uid=2_331 button \"Show original\"\n uid=2_332 \"JK\"\n uid=2_333 \"JANE K.\"\n uid=2_334 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=2_335 \"I recommend this product\"\n uid=2_336 \"Rated 5 out of 5 stars\"\n uid=2_337 \"2 months ago\"\n uid=2_338 heading \"Great fit lightweight crease proof!\" level=\"2\"\n uid=2_339 \"Fit nicely comfortable seem to be everything they advertise\"\n uid=2_340 button \"Show more reviews\"\n uid=2_341 status atomic live=\"polite\" relevant=\"additions text\"\n uid=2_342 tabpanel \"Questions\"\n uid=2_343 contentinfo\n uid=2_344 form\n uid=2_345 heading \"STAY IN THE KNOW\" level=\"2\"\n uid=2_346 \"Exclusive deals, early access, and first look at new products, right to your inbox.\"\n uid=2_347 \"Email address\"\n uid=2_348 textbox \"Email address\" req" }, { "name": "click", "input": { "pageId": 2, "uid": "2_74", "includeSnapshot": true }, "chars": 127, "images": 0, "error": true, "secs": 5.01, "text": "Error: Failed to interact with the element with uid 2_74. The element did not become interactive within the configured timeout." }, { "name": "click", "input": { "pageId": 2, "uid": "2_73" }, "chars": 35, "images": 0, "error": false, "secs": 0.42, "text": "Successfully clicked on the element" }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => [...document.querySelectorAll('input[type=radio]')].filter(i=>/^(\\d\\dL?)$/.test(i.value)).map(i=>i.value+':'+i.checked+':'+i.disabled+':'+i.className).join('\\n') + '\\n' + [...document.querySelectorAll('form button')].map(b=>b.innerText+':'+b.disabled).join('|')" }, "chars": 931, "images": 0, "error": false, "secs": 0.22, "text": "Script ran on page and returned:\n```json\n\"30:true:false:visually-hidden \\n31:false:false:visually-hidden disabled\\n32:false:false:visually-hidden \\n33:false:false:visually-hidden \\n34:false:false:visually-hidden \\n36:false:false:visually-hidden \\n38:false:false:visually-hidden \\n40:false:false:visually-hidden \\n42:false:false:visually-hidden \\n28L:false:false:visually-hidden disabled\\n30L:false:false:visually-hidden disabled\\n32L:false:false:visually-hidden \\n34L:false:false:visually-hidden disabled\\n36L:false:false:visually-hidden disabled\\n\\n Switch to \\n :false|\\n \\n \\n \\n :false|:false|Clear:false|:false|Clear:false|Select A Size:true|\\n Notify me when available\\n \\n\\n\\n \\n\\n\\n\\n :true|\u2192:false|\\n \u2192 \\n \\n \\n \\n \\n \\n :false\"\n```" }, { "name": "click", "input": { "pageId": 2, "uid": "2_96" }, "chars": 160, "images": 0, "error": false, "secs": 0.41, "text": "Successfully clicked on the element\nPage navigated to https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack?variant=41418815471688." }, { "name": "take_screenshot", "input": { "pageId": 2 }, "chars": 49, "images": 1, "error": false, "secs": 0.12, "text": "Took a screenshot of the current page's viewport.\n" } ], "final": "It's sold out, so you can't add it to the cart. After I chose waist 30 and length 28L (Slim fit, Black & Khaki 2-pack), the page showed a \"Notify Me When Available\" button where \"Add to Cart\" would normally be.\n\nThe site sent me to its India store, so prices showed in rupees.", "secs": 31.5, "totals": { "input": 14, "cache_read": 105511, "cache_write": 16800, "output": 801, "input_all": 122325 } }, { "setup": "devtools-mcp", "run": "r1", "task": "wiki-follow-link", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 135, "output": 114, "stop": "tool_use" }, { "input": 2, "cache_read": 11195, "cache_write": 200, "output": 139, "stop": "tool_use" }, { "input": 2, "cache_read": 11395, "cache_write": 330, "output": 243, "stop": "tool_use" }, { "input": 2, "cache_read": 11725, "cache_write": 1162, "output": 116, "stop": "end_turn" } ], "tool_calls": [ { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://en.wikipedia.org/wiki/Web_scraping" }, "chars": 162, "images": 0, "error": false, "secs": 1.74, "text": "Successfully navigated to https://en.wikipedia.org/wiki/Web_scraping.\n## Pages\n1: Web scraping - Wikipedia (https://en.wikipedia.org/wiki/Web_scraping) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "() => [...document.querySelectorAll('#bodyContent a')].filter(a=>/robots/i.test(a.href+a.textContent)).map(a=>a.href+' | '+a.textContent)" }, "chars": 395, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n[\"https://en.wikipedia.org/wiki/Robots_exclusion_standard | robots.txt\",\"https://en.wikipedia.org/wiki/Robots_exclusion_standard | robots.txt\",\"https://arstechnica.com/tech-policy/2025/01/ai-haters-build-tarpits-to-trap-and-trick-ai-scrapers-that-ignore-robots-txt/ | \\\"AI haters build tarpits to trap and trick AI scrapers that ignore robots.txt\\\"\"]\n```" }, { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://en.wikipedia.org/wiki/Robots_exclusion_standard" }, "chars": 171, "images": 0, "error": false, "secs": 2.98, "text": "Successfully navigated to https://en.wikipedia.org/wiki/Robots_exclusion_standard.\n## Pages\n1: robots.txt - Wikipedia (https://en.wikipedia.org/wiki/Robots.txt) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "() => [...document.querySelectorAll('#mw-content-text p')].slice(0,8).map(p=>p.innerText).join('\\n').slice(0,3000)" }, "chars": 2395, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n\"\\nThe Robots Exclusion Protocol (often referred to by the filename used to implement it, robots.txt) is a standard used by websites to indicate to visiting web crawlers and other web robots which portions of the website they are allowed to visit.\\nThe standard, developed in 1994, relies on voluntary compliance. Malicious bots can use the file as a directory of which pages to visit, though standards bodies discourage countering this with security through obscurity. Some archival sites ignore robots.txt. The standard was used in the 1990s to mitigate server overload. In the 2020s, websites began denying bots that collect information for generative AI.\\nThe \\\"robots.txt\\\" file can be used in conjunction with sitemaps, another robot inclusion standard for websites.\\nThe standard was proposed by Martijn Koster,[1][2] when working for Nexor[3] in February 1994[4] on the www-talk mailing list, the main communication channel for WWW-related activities at the time. Charles Stross claims to have provoked Koster to suggest robots.txt, after he wrote a badly behaved web crawler that inadvertently caused a denial-of-service attack on Koster's server.[5]\\nThe standard, initially RobotsNotWanted.txt, allowed web developers to specify which bots should not access their website or which pages bots should not access. The internet was small enough in 1994 to maintain a complete list of all bots; server overload was a primary concern. By June 1994 it had become a de facto standard;[6] most complied, including those operated by search engines such as WebCrawler, Lycos, and AltaVista.[7]\\nOn July 1, 2019, Google announced the proposal of the Robots Exclusion Protocol as an official standard under Internet Engineering Task Force.[8] A proposed standard[9] was published in September 2022 as RFC 9309.\\nA site owner wishing to give instructions to web robots places a text file called robots.txt in the root of the web site hierarchy (e.g. https://www.example.com/robots.txt). This text file contains the instructions in a specific format (see examples below). Robots that choose to follow the instructions try to fetch this file and read the instructions before fetching any other file from the website. If this file does not exist, web robots assume that the website owner does not wish to place any limitations on crawling the entire site.\"\n```" } ], "final": "The robots.txt standard was first proposed in **1994**. Martijn Koster proposed it in February 1994 on the www-talk mailing list, while he was working for Nexor.\n\nI got there by following the \"robots.txt\" link on the Web scraping article, which leads to the Wikipedia article \"Robots exclusion standard\" (now titled robots.txt).", "secs": 17.4, "totals": { "input": 10, "cache_read": 45375, "cache_write": 1827, "output": 612, "input_all": 47212 } }, { "setup": "devtools-mcp-nojs", "run": "r2", "task": "allbirds-price", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10419, "cache_write": 0, "output": 79, "stop": "tool_use" }, { "input": 2, "cache_read": 10419, "cache_write": 165, "output": 74, "stop": "tool_use" }, { "input": 2, "cache_read": 10584, "cache_write": 11471, "output": 53, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://www.allbirds.com/products/womens-allbirds-flip-flop-dusty-pink" }, "chars": 161, "images": 0, "error": false, "secs": 4.78, "text": "## Pages\n1: about:blank\n2: Women's Allbirds Flip Flop - Comfortable & Eco-... (https://www.allbirds.com/products/womens-allbirds-flip-flop-dusty-pink) [selected]" }, { "name": "wait_for", "input": { "pageId": 2, "text": [ "$" ] }, "chars": 22050, "images": 0, "error": false, "secs": 0.07, "text": "Element matching one of [\"$\"] found.\n## Latest page snapshot\nuid=1_0 RootWebArea \"Women's Allbirds Flip Flop - Comfortable & Eco-Friendly Summer Sandals | Allbirds\" url=\"https://www.allbirds.com/products/womens-allbirds-flip-flop-dusty-pink\"\n uid=1_1 \"Free ground shipping on orders over $100\"\n uid=1_2 \"Due to increased demand, orders may take up to 30 days to ship.\"\n uid=1_3 button\n uid=1_4 button\n uid=1_5 banner\n uid=1_6 navigation\n uid=1_7 button \"Skip to Content\"\n uid=1_8 link \"Allbirds\" url=\"https://www.allbirds.com/\"\n uid=1_9 link \"NEW ARRIVALS\" url=\"https://www.allbirds.com/collections/new-arrivals-26\"\n uid=1_11 link \"SHOP ALL\" url=\"https://www.allbirds.com/collections/shop-all-26\"\n uid=1_13 button \"MEN\"\n uid=1_14 button \"WOMEN\"\n uid=1_15 link \"Search\" description=\"Search\" url=\"https://www.allbirds.com/search\"\n uid=1_16 button \"View Cart\" description=\"View Cart\"\n uid=1_17 heading \"CART (0)\" level=\"2\"\n uid=1_18 \"Spend $100 more to earn free shipping!\"\n uid=1_19 button \"Close cart\"\n uid=1_20 \"Your cart is empty. Start shopping!\"\n uid=1_21 button \"SHOP WOMENS\"\n uid=1_22 button \"SHOP MENS\"\n uid=1_23 button \"SHOP SOCKS\"\n uid=1_24 button \"SHOP WOMEN'S SALE\"\n uid=1_25 button \"SHOP MEN'S SALE\"\n uid=1_26 main\n uid=1_27 navigation \"breadcrumbs\"\n uid=1_28 link \"Home\" url=\"https://www.allbirds.com/\"\n uid=1_30 \"/\"\n uid=1_31 link \"Womens\" url=\"https://www.allbirds.com/collections/womens\"\n uid=1_33 \"FINAL FEW\"\n uid=1_34 \"NEW COLOR\"\n uid=1_35 button \"Women's Allbirds Flip Flop - Dusty Pink\"\n uid=1_36 button \"Women's Allbirds Flip Flop - Dusty Pink\"\n uid=1_37 button \"Women's Allbirds Flip Flop - Dusty Pink\"\n uid=1_38 button \"Women's Allbirds Flip Flop - Dusty Pink\"\n uid=1_39 button \"Women's Allbirds Flip Flop - Dusty Pink\"\n uid=1_40 heading \"Women's Allbirds Flip Flop\" level=\"1\"\n uid=1_41 \"ALSO AVAILABLE IN: \"\n uid=1_42 link \"MEN'S SIZES\" url=\"https://www.allbirds.com/products/mens-allbirds-flip-flop-natural-black\"\n uid=1_44 \"$50\"\n uid=1_45 \"COLOR:\"\n uid=1_46 \"Dusty Pink\"\n uid=1_47 \"(\"\n uid=1_48 \"Limited\"\n uid=1_49 \" Edition)\"\n uid=1_50 button \"Women's Allbirds Flip Flop - Natural Black swatch\" description=\"Women's Allbirds Flip Flop - Natural Black\"\n uid=1_51 button \"Women's Allbirds Flip Flop - Anthracite swatch\" description=\"Women's Allbirds Flip Flop - Anthracite\"\n uid=1_52 button \"Women's Allbirds Flip Flop - Mushroom swatch\" description=\"Women's Allbirds Flip Flop - Mushroom\"\n uid=1_53 button \"Women's Allbirds Flip Flop - Mid Yellow swatch\" description=\"Women's Allbirds Flip Flop - Mid Yellow\"\n uid=1_54 button \"Women's Allbirds Flip Flop - Dusty Pink swatch\" description=\"Women's Allbirds Flip Flop - Dusty Pink\"\n uid=1_55 \"WOMEN'S SIZES\"\n uid=1_56 link \"MEN'S SIZES\" url=\"https://www.allbirds.com/products/mens-allbirds-flip-flop-natural-black\"\n uid=1_58 button \"Select size 5\"\n uid=1_59 button \"Select size 6\"\n uid=1_60 button \"Select size 7\"\n uid=1_61 button \"Select size 8\"\n uid=1_62 button \"Select size 9\"\n uid=1_63 button \"Select size 10\"\n uid=1_64 button \"Select size 11\"\n uid=1_65 \"The Allbirds Flip Flop is offered in full sizes only and fits true-to-size for most customers. If you are between sizes, we recommend sizing down.\"\n uid=1_66 button \"Fit Guide\"\n uid=1_67 button \"SELECT A SIZE\" disableable disabled\n uid=1_68 \"Free Shipping on Orders over $100\"\n uid=1_69 \"Women's Allbirds Flip Flop\"\n uid=1_70 \"$50\"\n uid=1_71 button \"SELECT A SIZE\"\n uid=1_72 button \"WHY WE MADE THIS\" expandable expanded\n uid=1_73 \"Sun on your feet. Comfort underneath. Light, easy, and made for warm weather, these flip flops bring everyday comfort to sunny days, beach walks, and everything in between. Just slip them on and go.\"\n uid=1_74 heading \"BEST FOR\" level=\"3\"\n uid=1_75 \"Weekends\"\n uid=1_76 \"Vacation\"\n uid=1_77 \"Beach\"\n uid=1_78 \"Pool\"\n uid=1_79 button \"View technical details\"\n uid=1_80 \"Weight:\"\n uid=1_81 \" 5.1oz (W7), 6.7oz (M9)\"\n uid=1_82 \"Stack Height:\"\n uid=1_83 \" Heel: 23.5mm Toe: 20mm\"\n uid=1_84 \"Heel/Toe Drop:\"\n uid=1_85 \" 3.5mm\"\n uid=1_86 \"Country of Origin:\"\n uid=1_87 \" Vietnam\"\n uid=1_88 heading \"THOUGHTFULLY DESIGNED\" level=\"3\"\n uid=1_89 \"Soft, padded Tree Knit strap \"\n uid=1_90 \"backed with soft recycled microsuede\"\n uid=1_91 \"Supportive sugarcane-based \"\n uid=1_92 \"SweetFoam\u00ae cushioning\"\n uid=1_93 \" with subtly raised texture\"\n uid=1_94 \"Grippy, durable \"\n uid=1_95 \"natural rubber blend outsole \"\n uid=1_96 \"for added traction on wet or dry surfaces\"\n uid=1_97 button \"MATERIALS & SUSTAINABILITY\" expandable\n uid=1_98 \"Upper\"\n uid=1_99 \"Tree Knit\"\n uid=1_100 \"Tree Knit made from eucalyptus-derived TENCEL\u2122 Lyocell (tree fiber) yarn and recycled polyester blend\"\n uid=1_101 \"Midsole\"\n uid=1_102 \"SweetFoam\u00ae\"\n uid=1_103 \"SweetFoam\u00ae sugarcane-based EVA foam provides comfort and durability while being light on the planet\"\n uid=1_104 \"Outsole\"\n uid=1_105 \"Natural Rubber\"\n uid=1_106 \"Grippy, natural rubber blend outsole for added durability and traction\"\n uid=1_107 button \"CARE INSTRUCTIONS\" expandable\n uid=1_108 \"Yes, they\u2019re machine washable. Remove the insoles, hand wash those separately, and let everything air dry. Fresh again.\"\n uid=1_109 heading \"Make The Living Easy\" level=\"2\"\n uid=1_110 \"A step above your usual summer flip-flop. Materials that feel good against your bare skin. Support for long summer days. In colors that feel like summer.\"\n uid=1_111 link \"Shop Now\" url=\"https://www.allbirds.com/collections/womens-sandals\"\n uid=1_113 heading \"Breathable By Nature\" level=\"1\"\n uid=1_114 heading \"BREATHE EASY\" level=\"2\"\n uid=1_115 \"Made from TENCEL\u2122 Lyocell (tree fiber) and recycled polyester to stay breathable, moisture-wicking, and cool.\"\n uid=1_116 heading \"GET A GRIP\" level=\"2\"\n uid=1_117 \"A natural rubber blend outsole adds traction while supporting responsible forestry practices.\"\n uid=1_118 heading \"MADE TO MOVE\" level=\"2\"\n uid=1_119 \"Flexible and supportive\u2014designed to move naturally with you.\"\n uid=1_120 heading \"BUILT TO BOUNCE BACK\" level=\"2\"\n uid=1_121 \"SweetFoam\u00ae cushioning made from sugarcane delivers comfort and energy return.\"\n uid=1_122 heading \"YOU MAY ALSO LIKE\" level=\"2\"\n uid=1_123 button \"Previous product\" description=\"Previous Product\" disableable disabled\n uid=1_124 button \"Next product\" description=\"Next Product\"\n uid=1_125 \"FINAL FEW\"\n uid=1_126 \"NEW\"\n uid=1_127 link \"Women's Breezer Mary Jane - Warm Red (Dark Anthracite Sole) Women's Breezer Mary Jane - Warm Red (Dark Anthracite Sole)\" url=\"https://www.allbirds.com/products/womens-breezer-mary-jane\"\n uid=1_128 image \"Women's Breezer Mary Jane - Warm Red (Dark Anthracite Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12121_25Q4_Breezer-Mary-Jane-Warm-Red-Dark-Anthracite-Sole_PDP_LEFT.png?v=1761878890&width=1024\"\n uid=1_129 image \"Women's Breezer Mary Jane - Warm Red (Dark Anthracite Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12121_25Q4_Breezer-Mary-Jane-Warm-Red-Dark-Anthracite-Sole_PDP_LEFT.png?v=1761878890&width=1024\"\n uid=1_130 link \"WOMEN'S BREEZER MARY JANE Warm Red $115\" url=\"https://www.allbirds.com/products/womens-breezer-mary-jane\"\n uid=1_134 \"BESTSELLER\"\n uid=1_135 link \"Women's Tree Glider - Natural White/Beige (Blizzard Sole) Women's Tree Glider - Natural White/Beige (Blizzard Sole)\" url=\"https://www.allbirds.com/products/womens-tree-gliders\"\n uid=1_136 image \"Women's Tree Glider - Natural White/Beige (Blizzard Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A11070_24Q2_Tree-Glider-Natural-White-Blizzard_PDP_LEFT__1_12d49ca8-3cd6-4455-923e-1d1cc7ca72ae.png?v=1756486808&width=1024\"\n uid=1_137 image \"Women's Tree Glider - Natural White/Beige (Blizzard Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A11070_24Q2_Tree-Glider-Natural-White-Blizzard_PDP_LEFT__1_12d49ca8-3cd6-4455-923e-1d1cc7ca72ae.png?v=1756486808&width=1024\"\n uid=1_138 link \"WOMEN'S TREE GLIDER Natural White/Beige $140\" url=\"https://www.allbirds.com/products/womens-tree-gliders\"\n uid=1_142 \"NEW\"\n uid=1_143 link \"Women's Allbirds Slide - Mushroom Women's Allbirds Slide - Mushroom\" url=\"https://www.allbirds.com/products/womens-allbirds-slide-mushroom\"\n uid=1_144 image \"Women's Allbirds Slide - Mushroom\" url=\"https://www.allbirds.com/cdn/shop/files/A12589_26Q1_Allbirds-Slide-Mushroom_PDP_LEFT_7c5fc76e-d7a3-45ac-bf42-c44de7032dd9.png?v=1769463783&width=1024\"\n uid=1_145 image \"Women's Allbirds Slide - Mushroom\" url=\"https://www.allbirds.com/cdn/shop/files/A12589_26Q1_Allbirds-Slide-Mushroom_PDP_LEFT_7c5fc76e-d7a3-45ac-bf42-c44de7032dd9.png?v=1769463783&width=1024\"\n uid=1_146 link \"WOMEN'S ALLBIRDS SLIDE Mushroom $55\" url=\"https://www.allbirds.com/products/womens-allbirds-slide-mushroom\"\n uid=1_150 \"NEW\"\n uid=1_151 link \"Women's Varsity Strap - Multi (Natural White Sole) Women's Varsity Strap - Multi (Natural White Sole)\" url=\"https://www.allbirds.com/products/womens-varsity-strap\"\n uid=1_152 image \"Women's Varsity Strap - Multi (Natural White Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12590_26Q2_Womens-Varsity-Strap-Multi-Natural-White-Sole_PDP_LEFT.png?v=1766771238&width=1024\"\n uid=1_153 image \"Women's Varsity Strap - Multi (Natural White Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12590_26Q2_Womens-Varsity-Strap-Multi-Natural-White-Sole_PDP_LEFT.png?v=1766771238&width=1024\"\n uid=1_154 link \"WOMEN'S VARSITY STRAP Warm White/Dusty Pink $115\" url=\"https://www.allbirds.com/products/womens-varsity-strap\"\n uid=1_158 link \"Women's Tree Runner NZ - Blizzard (Blizzard Sole) Women's Tree Runner NZ - Blizzard (Blizzard Sole)\" url=\"https://www.allbirds.com/products/womens-tree-runner-nz\"\n uid=1_159 image \"Women's Tree Runner NZ - Blizzard (Blizzard Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A11918_25Q3_Tree_Runner_NZ_Blizzard_Blizzard_Sole_PDP_LEFT-2000x2000_77f92b7c-e2d6-494c-aa3c-caa9a2d8b6bc.png?v=1751898682&width=1024\"\n uid=1_160 image \"Women's Tree Runner NZ - Blizzard (Blizzard Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A11918_25Q3_Tree_Runner_NZ_Blizzard_Blizzard_Sole_PDP_LEFT-2000x2000_77f92b7c-e2d6-494c-aa3c-caa9a2d8b6bc.png?v=1751898682&width=1024\"\n uid=1_161 link \"WOMEN'S TREE RUNNER NZ Blizzard $100\" url=\"https://www.allbirds.com/products/womens-tree-runner-nz\"\n uid=1_165 \"FINAL FEW\"\n uid=1_166 \"BESTSELLER\"\n uid=1_167 link \"Women's Tree Breezer - Jet Black (Black Sole) Women's Tree Breezer - Jet Black (Black Sole)\" url=\"https://www.allbirds.com/products/womens-tree-breezers-jet-black\"\n uid=1_168 image \"Women's Tree Breezer - Jet Black (Black Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/TB1WJBK_SHOE_LEFT_GLOBAL_WOMENS_TREE_BREEZER_JET_BLACK_BLACK.png?v=1751060487&width=1024\"\n uid=1_169 image \"Women's Tree Breezer - Jet Black (Black Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/TB1WJBK_SHOE_LEFT_GLOBAL_WOMENS_TREE_BREEZER_JET_BLACK_BLACK.png?v=1751060487&width=1024\"\n uid=1_170 link \"WOMEN'S TREE BREEZER Jet Black $105\" url=\"https://www.allbirds.com/products/womens-tree-breezers-jet-black\"\n uid=1_174 \"NEW\"\n uid=1_175 link \"Women's Breezer Point - Natural Black (Natural Black Sole) Women's Breezer Point - Natural Black (Natural Black Sole)\" url=\"https://www.allbirds.com/products/womens-breezer-point\"\n uid=1_176 image \"Women's Breezer Point - Natural Black (Natural Black Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12663_26Q1_Breezer-Point-Natural-Black-Natural-Black-Sole_PDP_LEFT.png?v=1768946493&width=1024\"\n uid=1_177 image \"Women's Breezer Point - Natural Black (Natural Black Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12663_26Q1_Breezer-Point-Natural-Black-Natural-Black-Sole_PDP_LEFT.png?v=1768946493&width=1024\"\n uid=1_178 link \"WOMEN'S BREEZER POINT Natural Black $125\" url=\"https://www.allbirds.com/products/womens-breezer-point\"\n uid=1_182 \"NEW\"\n uid=1_183 link \"Women's Cruiser Terralux\u2122 - Toasted Coconut (Medium Gum Sole) Women's Cruiser Terralux\u2122 - Toasted Coconut (Medium Gum Sole)\" url=\"https://www.allbirds.com/products/womens-cruiser-terralux\"\n uid=1_184 image \"Women's Cruiser Terralux\u2122 - Toasted Coconut (Medium Gum Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12310_26Q1_Cruiser-Terralux-Toasted-Coconut-Medium-Gum-Sole_PDP_LEFT_90ebc329-384e-4b59-b55a-e3a83dce20d5.png?v=1768947833&width=1024\"\n uid=1_185 image \"Women's Cruiser Terralux\u2122 - Toasted Coconut (Medium Gum Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12310_26Q1_Cruiser-Terralux-Toasted-Coconut-Medium-Gum-Sole_PDP_LEFT_90ebc329-384e-4b59-b55a-e3a83dce20d5.png?v=1768947833&width=1024\"\n uid=1_186 link \"WOMEN'S CRUISER TERRALUX Toasted Coconut $135\" url=\"https://www.allbirds.com/products/womens-cruiser-terralux\"\n uid=1_190 \"FINAL FEW\"\n uid=1_191 link \"Women's Wool Cruiser - Light Tan (Natural White Sole) Women's Wool Cruiser - Light Tan (Natural White Sole)\" url=\"https://www.allbirds.com/products/womens-wool-cruiser\"\n uid=1_192 image \"Women's Wool Cruiser - Light Tan (Natural White Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A11703_25Q3_Wool-Cruiser-Light-Tan-Natural-White-Sole_PDP_LEFT__1.png?v=1756337203&width=1024\"\n uid=1_193 image \"Women's Wool Cruiser - Light Tan (Natural White Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A11703_25Q3_Wool-Cruiser-Light-Tan-Natural-White-Sole_PDP_LEFT__1.png?v=1756337203&width=1024\"\n uid=1_194 link \"WOMEN'S WOOL CRUISER Light Tan $105\" url=\"https://www.allbirds.com/products/womens-wool-cruiser\"\n uid=1_198 \"NEW\"\n uid=1_199 link \"Women's Allbirds Flip Flop - Mid Yellow Women's Allbirds Flip Flop - Mid Yellow\" url=\"https://www.allbirds.com/products/womens-allbirds-flip-flop-mid-yellow\"\n uid=1_200 image \"Women's Allbirds Flip Flop - Mid Yellow\" url=\"https://www.allbirds.com/cdn/shop/files/A12597_26Q1_Allbirds-Flip-Flop-Mid-Yellow_PDP_LEFT_66633991-78de-44df-b084-35953755bd0f.png?v=1769462493&width=1024\"\n uid=1_201 image \"Women's Allbirds Flip Flop - Mid Yellow\" url=\"https://www.allbirds.com/cdn/shop/files/A12597_26Q1_Allbirds-Flip-Flop-Mid-Yellow_PDP_LEFT_66633991-78de-44df-b084-35953755bd0f.png?v=1769462493&width=1024\"\n uid=1_202 link \"WOMEN'S ALLBIRDS FLIP FLOP Mid Yellow $50\" url=\"https://www.allbirds.com/products/womens-allbirds-flip-flop-mid-yellow\"\n uid=1_206 \"FINAL FEW\"\n uid=1_207 link \"Women's Cruiser Canvas - Auburn (Warm White Sole) Women's Cruiser Canvas - Auburn (Warm White Sole)\" url=\"https://www.allbirds.com/products/womens-cruiser-canvas-auburn\"\n uid=1_208 image \"Women's Cruiser Canvas - Auburn (Warm White Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12438_26Q1_Cruiser-Canvas-Auburn-Warm-White_PDP_LEFT_cceb74e2-4e2c-42cb-91b4-4b23348c9baa.png?v=1768946300&width=1024\"\n uid=1_209 image \"Women's Cruiser Canvas - Auburn (Warm White Sole)\" url=\"https://www.allbirds.com/cdn/shop/files/A12438_26Q1_Cruiser-Canvas-Auburn-Warm-White_PDP_LEFT_cceb74e2-4e2c-42cb-91b4-4b23348c9baa.png?v=1768946300&width=1024\"\n uid=1_210 link \"WOMEN'S CANVAS CRUISER Auburn $75\" url=\"https://www.allbirds.com/products/womens-cruiser-canvas-auburn\"\n uid=1_214 heading \"Reviews for Women's Allbirds Flip Flop\" level=\"2\"\n uid=1_215 heading \"Better Things in a Better Way\" level=\"1\"\n uid=1_216 \"Looking to the world's greatest innovator - Nature\"\n uid=1_217 link \"LEARN MORE\" url=\"https://allbirds.com/pages/our-story\"\n uid=1_219 \"RESPONSIBLE ENERGY\"\n uid=1_220 \"RENEWABLE MATERIALS\"\n uid=1_221 \"REGENERATIVE AGRICULTURE\"\n uid=1_222 \"WEAR ALL DAY COMFORT\"\n uid=1_223 \"Lightweight, bouncy, and wildly comfortable, Allbirds shoes make any outing feel effortless. Slip in, lace up, or slide them on and enjoy the comfy support.\"\n uid=1_224 \"DESIGNED FOR EVERYDAY WEAR\"\n uid=1_225 \"Easy-to-wear styles made for daily routines, weekend plans, travel, and everything in between.\"\n uid=1_226 \"MATERIALS FROM THE EARTH\"\n uid=1_227 \"We replace petroleum-based synthetics with natural alternatives wherever we can. Like using wool, tree fiber, and sugarcane. They\u2019re soft, breathable, and better for the planet\u2014win, win, win.\"\n uid=1_228 contentinfo\n uid=1_229 \"SUBSCRIBE TO OUR EMAILS\"\n uid=1_230 form\n uid=1_231 button \"SIGN UP\"\n uid=1_232 textbox \"Email Address\" required\n uid=1_233 \"HELP\"\n uid=1_234 link \"help@allbirds.com\" url=\"mailto:help@allbirds.com\"\n uid=1_236 link \"FAQ/Contact Us\" url=\"https://www.allbirds.com/pages/help\"\n uid=1_238 link \"Returns/Exchanges\" url=\"https://www.allbirds.com/pages/returns-exchanges\"\n uid=1_240 \"SHOP\"\n uid=1_241 link \"Men's Shoes\" url=\"https://www.allbirds.com/collections/mens\"\n uid=1_243 link \"Women's Shoes\" url=\"https://www.allbirds.com/collections/womens\"\n uid=1_245 link \"Men's Apparel\" url=\"https://www.allbirds.com/collections/mens-apparel\"\n uid=1_247 link \"Women's Apparel\" url=\"https://www.allbirds.com/collections/womens-apparel\"\n uid=1_249 \"COMPANY\"\n uid=1_250 link \"Our Story\" url=\"https://www.allbirds.com/pages/our-story\"\n uid=1_252 link \"Our Materials\" url=\"https://www.allbirds.com/pages/materials\"\n uid=1_254 link \"Materials & Making\" url=\"https://www.allbirds.com/pages/materials-making\"\n uid=1_256 link \"Shoe Care\" url=\"https://www.allbirds.com/pages/shoe-care\"\n uid=1_258 link \"Press\" url=\"https://www.allbirds.com/blogs/news\"\n uid=1_260 link \"Allbirds Responsible Disclosure Program\" url=\"https://cdn.shopify.com/s/files/1/1104/4168/files/Security_Vulnerability_Disclosure_Policy_FINAL.pdf?v=1699405184\"\n uid=1_262 link \"California Transparency Act\" url=\"https://cdn.shopify.com/s/files/1/1104/4168/files/Allbirds_CATSA_Disclosure_FINAL.pdf?v=1606779259\"\n uid=1_264 link \"Community Offers\" url=\"https://www.allbirds.com/pages/community-offers\"\n uid=1_266 link \"Our Blog\" url=\"https://www.allbirds.com/blogs/the-perch\"\n uid=1_268 link \"Patents\" url=\"https://www.allbirds.com/pages/patents\"\n uid=1_270 heading \"FOLLOW THE FLOCK\" level=\"3\"\n uid=1_271 link \"Instagram\" url=\"https://www.instagram.com/allbirds\"\n uid=1_272 link \"Pinterest\" url=\"http://pinterest.com/weareallbirds\"\n uid=1_273 link \"Facebook\" url=\"https://www.facebook.com/weareallbirds\"\n uid=1_274 link \"X/Twitter\" url=\"https://twitter.com/allbirds\"\n uid=1_275 link \"TikTok\" url=\"https://www.tiktok.com/@weareallbirds\"\n uid=1_276 link \"YouTube\" url=\"https://www.youtube.com/channel/UCnGErLCau5qNJ0Xwe6uEyTw\"\n uid=1_277 combobox \"Select country\" expandable haspopup=\"menu\" value=\"US\"\n uid=1_278 option \"AE\"\n uid=1_279 option \"AT\"\n uid=1_280 option \"AU\"\n uid=1_281 option \"BE\"\n uid=1_282 option \"CA\"\n uid=1_283 option \"CH\"\n uid=1_284 option \"CN\"\n uid=1_285 option \"CZ\"\n uid=1_286 option \"DE\"\n uid=1_287 option \"DK\"\n uid=1_288 option \"EE\"\n uid=1_289 option \"EU\"\n uid=1_290 option \"FI\"\n uid=1_291 option \"FR\"\n uid=1_292 option \"IE\"\n uid=1_293 option \"IS\"\n uid=1_294 option \"IT\"\n uid=1_295 option \"JP\"\n uid=1_296 option \"KR\"\n uid=1_297 option \"KW\"\n uid=1_298 option \"LI\"\n uid=1_299 option \"LT\"\n uid=1_300 option \"LU\"\n uid=1_301 option \"LV\"\n uid=1_302 option \"MT\"\n uid=1_303 option \"MY\"\n uid=1_304 option \"NL\"\n uid=1_305 option \"NO\"\n uid=1_306 option \"NZ\"\n uid=1_307 option \"PH\"\n uid=1_308 option \"PL\"\n uid=1_309 option \"SA\"\n uid=1_310 option \"SE\"\n uid=1_311 option \"SG\"\n uid=1_312 option \"SM\"\n uid=1_313 option \"UK\"\n uid=1_314 option \"US\" selected\n uid=1_315 \"\u00a9AB DNAM LLC\u00a02026 . All Rights Reserved\"\n uid=1_316 button \"Refund policy\"\n uid=1_317 button \"Privacy policy\"\n uid=1_318 button \"Terms of ser" } ], "final": "The Women's Allbirds Flip Flop in Dusty Pink costs **$50 USD**. That's the price shown on the product page with the store set to the US.", "secs": 12.4, "totals": { "input": 8, "cache_read": 31422, "cache_write": 11636, "output": 206, "input_all": 43066 } }, { "setup": "devtools-mcp-nojs", "run": "r2", "task": "gh-playwright-release", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 104, "output": 109, "stop": "tool_use" }, { "input": 2, "cache_read": 10406, "cache_write": 185, "output": 52, "stop": "tool_use" }, { "input": 2, "cache_read": 10591, "cache_write": 64441, "output": 331, "stop": "tool_use" }, { "input": 2, "cache_read": 75032, "cache_write": 346, "output": 184, "stop": "end_turn" } ], "tool_calls": [ { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://github.com/microsoft/playwright/releases" }, "chars": 181, "images": 0, "error": false, "secs": 3.11, "text": "Successfully navigated to https://github.com/microsoft/playwright/releases.\n## Pages\n1: Releases \u00b7 microsoft/playwright (https://github.com/microsoft/playwright/releases) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 131687, "images": 0, "error": false, "secs": 0.17, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"Releases \u00b7 microsoft/playwright\" url=\"https://github.com/microsoft/playwright/releases\"\n uid=1_1 link \"Skip to content\" url=\"https://github.com/microsoft/playwright/releases#start-of-content\"\n uid=1_3 banner\n uid=1_4 heading \"Navigation Menu\" level=\"2\"\n uid=1_5 link \"Homepage\" url=\"https://github.com/\"\n uid=1_6 navigation \"Global\"\n uid=1_7 button \"Products\" expandable\n uid=1_8 button \"Developers\" expandable\n uid=1_9 button \"Businesses\" expandable\n uid=1_10 button \"Resources\" expandable\n uid=1_11 link \"Pricing\" url=\"https://github.com/pricing\"\n uid=1_13 button \"Search or jump to, type / to search\" expandable haspopup=\"dialog\"\n uid=1_14 link \"Sign in\" url=\"https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fmicrosoft%2Fplaywright%2Freleases\"\n uid=1_16 link \"Sign up\" url=\"https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E%2Freleases%2Findex&source=header-repo&source_repo=microsoft%2Fplaywright\"\n uid=1_18 button \"Appearance settings\" haspopup=\"dialog\"\n uid=1_19 main\n uid=1_20 navigation \"Breadcrumbs\"\n uid=1_21 link \"microsoft\" url=\"https://github.com/microsoft\"\n uid=1_23 link \"playwright\" url=\"https://github.com/microsoft/playwright\"\n uid=1_25 heading \"Repository navigation\" level=\"2\"\n uid=1_26 navigation \"Repository\"\n uid=1_27 link \"Code\" url=\"https://github.com/microsoft/playwright\"\n uid=1_29 link \"Issues \u00a0(187)\" url=\"https://github.com/microsoft/playwright/issues\"\n uid=1_34 link \"Pull requests \u00a0(36)\" url=\"https://github.com/microsoft/playwright/pulls\"\n uid=1_39 link \"Actions\" url=\"https://github.com/microsoft/playwright/actions\"\n uid=1_41 link \"Security and quality\" url=\"https://github.com/microsoft/playwright/security\"\n uid=1_43 link \"Insights\" url=\"https://github.com/microsoft/playwright/pulse\"\n uid=1_45 heading \"Releases: microsoft/playwright\" level=\"1\"\n uid=1_46 navigation \"Releases and Tags\"\n uid=1_47 link \"Releases\" url=\"https://github.com/microsoft/playwright/releases\"\n uid=1_49 link \"Tags\" url=\"https://github.com/microsoft/playwright/tags\"\n uid=1_51 form\n uid=1_52 searchbox \"Find a release\"\n uid=1_53 heading \"Release list\" level=\"2\"\n uid=1_54 navigation \"Release list navigation\"\n uid=1_55 link \"v1.64.1\" url=\"https://github.com/microsoft/playwright/releases#release-v1.64.1\"\n uid=1_57 link \"v1.64.0\" url=\"https://github.com/microsoft/playwright/releases#release-v1.64.0\"\n uid=1_59 link \"v1.63.0\" url=\"https://github.com/microsoft/playwright/releases#release-v1.63.0\"\n uid=1_61 link \"v1.62.1\" url=\"https://github.com/microsoft/playwright/releases#release-v1.62.1\"\n uid=1_63 link \"v1.62.0\" url=\"https://github.com/microsoft/playwright/releases#release-v1.62.0\"\n uid=1_65 link \"v1.61.1\" url=\"https://github.com/microsoft/playwright/releases#release-v1.61.1\"\n uid=1_67 link \"v1.61.0\" url=\"https://github.com/microsoft/playwright/releases#release-v1.61.0\"\n uid=1_69 link \"v1.60.0\" url=\"https://github.com/microsoft/playwright/releases#release-v1.60.0\"\n uid=1_71 link \"v1.59.1\" url=\"https://github.com/microsoft/playwright/releases#release-v1.59.1\"\n uid=1_73 link \"v1.59.0\" url=\"https://github.com/microsoft/playwright/releases#release-v1.59.0\"\n uid=1_75 navigation \"Release list pagination\"\n uid=1_76 \"Previous\"\n uid=1_77 link \"Next page\" url=\"https://github.com/microsoft/playwright/releases?page=2\"\n uid=1_78 \"Next\"\n uid=1_79 region \"v1.64.1\"\n uid=1_80 heading \"v1.64.1\" level=\"2\"\n uid=1_81 link \"v1.64.1\" url=\"https://github.com/microsoft/playwright/releases/tag/v1.64.1\"\n uid=1_83 link \"Latest\" url=\"https://github.com/microsoft/playwright/releases/latest\"\n uid=1_85 button \"Compare\" expandable haspopup=\"dialog\"\n uid=1_86 image \"@dgozman\" url=\"https://avatars.githubusercontent.com/u/9881434?s=40&v=4\"\n uid=1_87 \" \"\n uid=1_88 link \"dgozman\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/dgozman\"\n uid=1_90 \" released this \"\n uid=1_91 \"2 weeks ago\"\n uid=1_92 link \"Tag v1.64.1\" url=\"https://github.com/microsoft/playwright/tree/v1.64.1\"\n uid=1_93 image \"Tag\"\n uid=1_94 \"v1.64.1\"\n uid=1_95 link \"Commit cfe490d\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/microsoft/playwright/commit/cfe490d941f992655948eee8fd4fd94e1c4234bf\"\n uid=1_96 image \"Commit\"\n uid=1_97 \"cfe490d\"\n uid=1_98 heading \"Bug Fixes\" level=\"3\"\n uid=1_99 link \"#43247\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/microsoft/playwright/issues/43247\"\n uid=1_101 \" [Bug]: _electron.launch intermittently loses a packaged app's first window since 1.64.0\"\n uid=1_102 link \"#43242\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/microsoft/playwright/issues/43242\"\n uid=1_104 \" [Regression]: Chromium 155+ aborts a preflighted cross-origin redirect whenever any route is registered (net::ERR_ABORTED)\"\n uid=1_105 button \"Assets 2\" expandable expanded\n uid=1_106 link \"Source code (zip)\" url=\"https://github.com/microsoft/playwright/archive/refs/tags/v1.64.1.zip\"\n uid=1_109 \"2 weeks ago\"\n uid=1_110 link \"Source code (tar.gz)\" url=\"https://github.com/microsoft/playwright/archive/refs/tags/v1.64.1.tar.gz\"\n uid=1_113 \"2 weeks ago\"\n uid=1_114 form\n uid=1_115 button \"thumbs up (11): dgozman, 09:18PM on October 13\" description=\"m3thom, zm-dv-pdc, binbjz, chfly2000, silvahakim30-hue, yairEO, duvban81-netizen, Jmenache, yuta-mizumoto, Desperado, and jahangirartist reacted with thumbs up emoji\" disableable disabled\n uid=1_116 button \"hooray (5): dgozman, 09:18PM on October 13\" description=\"methbkts, zm-dv-pdc, binbjz, Jmenache, and Desperado reacted with hooray emoji\" disableable disabled\n uid=1_117 \"12 people reacted\"\n uid=1_118 region \"v1.64.0\"\n uid=1_119 heading \"v1.64.0\" level=\"2\"\n uid=1_120 link \"v1.64.0\" url=\"https://github.com/microsoft/playwright/releases/tag/v1.64.0\"\n uid=1_122 button \"Compare\" expandable haspopup=\"dialog\"\n uid=1_123 image \"@dgozman\" url=\"https://avatars.githubusercontent.com/u/9881434?s=40&v=4\"\n uid=1_124 \" \"\n uid=1_125 link \"dgozman\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/dgozman\"\n uid=1_127 \" released this \"\n uid=1_128 \"3 weeks ago\"\n uid=1_129 link \"Tag v1.64.0\" url=\"https://github.com/microsoft/playwright/tree/v1.64.0\"\n uid=1_130 image \"Tag\"\n uid=1_131 \"v1.64.0\"\n uid=1_132 link \"Commit 606ecd8\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/microsoft/playwright/commit/606ecd8b34bac100db32561b6278ffd76e5eb3cd\"\n uid=1_133 image \"Commit\"\n uid=1_134 \"606ecd8\"\n uid=1_135 heading \"\ud83e\uddf0 WebMCP\" level=\"2\"\n uid=1_136 \"New \"\n uid=1_137 link \"page.webmcp\" url=\"https://playwright.dev/docs/api/class-page#page-webmcp\"\n uid=1_139 \" and \"\n uid=1_140 link \"frame.webmcp\" url=\"https://playwright.dev/docs/api/class-frame#frame-webmcp\"\n uid=1_142 \" give access to the tools that a page registers through the experimental \"\n uid=1_143 link \"WebMCP\" url=\"https://playwright.dev/docs/api/class-webmcp\"\n uid=1_145 \" browser API, so you can test them like any other part of your app:\"\n uid=1_146 \"const\"\n uid=1_147 \" \"\n uid=1_148 \"browser\"\n uid=1_149 \" \"\n uid=1_150 \"=\"\n uid=1_151 \" \"\n uid=1_152 \"await\"\n uid=1_153 \" \"\n uid=1_154 \"chromium\"\n uid=1_155 \".\"\n uid=1_156 \"launch\"\n uid=1_157 \"(\"\n uid=1_158 \"{\"\n uid=1_159 \" \"\n uid=1_160 \"args\"\n uid=1_161 \": \"\n uid=1_162 \"[\"\n uid=1_163 \"'--enable-features=WebMCP'\"\n uid=1_164 \"]\"\n uid=1_165 \" \"\n uid=1_166 \"}\"\n uid=1_167 \")\"\n uid=1_168 \";\"\n uid=1_169 \"\n\"\n uid=1_170 \"const\"\n uid=1_171 \" \"\n uid=1_172 \"page\"\n uid=1_173 \" \"\n uid=1_174 \"=\"\n uid=1_175 \" \"\n uid=1_176 \"await\"\n uid=1_177 \" \"\n uid=1_178 \"browser\"\n uid=1_179 \".\"\n uid=1_180 \"newPage\"\n uid=1_181 \"(\"\n uid=1_182 \")\"\n uid=1_183 \";\"\n uid=1_184 \"\n\"\n uid=1_185 \"await\"\n uid=1_186 \" \"\n uid=1_187 \"page\"\n uid=1_188 \".\"\n uid=1_189 \"goto\"\n uid=1_190 \"(\"\n uid=1_191 \"'https://example.com'\"\n uid=1_192 \")\"\n uid=1_193 \";\"\n uid=1_194 \"\n\n\"\n uid=1_195 \"for\"\n uid=1_196 \" \"\n uid=1_197 \"(\"\n uid=1_198 \"const\"\n uid=1_199 \" \"\n uid=1_200 \"tool\"\n uid=1_201 \" \"\n uid=1_202 \"of\"\n uid=1_203 \" \"\n uid=1_204 \"await\"\n uid=1_205 \" \"\n uid=1_206 \"page\"\n uid=1_207 \".\"\n uid=1_208 \"webmcp\"\n uid=1_209 \".\"\n uid=1_210 \"tools\"\n uid=1_211 \"(\"\n uid=1_212 \")\"\n uid=1_213 \")\"\n uid=1_214 \"\n \"\n uid=1_215 \"console\"\n uid=1_216 \".\"\n uid=1_217 \"log\"\n uid=1_218 \"(\"\n uid=1_219 \"tool\"\n uid=1_220 \".\"\n uid=1_221 \"name\"\n uid=1_222 \",\"\n uid=1_223 \" \"\n uid=1_224 \"tool\"\n uid=1_225 \".\"\n uid=1_226 \"description\"\n uid=1_227 \")\"\n uid=1_228 \";\"\n uid=1_229 \"\n\n\"\n uid=1_230 \"const\"\n uid=1_231 \" \"\n uid=1_232 \"result\"\n uid=1_233 \" \"\n uid=1_234 \"=\"\n uid=1_235 \" \"\n uid=1_236 \"await\"\n uid=1_237 \" \"\n uid=1_238 \"page\"\n uid=1_239 \".\"\n uid=1_240 \"webmcp\"\n uid=1_241 \".\"\n uid=1_242 \"callTool\"\n uid=1_243 \"(\"\n uid=1_244 \"'add'\"\n uid=1_245 \",\"\n uid=1_246 \" \"\n uid=1_247 \"{\"\n uid=1_248 \" \"\n uid=1_249 \"a\"\n uid=1_250 \": \"\n uid=1_251 \"2\"\n uid=1_252 \",\"\n uid=1_253 \" \"\n uid=1_254 \"b\"\n uid=1_255 \": \"\n uid=1_256 \"40\"\n uid=1_257 \" \"\n uid=1_258 \"}\"\n uid=1_259 \")\"\n uid=1_260 \";\"\n uid=1_261 \"\n\"\n uid=1_262 \"console\"\n uid=1_263 \".\"\n uid=1_264 \"log\"\n uid=1_265 \"(\"\n uid=1_266 \"result\"\n uid=1_267 \".\"\n uid=1_268 \"content\"\n uid=1_269 \"[\"\n uid=1_270 \"0\"\n uid=1_271 \"]\"\n uid=1_272 \".\"\n uid=1_273 \"text\"\n uid=1_274 \")\"\n uid=1_275 \";\"\n uid=1_276 \" \"\n uid=1_277 \"// \"42\"\"\n uid=1_278 button \"Copy code to clipboard\"\n uid=1_279 link \"Playwright MCP\" url=\"https://playwright.dev/docs/getting-started-mcp\"\n uid=1_281 \" also supports WebMCP by default, with page-defined tools offered to the agent as \"\n uid=1_282 \"webmcp_\"\n uid=1_283 \". Pass \"\n uid=1_284 \"--no-webmcp\"\n uid=1_285 \" to opt out.\"\n uid=1_286 link \"playwright-cli\" url=\"https://playwright.dev/docs/getting-started-cli\"\n uid=1_288 \" exposes them as well:\"\n uid=1_289 \"playwright-cli webmcp-list\nplaywright-cli webmcp-call search_catalog --params \"\n uid=1_290 \"'\"\n uid=1_291 \"{\"query\":\"cats\"}\"\n uid=1_292 \"'\"\n uid=1_293 button \"Copy code to clipboard\"\n uid=1_294 heading \"\ud83c\udfac Better videos\" level=\"2\"\n uid=1_295 \"Videos can now be recorded at a custom frame rate, and the decorations for actions are styled with plain CSS:\"\n uid=1_296 \"// playwright.config.ts\"\n uid=1_297 \"\n\"\n uid=1_298 \"import\"\n uid=1_299 \" \"\n uid=1_300 \"{\"\n uid=1_301 \" \"\n uid=1_302 \"defineConfig\"\n uid=1_303 \" \"\n uid=1_304 \"}\"\n uid=1_305 \" \"\n uid=1_306 \"from\"\n uid=1_307 \" \"\n uid=1_308 \"'@playwright/test'\"\n uid=1_309 \";\"\n uid=1_310 \"\n\n\"\n uid=1_311 \"export\"\n uid=1_312 \" \"\n uid=1_313 \"default\"\n uid=1_314 \" \"\n uid=1_315 \"defineConfig\"\n uid=1_316 \"(\"\n uid=1_317 \"{\"\n uid=1_318 \"\n \"\n uid=1_319 \"use\"\n uid=1_320 \": \"\n uid=1_321 \"{\"\n uid=1_322 \"\n \"\n uid=1_323 \"video\"\n uid=1_324 \": \"\n uid=1_325 \"{\"\n uid=1_326 \"\n \"\n uid=1_327 \"mode\"\n uid=1_328 \": \"\n uid=1_329 \"'on'\"\n uid=1_330 \",\"\n uid=1_331 \"\n \"\n uid=1_332 \"size\"\n uid=1_333 \": \"\n uid=1_334 \"{\"\n uid=1_335 \" \"\n uid=1_336 \"width\"\n uid=1_337 \": \"\n uid=1_338 \"1920\"\n uid=1_339 \",\"\n uid=1_340 \" \"\n uid=1_341 \"height\"\n uid=1_342 \": \"\n uid=1_343 \"1080\"\n uid=1_344 \" \"\n uid=1_345 \"}\"\n uid=1_346 \",\"\n uid=1_347 \"\n \"\n uid=1_348 \"fps\"\n uid=1_349 \": \"\n uid=1_350 \"60\"\n uid=1_351 \",\"\n uid=1_352 \"\n \"\n uid=1_353 \"show\"\n uid=1_354 \": \"\n uid=1_355 \"{\"\n uid=1_356 \"\n \"\n uid=1_357 \"actions\"\n uid=1_358 \": \"\n uid=1_359 \"{\"\n uid=1_360 \"\n \"\n uid=1_361 \"style\"\n uid=1_362 \": \"\n uid=1_363 \"{\"\n uid=1_364 \"\n \"\n uid=1_365 \"point\"\n uid=1_366 \": \"\n uid=1_367 \"'width: 20px; height: 20px; border-radius: 50%; background: red'\"\n uid=1_368 \",\"\n uid=1_369 \"\n \"\n uid=1_370 \"highlight\"\n uid=1_371 \": \"\n uid=1_372 \"'outline: 2px solid #333; background: rgba(0, 128, 255, .15)'\"\n uid=1_373 \",\"\n uid=1_374 \"\n \"\n uid=1_375 \"title\"\n uid=1_376 \": \"\n uid=1_377 \"'font-size: 16px'\"\n uid=1_378 \",\"\n uid=1_379 \"\n \"\n uid=1_380 \"}\"\n uid=1_381 \",\"\n uid=1_382 \"\n \"\n uid=1_383 \"}\"\n uid=1_384 \",\"\n uid=1_385 \"\n \"\n uid=1_386 \"}\"\n uid=1_387 \",\"\n uid=1_388 \"\n \"\n uid=1_389 \"}\"\n uid=1_390 \",\"\n uid=1_391 \"\n \"\n uid=1_392 \"}\"\n uid=1_393 \",\"\n uid=1_394 \"\n\"\n uid=1_395 \"}\"\n uid=1_396 \")\"\n uid=1_397 \";\"\n uid=1_398 button \"Copy code to clipboard\"\n uid=1_399 \"New \"\n uid=1_400 \"fps\"\n uid=1_401 \" option in \"\n uid=1_402 link \"testOptions.video\" url=\"https://playwright.dev/docs/api/class-testoptions#test-options-video\"\n uid=1_404 \", \"\n uid=1_405 link \"recordVideo\" url=\"https://playwright.dev/docs/api/class-browser#browser-new-context-option-record-video\"\n uid=1_407 \" and\"\n uid=1_408 LineBreak \"\n\"\n uid=1_409 link \"screencast.start()\" url=\"https://playwright.dev/docs/api/class-screencast#screencast-start\"\n uid=1_411 \". Firefox and WebKit currently capture up to 25 frames per second.\"\n uid=1_412 \"New \"\n uid=1_413 link \"style\" url=\"https://playwright.dev/docs/api/class-screencast#screencast-show-actions-option-style\"\n uid=1_415 \" option takes CSS declarations for the \"\n uid=1_416 \"point\"\n uid=1_417 \" marker, the target\"\n uid=1_418 LineBreak \"\n\"\n uid=1_419 \"highlight\"\n uid=1_420 \" and the action \"\n uid=1_421 \"title\"\n uid=1_422 \". It replaces the \"\n uid=1_423 \"fontSize\"\n uid=1_424 \" option, which is now deprecated.\"\n uid=1_425 \"The cursor stays visible at the last action point, survives navigations and travels along a natural, eased path.\"\n uid=1_426 \"Videos are encoded with VP9 instead of VP8, which takes less CPU and produces smaller files of the same or better\"\n uid=1_427 LineBreak \"\n\"\n uid=1_428 \"quality.\"\n uid=1_429 \"All video options are also available in \"\n uid=1_430 link \"Playwright MCP\" url=\"https://playwright.dev/docs/getting-started-mcp\"\n uid=1_432 \" and \"\n uid=1_433 link \"playwright-cli\" url=\"https://playwright.dev/docs/getting-started-cli\"\n uid=1_435 \".\"\n uid=1_436 heading \"\ud83c\udfaf Test runner\" level=\"2\"\n uid=1_437 \"New \"\n uid=1_438 link \"testProject.default\" url=\"https://playwright.dev/docs/api/class-testproject#test-project-default\"\n uid=1_440 \" option keeps a project in the config without running it by default. You can configure every browser you care about, and let a plain \"\n uid=1_441 \"npx playwright test\"\n uid=1_442 \" run just your favourite one:\"\n uid=1_443 \"// playwright.config.ts\"\n uid=1_444 \"\n\"\n uid=1_445 \"import\"\n uid=1_446 \" \"\n uid=1_447 \"{\"\n uid=1_448 \" \"\n uid=1_449 \"defineConfig\"\n uid=1_450 \",\"\n uid=1_451 \" \"\n uid=1_452 \"devices\"\n uid=1_453 \" \"\n uid=1_454 \"}\"\n uid=1_455 \" \"\n uid=1_456 \"from\"\n uid=1_457 \" \"\n uid=1_458 \"'@playwright/test'\"\n uid=1_459 \";\"\n uid=1_460 \"\n\n\"\n uid=1_461 \"export\"\n uid=1_462 \" \"\n uid=1_463 \"default\"\n uid=1_464 \" \"\n uid=1_465 \"defineConfig\"\n uid=1_466 \"(\"\n uid=1_467 \"{\"\n uid=1_468 \"\n \"\n uid=1_469 \"projects\"\n uid=1_470 \": \"\n uid=1_471 \"[\"\n uid=1_472 \"\n \"\n uid=1_473 \"{\"\n uid=1_474 \" \"\n uid=1_475 \"name\"\n uid=1_476 \": \"\n uid=1_477 \"'chromium'\"\n uid=1_478 \",\"\n uid=1_479 \" \"\n uid=1_480 \"use\"\n uid=1_481 \": \"\n uid=1_482 \"devices\"\n uid=1_483 \"[\"\n uid=1_484 \"'Desktop Chrome'\"\n uid=1_485 \"]\"\n uid=1_486 \" \"\n uid=1_487 \"}\"\n uid=1_488 \",\"\n uid=1_489 \"\n \"\n uid=1_490 \"{\"\n uid=1_491 \" \"\n uid=1_492 \"name\"\n uid=1_493 \": \"\n uid=1_494 \"'firefox'\"\n uid=1_495 \",\"\n uid=1_496 \" \"\n uid=1_497 \"use\"\n uid=1_498 \": \"\n uid=1_499 \"devices\"\n uid=1_500 \"[\"\n uid=1_501 \"'Desktop Firefox'\"\n uid=1_502 \"]\"\n uid=1_503 \",\"\n uid=1_504 \" \"\n uid=1_505 \"default\"\n uid=1_506 \": \"\n uid=1_507 \"false\"\n uid=1_508 \" \"\n uid=1_509 \"}\"\n uid=1_510 \",\"\n uid=1_511 \"\n \"\n uid=1_512 \"{\"\n uid=1_513 \" \"\n uid=1_514 \"name\"\n uid=1_515 \": \"\n uid=1_516 \"'webkit'\"\n uid=1_517 \",\"\n uid=1_518 \" \"\n uid=1_519 \"use\"\n uid=1_520 \": \"\n uid=1_521 \"devices\"\n uid=1_522 \"[\"\n uid=1_523 \"'Desktop Safari'\"\n uid=1_524 \"]\"\n uid=1_525 \",\"\n uid=1_526 \" \"\n uid=1_527 \"default\"\n uid=1_528 \": \"\n uid=1_529 \"false\"\n uid=1_530 \" \"\n uid=1_531 \"}\"\n uid=1_532 \",\"\n uid=1_533 \"\n \"\n uid=1_534 \"]\"\n uid=1_535 \",\"\n uid=1_536 \"\n\"\n uid=1_537 \"}\"\n uid=1_538 \")\"\n uid=1_539 \";\"\n uid=1_540 button \"Copy code to clipboard\"\n uid=1_541 \"npx playwright \"\n uid=1_542 \"test\"\n uid=1_543 \" \"\n uid=1_544 \"#\"\n uid=1_545 \" runs chromium only\"\n uid=1_546 \"\nnpx playwright \"\n uid=1_547 \"test\"\n uid=1_548 \" --project=firefox \"\n uid=1_549 \"#\"\n uid=1_550 \" runs firefox\"\n uid=1_551 \"\nnpx playwright \"\n uid=1_552 \"test\"\n uid=1_553 \" --project=\"\n uid=1_554 \"\"\"\n uid=1_555 \"*\"\n uid=1_556 \"\"\"\n uid=1_557 \" \"\n uid=1_558 \"#\"\n uid=1_559 \" runs all three, for example on CI\"\n uid=1_560 button \"Copy code to clipboard\"\n uid=1_561 \"New \"\n uid=1_562 \"--shuffle\"\n uid=1_563 \" command line option schedules tests in a random order, which helps to find tests that accidentally depend on each other.\"\n uid=1_564 \"npx playwright \"\n uid=1_565 \"test\"\n uid=1_566 \" --shuffle\n\"\n uid=1_567 \"#\"\n uid=1_568 \" Running 42 tests using 4 workers, shuffle seed 271828182\"\n uid=1_569 \"\n\"\n uid=1_570 \"#\"\n uid=1_571 \" ...\"\n uid=1_572 \"\n\n\"\n uid=1_573 \"#\"\n uid=1_574 \" Pass the seed to reproduce the same order.\"\n uid=1_575 \"\nnpx playwright \"\n uid=1_576 \"test\"\n uid=1_577 \" --shuffle 271828182\"\n uid=1_578 button \"Copy code to clipboard\"\n uid=1_579 \"New \"\n uid=1_580 \"lock\"\n uid=1_581 \" option in \"\n uid=1_582 link \"test.describe.configure()\" url=\"https://playwright.dev/docs/api/class-test#test-describe-configure\"\n uid=1_584 \" adds \"\n uid=1_585 link \"test locks\" url=\"https://playwright.dev/docs/test-parallel#test-locks\"\n uid=1_587 \" to all tests in a file or a group:\"\n uid=1_588 \"test\"\n uid=1_589 \".\"\n uid=1_590 \"describe\"\n uid=1_591 \".\"\n uid=1_592 \"configure\"\n uid=1_593 \"(\"\n uid=1_594 \"{\"\n uid=1_595 \" \"\n uid=1_596 \"lock\"\n uid=1_597 \": \"\n uid=1_598 \"'user-settings'\"\n uid=1_599 \" \"\n uid=1_600 \"}\"\n uid=1_601 \")\"\n uid=1_602 \";\"\n uid=1_603 button \"Copy code to clipboard\"\n " }, { "name": "hover", "input": { "pageId": 1, "uid": "1_91", "includeSnapshot": false }, "chars": 37, "images": 0, "error": false, "secs": 0.28, "text": "Successfully hovered over the element" } ], "final": "The latest release is **Playwright v1.64.1**, published by dgozman and marked \"Latest\" on the releases page. It's a bug-fix release.\n\nThe page only shows the date as \"2 weeks ago\". The release's reaction timestamps read 09:18 PM on October 13, so it was most likely released on **October 13, 2026**. That's an inference: I tried to see the exact date by hovering over \"2 weeks ago\", but no tooltip came back. Depending on time zone, it could be dated October 14.", "secs": 13.0, "totals": { "input": 10, "cache_read": 106331, "cache_write": 65076, "output": 676, "input_all": 171417 } }, { "setup": "devtools-mcp-nojs", "run": "r2", "task": "github-search-repo", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 108, "output": 27, "stop": "tool_use" }, { "input": 2, "cache_read": 10410, "cache_write": 49, "output": 159, "stop": "tool_use" }, { "input": 2, "cache_read": 10459, "cache_write": 104007, "output": 47, "stop": "end_turn" } ], "tool_calls": [ { "name": "list_pages", "input": {}, "chars": 34, "images": 0, "error": false, "secs": 0.85, "text": "## Pages\n1: about:blank [selected]" }, { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://github.com/vercel-labs/agent-browser" }, "chars": 192, "images": 0, "error": false, "secs": 1.83, "text": "Successfully navigated to https://github.com/vercel-labs/agent-browser.\n## Pages\n1: GitHub - vercel-labs/agent-browser: Browser aut... (https://github.com/vercel-labs/agent-browser) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 222502, "images": 0, "error": false, "secs": 0.23, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"GitHub - vercel-labs/agent-browser: Browser automation CLI for AI agents \u00b7 GitHub\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_1 link \"Skip to content\" url=\"https://github.com/vercel-labs/agent-browser#start-of-content\"\n uid=1_3 banner\n uid=1_4 heading \"Navigation Menu\" level=\"2\"\n uid=1_5 link \"Homepage\" url=\"https://github.com/\"\n uid=1_6 navigation \"Global\"\n uid=1_7 button \"Products\" expandable\n uid=1_8 button \"Developers\" expandable\n uid=1_9 button \"Businesses\" expandable\n uid=1_10 button \"Resources\" expandable\n uid=1_11 link \"Pricing\" url=\"https://github.com/pricing\"\n uid=1_13 button \"Search or jump to, type / to search\" expandable haspopup=\"dialog\"\n uid=1_14 link \"Sign in\" url=\"https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fvercel-labs%2Fagent-browser\"\n uid=1_16 link \"Sign up\" url=\"https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=vercel-labs%2Fagent-browser\"\n uid=1_18 button \"Appearance settings\" haspopup=\"dialog\"\n uid=1_19 main\n uid=1_20 navigation \"Breadcrumbs\"\n uid=1_21 link \"vercel-labs\" url=\"https://github.com/vercel-labs\"\n uid=1_23 link \"agent-browser\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_25 heading \"Repository navigation\" level=\"2\"\n uid=1_26 navigation \"Repository\"\n uid=1_27 link \"Code\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_29 link \"Issues \u00a0(331)\" url=\"https://github.com/vercel-labs/agent-browser/issues\"\n uid=1_34 link \"Pull requests \u00a0(362)\" url=\"https://github.com/vercel-labs/agent-browser/pulls\"\n uid=1_39 link \"Actions\" url=\"https://github.com/vercel-labs/agent-browser/actions\"\n uid=1_41 link \"Projects\" url=\"https://github.com/vercel-labs/agent-browser/projects\"\n uid=1_43 link \"Security and quality\" url=\"https://github.com/vercel-labs/agent-browser/security\"\n uid=1_45 link \"Insights\" url=\"https://github.com/vercel-labs/agent-browser/pulse\"\n uid=1_47 generic\n uid=1_48 image \"vercel-labs\" url=\"https://avatars.githubusercontent.com/u/108547162?s=60&v=4\"\n uid=1_49 link \"agent-browser\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_51 \"Public\"\n uid=1_52 link \"You must be signed in to change notification settings\" description=\"You must be signed in to change notification settings\" url=\"https://github.com/login?return_to=%2Fvercel-labs%2Fagent-browser\"\n uid=1_53 \"Notifications\"\n uid=1_54 link \"You must be signed in to fork a repository\" url=\"https://github.com/login?return_to=%2Fvercel-labs%2Fagent-browser\"\n uid=1_55 \"Fork\"\n uid=1_56 \"\u00a0(\"\n uid=1_57 \"3.1k\"\n uid=1_58 \")\"\n uid=1_59 link \"Star \u00a0(44.8k)\" description=\"You must be signed in to star a repository\" url=\"https://github.com/login?return_to=%2Fvercel-labs%2Fagent-browser\"\n uid=1_64 button \"main branch\" expandable haspopup=\"menu\"\n uid=1_65 link \"Branches\" url=\"https://github.com/vercel-labs/agent-browser/branches\"\n uid=1_67 link \"Tags\" url=\"https://github.com/vercel-labs/agent-browser/tags\"\n uid=1_69 combobox \"Go to file\" expandable haspopup=\"dialog\"\n uid=1_70 button \"Code\" expandable haspopup=\"menu\"\n uid=1_71 heading \"Latest commit\" level=\"2\"\n uid=1_72 \"\u00a0\"\n uid=1_73 heading \"History\" level=\"2\"\n uid=1_74 link \"743 Commits\" url=\"https://github.com/vercel-labs/agent-browser/commits/main/\"\n uid=1_76 heading \"Folders and files\" level=\"2\"\n uid=1_77 \"Name\"\n uid=1_78 \"Last commit message\"\n uid=1_79 \"Last commit date\"\n uid=1_80 link \".agents/skills/technical-writer, (Directory)\" description=\"This path skips through empty directories\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.agents/skills/technical-writer\"\n uid=1_81 \".agents/\"\n uid=1_82 \"skills/\"\n uid=1_83 \"technical-writer\"\n uid=1_84 \"\u00a0\"\n uid=1_85 \"\u00a0\"\n uid=1_86 link \".claude-plugin, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.claude-plugin\"\n uid=1_87 \".claude-plugin\"\n uid=1_88 \"\u00a0\"\n uid=1_89 \"\u00a0\"\n uid=1_90 link \".github/workflows, (Directory)\" description=\"This path skips through empty directories\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.github/workflows\"\n uid=1_91 \".github/\"\n uid=1_92 \"workflows\"\n uid=1_93 \"\u00a0\"\n uid=1_94 \"\u00a0\"\n uid=1_95 link \".husky, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.husky\"\n uid=1_96 \".husky\"\n uid=1_97 \"\u00a0\"\n uid=1_98 \"\u00a0\"\n uid=1_99 link \"benchmarks, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/benchmarks\"\n uid=1_100 \"benchmarks\"\n uid=1_101 \"\u00a0\"\n uid=1_102 \"\u00a0\"\n uid=1_103 link \"bin, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/bin\"\n uid=1_104 \"bin\"\n uid=1_105 \"\u00a0\"\n uid=1_106 \"\u00a0\"\n uid=1_107 link \"cli, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/cli\"\n uid=1_108 \"cli\"\n uid=1_109 \"\u00a0\"\n uid=1_110 \"\u00a0\"\n uid=1_111 link \"docker, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/docker\"\n uid=1_112 \"docker\"\n uid=1_113 \"\u00a0\"\n uid=1_114 \"\u00a0\"\n uid=1_115 link \"docs, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/docs\"\n uid=1_116 \"docs\"\n uid=1_117 \"\u00a0\"\n uid=1_118 \"\u00a0\"\n uid=1_119 link \"evals, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/evals\"\n uid=1_120 \"evals\"\n uid=1_121 \"\u00a0\"\n uid=1_122 \"\u00a0\"\n uid=1_123 link \"examples, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/examples\"\n uid=1_124 \"examples\"\n uid=1_125 \"\u00a0\"\n uid=1_126 \"\u00a0\"\n uid=1_127 link \"packages, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/packages\"\n uid=1_128 \"packages\"\n uid=1_129 \"\u00a0\"\n uid=1_130 \"\u00a0\"\n uid=1_131 link \"patches, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/patches\"\n uid=1_132 \"patches\"\n uid=1_133 \"\u00a0\"\n uid=1_134 \"\u00a0\"\n uid=1_135 link \"scripts, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/scripts\"\n uid=1_136 \"scripts\"\n uid=1_137 \"\u00a0\"\n uid=1_138 \"\u00a0\"\n uid=1_139 link \"skill-data, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/skill-data\"\n uid=1_140 \"skill-data\"\n uid=1_141 \"\u00a0\"\n uid=1_142 \"\u00a0\"\n uid=1_143 link \"skills/agent-browser, (Directory)\" description=\"This path skips through empty directories\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/skills/agent-browser\"\n uid=1_144 \"skills/\"\n uid=1_145 \"agent-browser\"\n uid=1_146 \"\u00a0\"\n uid=1_147 \"\u00a0\"\n uid=1_148 link \"test, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/test\"\n uid=1_149 \"test\"\n uid=1_150 \"\u00a0\"\n uid=1_151 \"\u00a0\"\n uid=1_152 link \".claude, (Symlink to directory)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/.claude\"\n uid=1_153 \".claude\"\n uid=1_154 \"\u00a0\"\n uid=1_155 \"\u00a0\"\n uid=1_156 link \".gitignore, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/.gitignore\"\n uid=1_157 \".gitignore\"\n uid=1_158 \"\u00a0\"\n uid=1_159 \"\u00a0\"\n uid=1_160 link \".node-version, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/.node-version\"\n uid=1_161 \".node-version\"\n uid=1_162 \"\u00a0\"\n uid=1_163 \"\u00a0\"\n uid=1_164 link \".prettierrc, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/.prettierrc\"\n uid=1_165 \".prettierrc\"\n uid=1_166 \"\u00a0\"\n uid=1_167 \"\u00a0\"\n uid=1_168 link \"AGENTS.md, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/AGENTS.md\"\n uid=1_169 \"AGENTS.md\"\n uid=1_170 \"\u00a0\"\n uid=1_171 \"\u00a0\"\n uid=1_172 link \"CHANGELOG.md, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/CHANGELOG.md\"\n uid=1_173 \"CHANGELOG.md\"\n uid=1_174 \"\u00a0\"\n uid=1_175 \"\u00a0\"\n uid=1_176 link \"LICENSE, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/LICENSE\"\n uid=1_177 \"LICENSE\"\n uid=1_178 \"\u00a0\"\n uid=1_179 \"\u00a0\"\n uid=1_180 link \"README.md, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/README.md\"\n uid=1_181 \"README.md\"\n uid=1_182 \"\u00a0\"\n uid=1_183 \"\u00a0\"\n uid=1_184 link \"agent-browser.schema.json, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/agent-browser.schema.json\"\n uid=1_185 \"agent-browser.schema.json\"\n uid=1_186 \"\u00a0\"\n uid=1_187 \"\u00a0\"\n uid=1_188 link \"package.json, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/package.json\"\n uid=1_189 \"package.json\"\n uid=1_190 \"\u00a0\"\n uid=1_191 \"\u00a0\"\n uid=1_192 link \"pnpm-lock.yaml, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/pnpm-lock.yaml\"\n uid=1_193 \"pnpm-lock.yaml\"\n uid=1_194 \"\u00a0\"\n uid=1_195 \"\u00a0\"\n uid=1_196 link \"pnpm-workspace.yaml, (File)\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/pnpm-workspace.yaml\"\n uid=1_197 \"pnpm-workspace.yaml\"\n uid=1_198 \"\u00a0\"\n uid=1_199 \"\u00a0\"\n uid=1_200 heading \"Repository files navigation\" level=\"2\"\n uid=1_201 navigation \"Repository files\"\n uid=1_202 link \"README\" url=\"https://github.com/vercel-labs/agent-browser#\"\n uid=1_204 link \"Apache-2.0 license\" url=\"https://github.com/vercel-labs/agent-browser#\"\n uid=1_206 button \"Outline\" expandable haspopup=\"menu\"\n uid=1_207 heading \"agent-browser\" level=\"1\"\n uid=1_208 link \"Permalink: agent-browser\" url=\"https://github.com/vercel-labs/agent-browser#agent-browser\"\n uid=1_209 \"Browser automation CLI for AI agents. Fast native Rust CLI.\"\n uid=1_210 link \"Vercel Labs Product\" url=\"https://vercel.com/labs#labs-products\"\n uid=1_211 image \"Vercel Labs Product\" url=\"https://camo.githubusercontent.com/3cac7b7cc616c818251f5d3807a88b9c0824c0a79261dace371230107e766ae1/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c4142532d50524f445543542d3061306130612e7376673f7374796c653d666f722d7468652d6261646765266c6f676f3d56657263656c266c6162656c436f6c6f723d303030303030\"\n uid=1_212 \" \"\n uid=1_213 link \"npm version: agent-browser\" url=\"https://www.npmjs.com/package/agent-browser\"\n uid=1_214 image \"npm version: agent-browser\" url=\"https://camo.githubusercontent.com/0b0f331fb1f6d65fa57e56ffeed641de8c918f69d1b5211639b8f4c9dac781e4/68747470733a2f2f696d672e736869656c64732e696f2f6e706d2f762f6167656e742d62726f777365722e7376673f7374796c653d666f722d7468652d6261646765266c6162656c436f6c6f723d303030303030\"\n uid=1_215 \" \"\n uid=1_216 link \"License: Apache-2.0\" url=\"https://github.com/vercel-labs/agent-browser/blob/main/LICENSE\"\n uid=1_217 image \"License: Apache-2.0\" url=\"https://camo.githubusercontent.com/2cbf32f91db96844ac78ba4c990bebb53c0136f287afd3cced356a27b824f705/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f6c6963656e73652f76657263656c2d6c6162732f6167656e742d62726f777365722e7376673f7374796c653d666f722d7468652d6261646765266c6162656c436f6c6f723d303030303030\"\n uid=1_218 \" \"\n uid=1_219 link \"npm downloads per month: agent-browser\" url=\"https://www.npmjs.com/package/agent-browser\"\n uid=1_220 image \"npm downloads per month: agent-browser\" url=\"https://camo.githubusercontent.com/23f780ac97d7c388e7da2dbf98c485d04b1490244308f6a8eae79457b87e358c/68747470733a2f2f696d672e736869656c64732e696f2f6e706d2f646d2f6167656e742d62726f777365722e7376673f7374796c653d666f722d7468652d6261646765266c6162656c436f6c6f723d303030303030266c6162656c3d6e706d253230646f776e6c6f616473\"\n uid=1_221 \" \"\n uid=1_222 link \"skills.sh\" url=\"https://skills.sh/vercel-labs/agent-browser\"\n uid=1_223 image \"skills.sh\" url=\"https://camo.githubusercontent.com/fc21074329e5748931d75017fe5bdba63a7526ad3f1104d44d394753bdaf0cb0/68747470733a2f2f736b696c6c732e73682f622f76657263656c2d6c6162732f6167656e742d62726f777365723f7374796c653d666f722d7468652d6261646765\"\n uid=1_224 heading \"Installation\" level=\"2\"\n uid=1_225 link \"Permalink: Installation\" url=\"https://github.com/vercel-labs/agent-browser#installation\"\n uid=1_226 heading \"Global Installation (recommended)\" level=\"3\"\n uid=1_227 link \"Permalink: Global Installation (recommended)\" url=\"https://github.com/vercel-labs/agent-browser#global-installation-recommended\"\n uid=1_228 \"Installs the native Rust binary:\"\n uid=1_229 \"npm install -g agent-browser\nagent-browser install \"\n uid=1_230 \"#\"\n uid=1_231 \" Download Chrome from Chrome for Testing (first time only)\"\n uid=1_232 button \"Copy code to clipboard\"\n uid=1_233 heading \"Project Installation (local dependency)\" level=\"3\"\n uid=1_234 link \"Permalink: Project Installation (local dependency)\" url=\"https://github.com/vercel-labs/agent-browser#project-installation-local-dependency\"\n uid=1_235 \"For projects that want to pin the version in \"\n uid=1_236 \"package.json\"\n uid=1_237 \":\"\n uid=1_238 \"npm install agent-browser\nagent-browser install\"\n uid=1_239 button \"Copy code to clipboard\"\n uid=1_240 \"Then use via \"\n uid=1_241 \"package.json\"\n uid=1_242 \" scripts or by invoking \"\n uid=1_243 \"agent-browser\"\n uid=1_244 \" directly.\"\n uid=1_245 heading \"Homebrew (macOS)\" level=\"3\"\n uid=1_246 link \"Permalink: Homebrew (macOS)\" url=\"https://github.com/vercel-labs/agent-browser#homebrew-macos\"\n uid=1_247 \"brew install agent-browser\nagent-browser install \"\n uid=1_248 \"#\"\n uid=1_249 \" Download Chrome from Chrome for Testing (first time only)\"\n uid=1_250 button \"Copy code to clipboard\"\n uid=1_251 heading \"Cargo (Rust)\" level=\"3\"\n uid=1_252 link \"Permalink: Cargo (Rust)\" url=\"https://github.com/vercel-labs/agent-browser#cargo-rust\"\n uid=1_253 \"cargo install agent-browser\nagent-browser install \"\n uid=1_254 \"#\"\n uid=1_255 \" Download Chrome from Chrome for Testing (first time only)\"\n uid=1_256 button \"Copy code to clipboard\"\n uid=1_257 heading \"From Source\" level=\"3\"\n uid=1_258 link \"Permalink: From Source\" url=\"https://github.com/vercel-labs/agent-browser#from-source\"\n uid=1_259 \"Requires Node.js 24+, pnpm 11+, and Rust.\"\n uid=1_260 \"git clone https://github.com/vercel-labs/agent-browser\n\"\n uid=1_261 \"cd\"\n uid=1_262 \" agent-browser\npnpm install\npnpm build\npnpm build:native \"\n uid=1_263 \"#\"\n uid=1_264 \" Requires Rust (https://rustup.rs)\"\n uid=1_265 \"\npnpm link --global \"\n uid=1_266 \"#\"\n uid=1_267 \" Makes agent-browser available globally\"\n uid=1_268 \"\nagent-browser install\"\n uid=1_269 button \"Copy code to clipboard\"\n uid=1_270 heading \"Linux Dependencies\" level=\"3\"\n uid=1_271 link \"Permalink: Linux Dependencies\" url=\"https://github.com/vercel-labs/agent-browser#linux-dependencies\"\n uid=1_272 \"On Linux, install system dependencies:\"\n uid=1_273 \"agent-browser install --with-deps\"\n uid=1_274 button \"Copy code to clipboard\"\n uid=1_275 \"This exits nonzero if the package manager cannot install every required browser library.\"\n uid=1_276 heading \"Updating\" level=\"3\"\n uid=1_277 link \"Permalink: Updating\" url=\"https://github.com/vercel-labs/agent-browser#updating\"\n uid=1_278 \"Upgrade to the latest version:\"\n uid=1_279 \"agent-browser upgrade\"\n uid=1_280 button \"Copy code to clipboard\"\n uid=1_281 \"Detects your installation method (npm, Homebrew, or Cargo) and runs the appropriate update command automatically.\"\n uid=1_282 heading \"Requirements\" level=\"3\"\n uid=1_283 link \"Permalink: Requirements\" url=\"https://github.com/vercel-labs/agent-browser#requirements\"\n uid=1_284 \"Chrome\"\n uid=1_285 \" - Run \"\n uid=1_286 \"agent-browser install\"\n uid=1_287 \" to download Chrome from \"\n uid=1_288 link \"Chrome for Testing\" url=\"https://developer.chrome.com/blog/chrome-for-testing/\"\n uid=1_290 \" (Google's official automation channel). Existing Chrome, Brave, Playwright, and Puppeteer installations are detected automatically. No Playwright or Node.js required for the daemon.\"\n uid=1_291 \"Node.js 24+ and pnpm 11+\"\n uid=1_292 \" - Only needed when building from source.\"\n uid=1_293 \"Rust\"\n uid=1_294 \" - Only needed when building from source (see From Source above).\"\n uid=1_295 heading \"Quick Start\" level=\"2\"\n uid=1_296 link \"Permalink: Quick Start\" url=\"https://github.com/vercel-labs/agent-browser#quick-start\"\n uid=1_297 \"agent-browser open example.com\nagent-browser snapshot \"\n uid=1_298 \"#\"\n uid=1_299 \" Get accessibility tree with refs\"\n uid=1_300 \"\nagent-browser click @e2 \"\n uid=1_301 \"#\"\n uid=1_302 \" Click by ref from snapshot\"\n uid=1_303 \"\nagent-browser fill @e3 \"\n uid=1_304 \"\"\"\n uid=1_305 \"test@example.com\"\n uid=1_306 \"\"\"\n uid=1_307 \" \"\n uid=1_308 \"#\"\n uid=1_309 \" Fill by ref\"\n uid=1_310 \"\nagent-browser get text @e1 \"\n uid=1_311 \"#\"\n uid=1_312 \" Get text by ref\"\n uid=1_313 \"\nagent-browser screenshot page.png\nagent-browser close\"\n uid=1_314 button \"Copy code to clipboard\"\n uid=1_315 \"Clicks fail early when another element covers the target's click point, for example a consent banner or modal. Dismiss or interact with the reported covering element, then take a fresh snapshot before retrying the original ref. Click and dblclick fail, instead of reporting success, when the element is hidden, disabled, or outside the viewport. \"\n uid=1_316 \"click --new-tab\"\n uid=1_317 \" opens the link's URL directly, so these checks do not apply to it.\"\n uid=1_318 \"Headless Chromium screenshots hide native scrollbars for consistent image output. Pass \"\n uid=1_319 \"--hide-scrollbars false\"\n uid=1_320 \" when launching to keep native scrollbars visible.\"\n uid=1_321 heading \"Traditional Selectors (also supported)\" level=\"3\"\n uid=1_322 link \"Permalink: Traditional Selectors (also supported)\" url=\"https://github.com/vercel-labs/agent-browser#traditional-selectors-also-supported\"\n uid=1_323 \"agent-browser click \"\n uid=1_324 \"\"\"\n uid=1_325 \"#submit\"\n uid=1_326 \"\"\"\n uid=1_327 \"\nagent-browser fill \"\n uid=1_328 \"\"\"\n uid=1_329 \"#email\"\n uid=1_330 \"\"\"\n uid=1_331 \" \"\n uid=1_332 \"\"\"\n uid=1_333 \"test@example.com\"\n uid=1_334 \"\"\"\n uid=1_335 \"\nagent-browser find role button click --name \"\n uid=1_336 \"\"\"\n uid=1_337 \"Submit\"\n uid=1_338 \"\"\"\n uid=1_339 button \"Copy code to clipboard\"\n uid=1_340 heading \"Commands\" level=\"2\"\n uid=1_341 link \"Permalink: Commands\" url=\"https://github.com/vercel-labs/agent-browser#commands\"\n uid=1_342 heading \"Core Commands\" level=\"3\"\n uid=1_343 link \"Permalink: Core Commands\" url=\"https://github.com/vercel-labs/agent-browser#core-commands\"\n uid=1_344 \"agent-browser open \"\n uid=1_345 \"#\"\n uid=1_346 \" Launch browser (no navigation); stays on about:blank\"\n uid=1_347 \"\nagent-browser open \"\n uid=1_348 \"<\"\n uid=1_349 \"url\"\n uid=1_350 \">\"\n uid=1_351 \" \"\n uid=1_352 \"#\"\n uid=1_353 \" Launch + navigate to URL (aliases: goto, navigate)\"\n uid=1_354 \"\nagent-browser \"\n uid=1_355 \"read\"\n uid=1_356 \" [url] \"\n uid=1_357 \"#\"\n uid=1_358 \" Fetch agent-readable text, or read rendered active-tab DOM\"\n uid=1_359 \"\nagent-browser click \"\n uid=1_360 \"<\"\n uid=1_361 \"sel\"\n uid=1_362 \">\"\n uid=1_363 \" " } ], "final": "The vercel-labs/agent-browser repository has about **44.8k stars** (roughly 44,800), as shown on its GitHub page.", "secs": 12.4, "totals": { "input": 8, "cache_read": 31171, "cache_write": 104164, "output": 233, "input_all": 135343 } }, { "setup": "devtools-mcp-nojs", "run": "r2", "task": "hf-top-downloads", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 101, "output": 112, "stop": "tool_use" }, { "input": 2, "cache_read": 10403, "cache_write": 250, "output": 52, "stop": "tool_use" }, { "input": 2, "cache_read": 10653, "cache_write": 11035, "output": 156, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://huggingface.co/models?sort=downloads" }, "chars": 106, "images": 0, "error": false, "secs": 1.57, "text": "## Pages\n1: about:blank\n2: Models \u2013 Hugging Face (https://huggingface.co/models?sort=downloads) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 62, "images": 0, "error": false, "secs": 0.01, "text": "## Latest page snapshot\nuid=1_0 RootWebArea url=\"about:blank\"\n" }, { "name": "take_snapshot", "input": { "pageId": 2 }, "chars": 21116, "images": 0, "error": false, "secs": 0.05, "text": "## Latest page snapshot\nuid=2_0 RootWebArea \"Models \u2013 Hugging Face\" url=\"https://huggingface.co/models?sort=downloads\"\n uid=2_1 banner\n uid=2_2 link \"Hugging Face's logo Hugging Face\" url=\"https://huggingface.co/\"\n uid=2_3 image \"Hugging Face's logo\" url=\"https://huggingface.co/front/assets/huggingface_logo-noborder.svg\"\n uid=2_4 \"Hugging Face\"\n uid=2_5 textbox \"Search models, datasets, users...\"\n uid=2_6 navigation \"Main\"\n uid=2_7 link \"Models\" url=\"https://huggingface.co/models\"\n uid=2_9 link \"Datasets\" url=\"https://huggingface.co/datasets\"\n uid=2_11 link \"Spaces\" url=\"https://huggingface.co/spaces\"\n uid=2_13 link \"Docs\" url=\"https://huggingface.co/docs\"\n uid=2_15 link \"Pricing\" url=\"https://huggingface.co/pricing\"\n uid=2_17 button expandable\n uid=2_18 link \"Log In\" url=\"https://huggingface.co/login\"\n uid=2_20 link \"Sign Up\" url=\"https://huggingface.co/join\"\n uid=2_22 main\n uid=2_23 button \"Main\"\n uid=2_24 button \"Tasks\"\n uid=2_25 button \"Libraries\"\n uid=2_26 button \"Languages\"\n uid=2_27 button \"Licenses\"\n uid=2_28 button \"Other\"\n uid=2_29 \"Tasks\"\n uid=2_30 link \"Text Generation\" url=\"https://huggingface.co/models?pipeline_tag=text-generation\"\n uid=2_32 link \"Any-to-Any\" url=\"https://huggingface.co/models?pipeline_tag=any-to-any\"\n uid=2_34 link \"Image-Text-to-Text\" url=\"https://huggingface.co/models?pipeline_tag=image-text-to-text\"\n uid=2_36 link \"Image-to-Text\" url=\"https://huggingface.co/models?pipeline_tag=image-to-text\"\n uid=2_38 link \"Image-to-Image\" url=\"https://huggingface.co/models?pipeline_tag=image-to-image\"\n uid=2_40 link \"Text-to-Image\" url=\"https://huggingface.co/models?pipeline_tag=text-to-image\"\n uid=2_42 link \"Text-to-Video\" url=\"https://huggingface.co/models?pipeline_tag=text-to-video\"\n uid=2_44 link \"Text-to-Speech\" url=\"https://huggingface.co/models?pipeline_tag=text-to-speech\"\n uid=2_46 button \"+ 44\"\n uid=2_47 \"Parameters\"\n uid=2_48 slider \"10 < 1B 6B 12B 32B 128B > 500B < 1B > 500B\" orientation=\"horizontal\" value=\"0\" valuemax=\"10\" valuemin=\"0\" valuetext=\"0\"\n uid=2_49 slider orientation=\"horizontal\" value=\"10\" valuemax=\"10\" valuemin=\"0\" valuetext=\"10\"\n uid=2_50 button \"< 1B\"\n uid=2_51 button \"6B\"\n uid=2_52 button \"12B\"\n uid=2_53 button \"32B\"\n uid=2_54 button \"128B\"\n uid=2_55 button \"> 500B\"\n uid=2_56 button \"< 1B\"\n uid=2_57 button \"> 500B\"\n uid=2_58 \"Libraries\"\n uid=2_59 link \"PyTorch\" url=\"https://huggingface.co/models?library=pytorch\"\n uid=2_61 link \"TensorFlow\" url=\"https://huggingface.co/models?library=tf\"\n uid=2_63 link \"JAX\" url=\"https://huggingface.co/models?library=jax\"\n uid=2_65 link \"Transformers\" url=\"https://huggingface.co/models?library=transformers\"\n uid=2_67 link \"Diffusers\" url=\"https://huggingface.co/models?library=diffusers\"\n uid=2_69 link \"GGUF\" url=\"https://huggingface.co/models?library=gguf\"\n uid=2_71 button \"+ 48\"\n uid=2_72 \"Apps\"\n uid=2_73 link \"vLLM\" url=\"https://huggingface.co/models?other=vllm\"\n uid=2_75 link \"llama.cpp\" url=\"https://huggingface.co/models?other=llama.cpp\"\n uid=2_77 link \"MLX LM\" url=\"https://huggingface.co/models?other=mlx-lm\"\n uid=2_79 link \"LM Studio\" url=\"https://huggingface.co/models?other=lmstudio\"\n uid=2_81 link \"Ollama\" url=\"https://huggingface.co/models?other=ollama\"\n uid=2_83 link \"Jan\" url=\"https://huggingface.co/models?other=jan\"\n uid=2_85 link \"Llama\" url=\"https://huggingface.co/models?other=llama-app\"\n uid=2_87 button \"+ 11\"\n uid=2_88 \"Inference Providers\"\n uid=2_89 link \"Groq\" url=\"https://huggingface.co/models?inference_provider=groq\"\n uid=2_91 link \"Novita\" url=\"https://huggingface.co/models?inference_provider=novita\"\n uid=2_93 link \"Cerebras\" url=\"https://huggingface.co/models?inference_provider=cerebras\"\n uid=2_95 link \"Nscale\" url=\"https://huggingface.co/models?inference_provider=nscale\"\n uid=2_97 link \"fal\" url=\"https://huggingface.co/models?inference_provider=fal-ai\"\n uid=2_99 link \"Together AI\" url=\"https://huggingface.co/models?inference_provider=together\"\n uid=2_101 link \"Fireworks\" url=\"https://huggingface.co/models?inference_provider=fireworks-ai\"\n uid=2_103 button \"+ 11\"\n uid=2_104 \"Hardware\"\n uid=2_105 link \"Add your hardware\" url=\"https://huggingface.co/settings/hardware\"\n uid=2_107 heading \"Models\" level=\"1\"\n uid=2_108 \"3,194,720\"\n uid=2_109 searchbox \"Filter by name\"\n uid=2_110 switch \"switch\" roledescription=\"switch\"\n uid=2_111 \"Base only\"\n uid=2_112 button \"Inference\"\n uid=2_113 button \"Sort:\u00a0 Most downloads\" expandable\n uid=2_114 link \"Sentence Similarity \u2022 22.7M \u2022 Updated Jun 1 \u2022 190M \u2022 \u2022 6.04k\" url=\"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2\"\n uid=2_115 heading \"sentence-transformers/all-MiniLM-L6-v2\" level=\"4\"\n uid=2_116 \"Sentence Similarity\"\n uid=2_117 \"\u2022\"\n uid=2_118 \"22.7M\"\n uid=2_119 \"\u2022\"\n uid=2_120 \"Updated \"\n uid=2_121 \"Jun 1\"\n uid=2_122 \"\u2022\"\n uid=2_123 \"190M\"\n uid=2_124 \"\u2022\"\n uid=2_125 generic description=\"Inference Providers available\"\n uid=2_126 \"\u2022\"\n uid=2_127 \"6.04k\"\n uid=2_128 link \"Text Ranking \u2022 22.7M \u2022 Updated Aug 9 \u2022 70.3M \u2022 \u2022 436\" url=\"https://huggingface.co/cross-encoder/ms-marco-MiniLM-L6-v2\"\n uid=2_129 heading \"cross-encoder/ms-marco-MiniLM-L6-v2\" level=\"4\"\n uid=2_130 \"Text Ranking\"\n uid=2_131 \"\u2022\"\n uid=2_132 \"22.7M\"\n uid=2_133 \"\u2022\"\n uid=2_134 \"Updated \"\n uid=2_135 \"Aug 9\"\n uid=2_136 \"\u2022\"\n uid=2_137 \"70.3M\"\n uid=2_138 \"\u2022\"\n uid=2_139 generic description=\"Inference Providers available\"\n uid=2_140 \"\u2022\"\n uid=2_141 \"436\"\n uid=2_142 link \"Feature Extraction \u2022 33.4M \u2022 Updated Feb 22, 2024 \u2022 52.6M \u2022 \u2022 660\" url=\"https://huggingface.co/BAAI/bge-small-en-v1.5\"\n uid=2_143 heading \"BAAI/bge-small-en-v1.5\" level=\"4\"\n uid=2_144 \"Feature Extraction\"\n uid=2_145 \"\u2022\"\n uid=2_146 \"33.4M\"\n uid=2_147 \"\u2022\"\n uid=2_148 \"Updated \"\n uid=2_149 \"Feb 22, 2024\"\n uid=2_150 \"\u2022\"\n uid=2_151 \"52.6M\"\n uid=2_152 \"\u2022\"\n uid=2_153 generic description=\"Inference Providers available\"\n uid=2_154 \"\u2022\"\n uid=2_155 \"660\"\n uid=2_156 link \"Sentence Similarity \u2022 0.1B \u2022 Updated Jan 28 \u2022 37.7M \u2022 \u2022 1.5k\" url=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\"\n uid=2_157 heading \"sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\" level=\"4\"\n uid=2_158 \"Sentence Similarity\"\n uid=2_159 \"\u2022\"\n uid=2_160 \"0.1B\"\n uid=2_161 \"\u2022\"\n uid=2_162 \"Updated \"\n uid=2_163 \"Jan 28\"\n uid=2_164 \"\u2022\"\n uid=2_165 \"37.7M\"\n uid=2_166 \"\u2022\"\n uid=2_167 generic description=\"Inference Providers available\"\n uid=2_168 \"\u2022\"\n uid=2_169 \"1.5k\"\n uid=2_170 link \"Sentence Similarity \u2022 Updated Jul 3, 2024 \u2022 30.1M \u2022 \u2022 3.94k\" url=\"https://huggingface.co/BAAI/bge-m3\"\n uid=2_171 heading \"BAAI/bge-m3\" level=\"4\"\n uid=2_172 \"Sentence Similarity\"\n uid=2_173 \"\u2022\"\n uid=2_174 \"Updated \"\n uid=2_175 \"Jul 3, 2024\"\n uid=2_176 \"\u2022\"\n uid=2_177 \"30.1M\"\n uid=2_178 \"\u2022\"\n uid=2_179 generic description=\"Inference Providers available\"\n uid=2_180 \"\u2022\"\n uid=2_181 \"3.94k\"\n uid=2_182 link \"Fill-Mask \u2022 0.1B \u2022 Updated Feb 19, 2024 \u2022 29.4M \u2022 \u2022 3.06k\" url=\"https://huggingface.co/google-bert/bert-base-uncased\"\n uid=2_183 heading \"google-bert/bert-base-uncased\" level=\"4\"\n uid=2_184 \"Fill-Mask\"\n uid=2_185 \"\u2022\"\n uid=2_186 \"0.1B\"\n uid=2_187 \"\u2022\"\n uid=2_188 \"Updated \"\n uid=2_189 \"Feb 19, 2024\"\n uid=2_190 \"\u2022\"\n uid=2_191 \"29.4M\"\n uid=2_192 \"\u2022\"\n uid=2_193 generic description=\"Inference Providers available\"\n uid=2_194 \"\u2022\"\n uid=2_195 \"3.06k\"\n uid=2_196 link \"Updated about 1 hour ago \u2022 28.2M \u2022 2.43k\" url=\"https://huggingface.co/Comfy-Org/MiniMax-H3\"\n uid=2_197 heading \"Comfy-Org/MiniMax-H3\" level=\"4\"\n uid=2_198 \"Updated \"\n uid=2_199 \"about 1 hour ago\"\n uid=2_200 \"\u2022\"\n uid=2_201 \"28.2M\"\n uid=2_202 \"\u2022\"\n uid=2_203 \"2.43k\"\n uid=2_204 link \"Updated Feb 29, 2024 \u2022 27.7M \u2022 218\" url=\"https://huggingface.co/google/electra-base-discriminator\"\n uid=2_205 heading \"google/electra-base-discriminator\" level=\"4\"\n uid=2_206 \"Updated \"\n uid=2_207 \"Feb 29, 2024\"\n uid=2_208 \"\u2022\"\n uid=2_209 \"27.7M\"\n uid=2_210 \"\u2022\"\n uid=2_211 \"218\"\n uid=2_212 link \"Translation \u2022 60.5M \u2022 Updated Jun 30, 2023 \u2022 24.9M \u2022 \u2022 686\" url=\"https://huggingface.co/google-t5/t5-small\"\n uid=2_213 heading \"google-t5/t5-small\" level=\"4\"\n uid=2_214 \"Translation\"\n uid=2_215 \"\u2022\"\n uid=2_216 \"60.5M\"\n uid=2_217 \"\u2022\"\n uid=2_218 \"Updated \"\n uid=2_219 \"Jun 30, 2023\"\n uid=2_220 \"\u2022\"\n uid=2_221 \"24.9M\"\n uid=2_222 \"\u2022\"\n uid=2_223 generic description=\"Inference Providers available\"\n uid=2_224 \"\u2022\"\n uid=2_225 \"686\"\n uid=2_226 link \"Text Generation \u2022 0.8B \u2022 Updated Jul 26, 2025 \u2022 24.2M \u2022 \u2022 1.86k\" url=\"https://huggingface.co/Qwen/Qwen3-0.6B\"\n uid=2_227 heading \"Qwen/Qwen3-0.6B\" level=\"4\"\n uid=2_228 \"Text Generation\"\n uid=2_229 \"\u2022\"\n uid=2_230 \"0.8B\"\n uid=2_231 \"\u2022\"\n uid=2_232 \"Updated \"\n uid=2_233 \"Jul 26, 2025\"\n uid=2_234 \"\u2022\"\n uid=2_235 \"24.2M\"\n uid=2_236 \"\u2022\"\n uid=2_237 generic description=\"Inference Providers available\"\n uid=2_238 \"\u2022\"\n uid=2_239 \"1.86k\"\n uid=2_240 link \"Text Generation \u2022 0.1B \u2022 Updated Feb 19, 2024 \u2022 24.1M \u2022 3.9k\" url=\"https://huggingface.co/openai-community/gpt2\"\n uid=2_241 heading \"openai-community/gpt2\" level=\"4\"\n uid=2_242 \"Text Generation\"\n uid=2_243 \"\u2022\"\n uid=2_244 \"0.1B\"\n uid=2_245 \"\u2022\"\n uid=2_246 \"Updated \"\n uid=2_247 \"Feb 19, 2024\"\n uid=2_248 \"\u2022\"\n uid=2_249 \"24.1M\"\n uid=2_250 \"\u2022\"\n uid=2_251 \"3.9k\"\n uid=2_252 link \"Time Series Forecasting \u2022 0.1B \u2022 Updated Jun 5 \u2022 20.2M \u2022 92\" url=\"https://huggingface.co/autogluon/chronos-2\"\n uid=2_253 heading \"autogluon/chronos-2\" level=\"4\"\n uid=2_254 \"Time Series Forecasting\"\n uid=2_255 \"\u2022\"\n uid=2_256 \"0.1B\"\n uid=2_257 \"\u2022\"\n uid=2_258 \"Updated \"\n uid=2_259 \"Jun 5\"\n uid=2_260 \"\u2022\"\n uid=2_261 \"20.2M\"\n uid=2_262 \"\u2022\"\n uid=2_263 \"92\"\n uid=2_264 link \"Sentence Similarity \u2022 0.1B \u2022 Updated Aug 19, 2025 \u2022 19.2M \u2022 \u2022 1.4k\" url=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\"\n uid=2_265 heading \"sentence-transformers/all-mpnet-base-v2\" level=\"4\"\n uid=2_266 \"Sentence Similarity\"\n uid=2_267 \"\u2022\"\n uid=2_268 \"0.1B\"\n uid=2_269 \"\u2022\"\n uid=2_270 \"Updated \"\n uid=2_271 \"Aug 19, 2025\"\n uid=2_272 \"\u2022\"\n uid=2_273 \"19.2M\"\n uid=2_274 \"\u2022\"\n uid=2_275 generic description=\"Inference Providers available\"\n uid=2_276 \"\u2022\"\n uid=2_277 \"1.4k\"\n uid=2_278 link \"Zero-Shot Image Classification \u2022 Updated Feb 29, 2024 \u2022 17.4M \u2022 1.27k\" url=\"https://huggingface.co/openai/clip-vit-base-patch32\"\n uid=2_279 heading \"openai/clip-vit-base-patch32\" level=\"4\"\n uid=2_280 \"Zero-Shot Image Classification\"\n uid=2_281 \"\u2022\"\n uid=2_282 \"Updated \"\n uid=2_283 \"Feb 29, 2024\"\n uid=2_284 \"\u2022\"\n uid=2_285 \"17.4M\"\n uid=2_286 \"\u2022\"\n uid=2_287 \"1.27k\"\n uid=2_288 link \"Automatic Speech Recognition \u2022 Updated Dec 14, 2022 \u2022 16.3M \u2022 118\" url=\"https://huggingface.co/jonatasgrosman/wav2vec2-large-xlsr-53-japanese\"\n uid=2_289 heading \"jonatasgrosman/wav2vec2-large-xlsr-53-japanese\" level=\"4\"\n uid=2_290 \"Automatic Speech Recognition\"\n uid=2_291 \"\u2022\"\n uid=2_292 \"Updated \"\n uid=2_293 \"Dec 14, 2022\"\n uid=2_294 \"\u2022\"\n uid=2_295 \"16.3M\"\n uid=2_296 \"\u2022\"\n uid=2_297 \"118\"\n uid=2_298 link \"Image Classification \u2022 2.55M \u2022 Updated Oct 19, 2025 \u2022 15.8M \u2022 156\" url=\"https://huggingface.co/timm/mobilenetv3_small_100.lamb_in1k\"\n uid=2_299 heading \"timm/mobilenetv3_small_100.lamb_in1k\" level=\"4\"\n uid=2_300 \"Image Classification\"\n uid=2_301 \"\u2022\"\n uid=2_302 \"2.55M\"\n uid=2_303 \"\u2022\"\n uid=2_304 \"Updated \"\n uid=2_305 \"Oct 19, 2025\"\n uid=2_306 \"\u2022\"\n uid=2_307 \"15.8M\"\n uid=2_308 \"\u2022\"\n uid=2_309 \"156\"\n uid=2_310 link \"Image Classification \u2022 86.6M \u2022 Updated Sep 5, 2023 \u2022 15.4M \u2022 \u2022 1.05k\" url=\"https://huggingface.co/google/vit-base-patch16-224\"\n uid=2_311 heading \"google/vit-base-patch16-224\" level=\"4\"\n uid=2_312 \"Image Classification\"\n uid=2_313 \"\u2022\"\n uid=2_314 \"86.6M\"\n uid=2_315 \"\u2022\"\n uid=2_316 \"Updated \"\n uid=2_317 \"Sep 5, 2023\"\n uid=2_318 \"\u2022\"\n uid=2_319 \"15.4M\"\n uid=2_320 \"\u2022\"\n uid=2_321 generic description=\"Inference Providers available\"\n uid=2_322 \"\u2022\"\n uid=2_323 \"1.05k\"\n uid=2_324 link \"Text Classification \u2022 0.6B \u2022 Updated Jun 24, 2024 \u2022 14.7M \u2022 \u2022 1.28k\" url=\"https://huggingface.co/BAAI/bge-reranker-v2-m3\"\n uid=2_325 heading \"BAAI/bge-reranker-v2-m3\" level=\"4\"\n uid=2_326 \"Text Classification\"\n uid=2_327 \"\u2022\"\n uid=2_328 \"0.6B\"\n uid=2_329 \"\u2022\"\n uid=2_330 \"Updated \"\n uid=2_331 \"Jun 24, 2024\"\n uid=2_332 \"\u2022\"\n uid=2_333 \"14.7M\"\n uid=2_334 \"\u2022\"\n uid=2_335 generic description=\"Inference Providers available\"\n uid=2_336 \"\u2022\"\n uid=2_337 \"1.28k\"\n uid=2_338 link \"Time Series Forecasting \u2022 0.1B \u2022 Updated Jun 5 \u2022 13.1M \u2022 560\" url=\"https://huggingface.co/amazon/chronos-2\"\n uid=2_339 heading \"amazon/chronos-2\" level=\"4\"\n uid=2_340 \"Time Series Forecasting\"\n uid=2_341 \"\u2022\"\n uid=2_342 \"0.1B\"\n uid=2_343 \"\u2022\"\n uid=2_344 \"Updated \"\n uid=2_345 \"Jun 5\"\n uid=2_346 \"\u2022\"\n uid=2_347 \"13.1M\"\n uid=2_348 \"\u2022\"\n uid=2_349 \"560\"\n uid=2_350 link \"Sentence Similarity \u2022 0.1B \u2022 Updated Apr 7 \u2022 12.2M \u2022 987\" url=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\"\n uid=2_351 heading \"nomic-ai/nomic-embed-text-v1.5\" level=\"4\"\n uid=2_352 \"Sentence Similarity\"\n uid=2_353 \"\u2022\"\n uid=2_354 \"0.1B\"\n uid=2_355 \"\u2022\"\n uid=2_356 \"Updated \"\n uid=2_357 \"Apr 7\"\n uid=2_358 \"\u2022\"\n uid=2_359 \"12.2M\"\n uid=2_360 \"\u2022\"\n uid=2_361 \"987\"\n uid=2_362 link \"Automatic Speech Recognition \u2022 Updated Aug 19 \u2022 12.2M \u2022 260\" url=\"https://huggingface.co/argmaxinc/whisperkit-coreml\"\n uid=2_363 heading \"argmaxinc/whisperkit-coreml\" level=\"4\"\n uid=2_364 \"Automatic Speech Recognition\"\n uid=2_365 \"\u2022\"\n uid=2_366 \"Updated \"\n uid=2_367 \"Aug 19\"\n uid=2_368 \"\u2022\"\n uid=2_369 \"12.2M\"\n uid=2_370 \"\u2022\"\n uid=2_371 \"260\"\n uid=2_372 link \"Text Generation \u2022 15B \u2022 Updated Jul 26, 2025 \u2022 12M \u2022 \u2022 526\" url=\"https://huggingface.co/Qwen/Qwen3-14B\"\n uid=2_373 heading \"Qwen/Qwen3-14B\" level=\"4\"\n uid=2_374 \"Text Generation\"\n uid=2_375 \"\u2022\"\n uid=2_376 \"15B\"\n uid=2_377 \"\u2022\"\n uid=2_378 \"Updated \"\n uid=2_379 \"Jul 26, 2025\"\n uid=2_380 \"\u2022\"\n uid=2_381 \"12M\"\n uid=2_382 \"\u2022\"\n uid=2_383 generic description=\"Inference Providers available\"\n uid=2_384 \"\u2022\"\n uid=2_385 \"526\"\n uid=2_386 link \"Text Generation \u2022 4B \u2022 Updated Jul 26, 2025 \u2022 11.2M \u2022 \u2022 774\" url=\"https://huggingface.co/Qwen/Qwen3-4B\"\n uid=2_387 heading \"Qwen/Qwen3-4B\" level=\"4\"\n uid=2_388 \"Text Generation\"\n uid=2_389 \"\u2022\"\n uid=2_390 \"4B\"\n uid=2_391 \"\u2022\"\n uid=2_392 \"Updated \"\n uid=2_393 \"Jul 26, 2025\"\n uid=2_394 \"\u2022\"\n uid=2_395 \"11.2M\"\n uid=2_396 \"\u2022\"\n uid=2_397 generic description=\"Inference Providers available\"\n uid=2_398 \"\u2022\"\n uid=2_399 \"774\"\n uid=2_400 link \"Text-to-Speech \u2022 Updated Apr 10, 2025 \u2022 10.8M \u2022 \u2022 7.3k\" url=\"https://huggingface.co/hexgrad/Kokoro-82M\"\n uid=2_401 heading \"hexgrad/Kokoro-82M\" level=\"4\"\n uid=2_402 \"Text-to-Speech\"\n uid=2_403 \"\u2022\"\n uid=2_404 \"Updated \"\n uid=2_405 \"Apr 10, 2025\"\n uid=2_406 \"\u2022\"\n uid=2_407 \"10.8M\"\n uid=2_408 \"\u2022\"\n uid=2_409 generic description=\"Inference Providers available\"\n uid=2_410 \"\u2022\"\n uid=2_411 \"7.3k\"\n uid=2_412 link \"Updated 7 days ago \u2022 10.1M \u2022 1.22k\" url=\"https://huggingface.co/Comfy-Org/Qwen-Image-2.1\"\n uid=2_413 heading \"Comfy-Org/Qwen-Image-2.1\" level=\"4\"\n uid=2_414 \"Updated \"\n uid=2_415 \"7 days ago\"\n uid=2_416 \"\u2022\"\n uid=2_417 \"10.1M\"\n uid=2_418 \"\u2022\"\n uid=2_419 \"1.22k\"\n uid=2_420 link \"Feature Extraction \u2022 0.3B \u2022 Updated Feb 21, 2024 \u2022 9.7M \u2022 \u2022 781\" url=\"https://huggingface.co/BAAI/bge-large-en-v1.5\"\n uid=2_421 heading \"BAAI/bge-large-en-v1.5\" level=\"4\"\n uid=2_422 \"Feature Extraction\"\n uid=2_423 \"\u2022\"\n uid=2_424 \"0.3B\"\n uid=2_425 \"\u2022\"\n uid=2_426 \"Updated \"\n uid=2_427 \"Feb 21, 2024\"\n uid=2_428 \"\u2022\"\n uid=2_429 \"9.7M\"\n uid=2_430 \"\u2022\"\n uid=2_431 generic description=\"Inference Providers available\"\n uid=2_432 \"\u2022\"\n uid=2_433 \"781\"\n uid=2_434 link \"Sentence Similarity \u2022 0.1B \u2022 Updated Apr 2 \u2022 9.34M \u2022 \u2022 479\" url=\"https://huggingface.co/intfloat/multilingual-e5-small\"\n uid=2_435 heading \"intfloat/multilingual-e5-small\" level=\"4\"\n uid=2_436 \"Sentence Similarity\"\n uid=2_437 \"\u2022\"\n uid=2_438 \"0.1B\"\n uid=2_439 \"\u2022\"\n uid=2_440 \"Updated \"\n uid=2_441 \"Apr 2\"\n uid=2_442 \"\u2022\"\n uid=2_443 \"9.34M\"\n uid=2_444 \"\u2022\"\n uid=2_445 generic description=\"Inference Providers available\"\n uid=2_446 \"\u2022\"\n uid=2_447 \"479\"\n uid=2_448 link \"Updated Sep 23 \u2022 9.13M \u2022 1.01k\" url=\"https://huggingface.co/Comfy-Org/Z-Image-Turbo\"\n uid=2_449 heading \"Comfy-Org/Z-Image-Turbo\" level=\"4\"\n uid=2_450 \"Updated \"\n uid=2_451 \"Sep 23\"\n uid=2_452 \"\u2022\"\n uid=2_453 \"9.13M\"\n uid=2_454 \"\u2022\"\n uid=2_455 \"1.01k\"\n uid=2_456 link \"Image Classification \u2022 92.9M \u2022 Updated Mar 28, 2025 \u2022 9.09M \u2022 \u2022 18\" url=\"https://huggingface.co/prithivMLmods/Gender-Classifier-Mini\"\n uid=2_457 heading \"prithivMLmods/Gender-Classifier-Mini\" level=\"4\"\n uid=2_458 \"Image Classification\"\n uid=2_459 \"\u2022\"\n uid=2_460 \"92.9M\"\n uid=2_461 \"\u2022\"\n uid=2_462 \"Updated \"\n uid=2_463 \"Mar 28, 2025\"\n uid=2_464 \"\u2022\"\n uid=2_465 \"9.09M\"\n uid=2_466 \"\u2022\"\n uid=2_467 generic description=\"Inference Providers available\"\n uid=2_468 \"\u2022\"\n uid=2_469 \"18\"\n uid=2_470 link \"Sentence Similarity \u2022 0.3B \u2022 Updated Aug 19, 2025 \u2022 8.89M \u2022 \u2022 554\" url=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\"\n uid=2_471 heading \"sentence-transformers/paraphrase-multilingual-mpnet-base-v2\" level=\"4\"\n uid=2_472 \"Sentence Similarity\"\n uid=2_473 \"\u2022\"\n uid=2_474 \"0.3B\"\n uid=2_475 \"\u2022\"\n uid=2_476 \"Updated \"\n uid=2_477 \"Aug 19, 2025\"\n uid=2_478 \"\u2022\"\n uid=2_479 \"8.89M\"\n uid=2_480 \"\u2022\"\n uid=2_481 generic description=\"Inference Providers available\"\n uid=2_482 \"\u2022\"\n uid=2_483 \"554\"\n uid=2_484 navigation\n uid=2_485 link \"Previous\" url=\"https://huggingface.co/models?sort=downloads\"\n uid=2_487 link \"1\" url=\"https://huggingface.co/models?p=0&sort=downloads\"\n uid=2_489 link \"2\" url=\"https://huggingface.co/models?p=1&sort=downloads\"\n uid=2_491 link \"3\" url=\"https://huggingface.co/models?p=2&sort=downloads\"\n uid=2_493 link \"...\" url=\"https://huggingface.co/models?sort=downloads#\"\n uid=2_495 link \"100\" url=\"https://huggingface.co/models?p=99&sort=downloads\"\n uid=2_497 link \"Next\" url=\"https://huggingface.co/models?p=1&sort=downloads\"\n uid=2_499 contentinfo\n uid=2_500 navigation\n uid=2_501 button \"System theme\" expandable\n uid=2_502 link \"TOS\" url=\"https://huggingface.co/terms-of-service\"\n uid=2_504 link \"Privacy\" url=\"https://huggingface.co/privacy\"\n uid=2_506 link \"About\" url=\"https://huggingface.co/huggingface\"\n uid=2_508 link \"Careers\" url=\"https://apply.workable.com/huggingface/\"\n uid=2_510 link \"Hugging Face\" url=\"https" } ], "final": "With the models sorted by **Most downloads**, the first one is **sentence-transformers/all-MiniLM-L6-v2**. It's a Sentence Similarity model with about 190M downloads.\n\nI sorted by opening the sorted page link directly (`?sort=downloads`) rather than using the sort menu. The page's sort control confirms it's set to \"Most downloads\".", "secs": 8.7, "totals": { "input": 8, "cache_read": 31358, "cache_write": 11386, "output": 320, "input_all": 42752 } }, { "setup": "devtools-mcp-nojs", "run": "r2", "task": "mdn-abort", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 119, "output": 111, "stop": "tool_use" }, { "input": 2, "cache_read": 10421, "cache_write": 247, "output": 52, "stop": "tool_use" }, { "input": 2, "cache_read": 10668, "cache_write": 6526, "output": 190, "stop": "tool_use" }, { "input": 2, "cache_read": 17194, "cache_write": 785, "output": 183, "stop": "tool_use" }, { "input": 2, "cache_read": 17979, "cache_write": 8356, "output": 94, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://developer.mozilla.org/en-US/" }, "chars": 89, "images": 0, "error": false, "secs": 1.05, "text": "## Pages\n1: about:blank\n2: MDN Web Docs (https://developer.mozilla.org/en-US/) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 62, "images": 0, "error": false, "secs": 0.01, "text": "## Latest page snapshot\nuid=1_0 RootWebArea url=\"about:blank\"\n" }, { "name": "take_snapshot", "input": { "pageId": 2 }, "chars": 13433, "images": 0, "error": false, "secs": 0.03, "text": "## Latest page snapshot\nuid=2_0 RootWebArea \"MDN Web Docs\" url=\"https://developer.mozilla.org/en-US/\"\n uid=2_1 link \"Skip to main content\" url=\"https://developer.mozilla.org/en-US/#content\"\n uid=2_3 link \"Skip to search\" url=\"https://developer.mozilla.org/en-US/#mdn-search\"\n uid=2_5 image \"WorkOS\" url=\"https://developer.mozilla.org/pimg/aHR0cHM6Ly9zdGF0aWM0LmJ1eXNlbGxhZHMubmV0L3V1LzIvMTc5MTY0LzE3OTAzNDUwNzItMTI4eDEyOF9UcmFuc3BhcmVudF9Mb2dvLTEucG5n.cLCVugvAfHmHOfJ%2FSevGee15z%2FuWmaDu%2BqBaWJkNM0k%3D\"\n uid=2_6 \"Build faster. Go from first user to Fortune 500 with auth, SSO, and directory sync from WorkOS.\"\n uid=2_7 \"Start building\"\n uid=2_8 link \"AD\" url=\"https://developer.mozilla.org/en-US/advertising\"\n uid=2_10 banner\n uid=2_11 navigation\n uid=2_12 link \"MDN\" url=\"https://developer.mozilla.org/en-US/\"\n uid=2_13 image \"MDN\"\n uid=2_14 navigation\n uid=2_15 button \"HTML\" expandable\n uid=2_16 button \"CSS\" expandable\n uid=2_17 button \"JavaScript\" expandable\n uid=2_18 button \"Web APIs\" expandable\n uid=2_19 button \"All\" expandable\n uid=2_20 button \"Learn\" expandable\n uid=2_21 button \"Tools\" expandable\n uid=2_22 button \"About\" expandable\n uid=2_23 link \"Blog\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=2_25 button \"Search the site\"\n uid=2_26 link \"Log in\" url=\"https://developer.mozilla.org/users/fxa/login/authenticate/?next=%2Fen-US%2F\"\n uid=2_28 link \"MDN\" url=\"https://developer.mozilla.org/en-US/\"\n uid=2_30 button \"Switch color theme\" expandable\n uid=2_31 button \"English (US)\" expandable\n uid=2_32 heading \"Resources for Developers, by Developers _\" level=\"1\"\n uid=2_33 \"Documenting \"\n uid=2_34 link \"CSS\" url=\"https://developer.mozilla.org/en-US/docs/Web/CSS\"\n uid=2_36 \", \"\n uid=2_37 link \"HTML\" url=\"https://developer.mozilla.org/en-US/docs/Web/HTML\"\n uid=2_39 \", and \"\n uid=2_40 link \"JavaScript\" url=\"https://developer.mozilla.org/en-US/docs/Web/JavaScript\"\n uid=2_42 \", since 2005.\"\n uid=2_43 button \"Search\" description=\"Search the site\"\n uid=2_44 link \"WorkOS\" url=\"https://developer.mozilla.org/pong/click?code=aHR0cHM6Ly9zcnYuYnV5c2VsbGFkcy5jb20vYWRzL2NsaWNrL3gvR1RORDQyNzdDSzdEVDJKRUNXQUxZS1FVRjY3SUVLM1dDSzdES1ozSkNBQUlDMkpOQ1Q3RFZLM0tDWVNESzI3SUNLQkk0NVFMQ0U3SUU1UVlDNkJJUDIzS0M2U0lMSzdMQ1c3SUtLM0VISk5DTFNJWg%3D%3D.O5BXWfOYJvc%2FlVUSD34hE%2BdAsyVnkj2L9mo4lYVH7NY%3D&version=2\"\n uid=2_45 image \"WorkOS\" url=\"https://developer.mozilla.org/pimg/aHR0cHM6Ly9zdGF0aWM0LmJ1eXNlbGxhZHMubmV0L3V1LzIvMTc5MTY0LzE3OTAzNDkwNjctMTk0MHg1MDBfSG9tZXBhZ2VfT2N0X1Rha2VvdmVyLmpwZw%3D%3D.KBVbfEOm53Pp2bINhXNsvIDg%2FCJg5sf8HPvDiqK3JYU%3D\"\n uid=2_46 link \"AD\" url=\"https://developer.mozilla.org/en-US/advertising\"\n uid=2_48 heading \"Featured articles\" level=\"2\"\n uid=2_49 link \"Blog\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=2_51 link \"Celebrating 20 years of MDN\" url=\"https://developer.mozilla.org/en-US/blog/mdn-turns-20/\"\n uid=2_53 \"MDN turns 20! Let's look at how we started, how MDN became the most trusted resource for web developers, the impact it's had on the open web, and yes, there's cake, too.\"\n uid=2_54 link \"Web APIs\" url=\"https://developer.mozilla.org/en-US/docs/Web/API\"\n uid=2_56 link \"Navigation API\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Navigation_API\"\n uid=2_58 \"The Navigation API provides the ability to initiate, intercept, and manage browser navigation actions. It can also examine an application's history entries. This is a successor to previous web platform features such as the History API and window.location, which solves their shortcomings and is specifically aimed at the needs of single-page applications (SPAs).\"\n uid=2_59 link \"Web APIs\" url=\"https://developer.mozilla.org/en-US/docs/Web/API\"\n uid=2_61 link \"Trusted Types API\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Trusted_Types_API\"\n uid=2_63 \"The Trusted Types API gives web developers a way to ensure that input has been passed through a user-specified transformation function before being passed to an API that might execute that input. This can help to protect against client-side cross-site scripting (XSS) attacks. Most commonly the transformation function sanitizes the input.\"\n uid=2_64 link \"CSS\" url=\"https://developer.mozilla.org/en-US/docs/Web/CSS\"\n uid=2_66 link \"Using CSS anchor positioning\" url=\"https://developer.mozilla.org/en-US/docs/Web/CSS/Guides/Anchor_positioning/Using\"\n uid=2_68 \"The CSS anchor positioning module defines features that allow you to tether elements together. Elements can be defined as anchor elements and anchor-positioned elements. Anchor-positioned elements can be bound to anchor elements. The anchor-positioned elements can then have their size and position set relative to the size and location of the anchor elements to which they are bound.\"\n uid=2_69 heading \"Latest news\" level=\"2\"\n uid=2_70 link \"developer.mozilla.org\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=2_72 link \"Introducing the MDN MCP server\" url=\"https://developer.mozilla.org/en-US/blog/introducing-mdn-mcp-server/\"\n uid=2_74 \"4 months ago\"\n uid=2_75 \"MDN's MCP server brings MDN's documentation and browser compatibility data directly into your editor or IDE, giving your LLM or coding agent access to accurate, up-to-date web platform information.\"\n uid=2_76 link \"developer.mozilla.org\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=2_78 link \"Under the hood of MDN's new frontend\" url=\"https://developer.mozilla.org/en-US/blog/mdn-front-end-deep-dive/\"\n uid=2_80 \"7 months ago\"\n uid=2_81 \"You may have spotted that MDN has a new frontend. There's plenty happening under the surface, so let's unpack the technologies we chose, the architectural decisions we made, and why we did a rebuild at all.\"\n uid=2_82 link \"developer.mozilla.org\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=2_84 link \"Image formats: Codecs and compression tools\" url=\"https://developer.mozilla.org/en-US/blog/image-formats-codecs-compression-tools/\"\n uid=2_86 \"12 months ago\"\n uid=2_87 \"Image compression involves countless trade-offs between quality, size, and speed. In this final part of the series, we experiment with codecs, metrics, and tools to find practical ways to balance efficiency and visual fidelity.\"\n uid=2_88 link \"developer.mozilla.org\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=2_90 link \"A beginner-friendly guide to view transitions in CSS\" url=\"https://developer.mozilla.org/en-US/blog/view-transitions-beginner-guide/\"\n uid=2_92 \"1 year ago\"\n uid=2_93 \"Learn how to bring smooth, animated navigation to multi-page apps with view transitions. With just one line of CSS, you can enable seamless transitions between pages.\"\n uid=2_94 heading \"Recent contributions\" level=\"2\"\n uid=2_95 link \"mdn/translated-content (external)\" url=\"https://github.com/mdn/translated-content\"\n uid=2_98 \"11 hours ago\"\n uid=2_99 link \"[ja] SubtleCrypto: deriveKey() \u30e1\u30bd\u30c3\u30c9\u306e\u66f4\u65b0 (external)\" url=\"https://github.com/mdn/translated-content/pull/39708\"\n uid=2_102 link \"mdn/content (external)\" url=\"https://github.com/mdn/content\"\n uid=2_105 \"6 hours ago\"\n uid=2_106 link \"New JS guide: Agent communication and coordination (external)\" url=\"https://github.com/mdn/content/pull/46200\"\n uid=2_109 link \"mdn/content (external)\" url=\"https://github.com/mdn/content\"\n uid=2_112 \"5 hours ago\"\n uid=2_113 link \"Fix typos (external)\" url=\"https://github.com/mdn/content/pull/46318\"\n uid=2_116 link \"mdn/content (external)\" url=\"https://github.com/mdn/content\"\n uid=2_119 \"5 hours ago\"\n uid=2_120 link \"Fix a typo: `link-parameters` is a property, not a function (external)\" url=\"https://github.com/mdn/content/pull/46258\"\n uid=2_123 link \"mdn/translated-content (external)\" url=\"https://github.com/mdn/translated-content\"\n uid=2_126 \"5 hours ago\"\n uid=2_127 link \"chore(sync-fr): sync and update maintained pages - 28/10/2026 (external)\" url=\"https://github.com/mdn/translated-content/pull/39762\"\n uid=2_130 link \"mdn/translated-content (external)\" url=\"https://github.com/mdn/translated-content\"\n uid=2_133 \"5 hours ago\"\n uid=2_134 link \"fix(fr): \"Integer conversion\" title fix (external)\" url=\"https://github.com/mdn/translated-content/pull/39763\"\n uid=2_137 link \"mdn/translated-content (external)\" url=\"https://github.com/mdn/translated-content\"\n uid=2_140 \"5 hours ago\"\n uid=2_141 link \"chore(fr): translation of `Web/JavaScript/Reference/Global_Objects/AbstractModuleSource` (external)\" url=\"https://github.com/mdn/translated-content/pull/39764\"\n uid=2_144 link \"mdn/content (external)\" url=\"https://github.com/mdn/content\"\n uid=2_147 \"5 hours ago\"\n uid=2_148 link \"Explain the typographic rationale for text-autospace (external)\" url=\"https://github.com/mdn/content/pull/46251\"\n uid=2_151 link \"mdn/content (external)\" url=\"https://github.com/mdn/content\"\n uid=2_154 \"4 hours ago\"\n uid=2_155 link \"Note that referrer policy and noreferrer apply to link downloads (external)\" url=\"https://github.com/mdn/content/pull/46321\"\n uid=2_158 heading \"Contributor Spotlight\" level=\"2\"\n uid=2_159 link \"SHRINIVASS ARUNACHALAM BALASUBRAMANIAN\" url=\"https://developer.mozilla.org/en-US/community/spotlight/shrinivass-arunachalam-balasubramanian\"\n uid=2_161 \"MDN closely follows W3C standards which helps me keep up with important topics. It's a complete package as it caters to everything; complex APIs, new browser functionalities, and best practices. MDN serves as a truly valuable resource and continues to assist me in my everyday development.\"\n uid=2_162 link \"Get involved\" url=\"https://developer.mozilla.org/en-US/community\"\n uid=2_164 image \"Tiled Mozilla Logo\" url=\"https://developer.mozilla.org/static/ssr/mdn_contributor.9e2a105f50828d5a.png\"\n uid=2_165 link \"WorkOS\" url=\"https://developer.mozilla.org/pong/click?code=aHR0cHM6Ly9zcnYuYnV5c2VsbGFkcy5jb20vYWRzL2NsaWNrL3gvR1RORDQyNzdDSzdEVDJKRUNZWTRZS1FVRjY3SUVLM1dDSzdENVozSkNBQUlDMkpOQ1Q3RFZLUUtDNllJVktRN0NFWUlUMkpZQ0s3RFRLSkVDS0JJVEszSUhFWUk1NVFJQ1ZCSUMySkVDVE5DWUJaNTJL.jUYxECRRA3DPOjcAbsMfCiVs2Vk%2BgUAkrJA5t7wj5L8%3D&version=2\"\n uid=2_166 image \"WorkOS\" url=\"https://developer.mozilla.org/pimg/aHR0cHM6Ly9zdGF0aWM0LmJ1eXNlbGxhZHMubmV0L3V1LzIvMTc5MTY0LzE3OTAzNDkxNTgtMTQ1NngxODBfYm90dG9tX09jdF9CYW5uZXIuanBn.h9J8BRL%2F%2FsyOM8USRWsf7eyz74fXKaeqiEPYIzrCp2Y%3D\"\n uid=2_167 link \"AD\" url=\"https://developer.mozilla.org/en-US/advertising\"\n uid=2_169 contentinfo\n uid=2_170 link \"MDN logo\" url=\"https://developer.mozilla.org/\"\n uid=2_171 image \"MDN\"\n uid=2_172 \"Your blueprint for a better internet.\"\n uid=2_173 link \"MDN on GitHub\" url=\"https://github.com/mdn/\"\n uid=2_174 link \"MDN on Bluesky\" url=\"https://bsky.app/profile/developer.mozilla.org\"\n uid=2_175 link \"MDN on X\" url=\"https://x.com/mozdevnet\"\n uid=2_176 link \"MDN on Mastodon\" url=\"https://mastodon.social/@mdn\"\n uid=2_177 link \"MDN blog RSS feed\" url=\"https://developer.mozilla.org/en-US/blog/rss.xml\"\n uid=2_178 \"MDN\"\n uid=2_179 link \"About\" url=\"https://developer.mozilla.org/en-US/about\"\n uid=2_181 link \"Blog\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=2_183 link \"Mozilla careers (external)\" url=\"https://www.mozilla.org/en-US/careers/listings/\"\n uid=2_186 link \"Advertise with us\" url=\"https://developer.mozilla.org/en-US/advertising\"\n uid=2_188 link \"MDN Plus\" url=\"https://developer.mozilla.org/en-US/plus\"\n uid=2_190 link \"Product help (external)\" url=\"https://support.mozilla.org/products/mdn-plus\"\n uid=2_193 \"Contribute\"\n uid=2_194 link \"MDN Community\" url=\"https://developer.mozilla.org/en-US/community\"\n uid=2_196 link \"Community resources\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Community\"\n uid=2_198 link \"Writing guidelines\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Writing_guidelines\"\n uid=2_200 link \"MDN Discord (external)\" url=\"https://developer.mozilla.org/discord\"\n uid=2_203 link \"MDN on GitHub (external)\" url=\"https://github.com/mdn\"\n uid=2_206 \"Developers\"\n uid=2_207 link \"Web technologies\" url=\"https://developer.mozilla.org/en-US/docs/Web\"\n uid=2_209 link \"Learn web development\" url=\"https://developer.mozilla.org/en-US/docs/Learn_web_development\"\n uid=2_211 link \"Guides\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Guides\"\n uid=2_213 link \"Tutorials\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Tutorials\"\n uid=2_215 link \"Glossary\" url=\"https://developer.mozilla.org/en-US/docs/Glossary\"\n uid=2_217 link \"Hacks blog (external)\" url=\"https://hacks.mozilla.org/\"\n uid=2_220 link \"Mozilla logo\" url=\"https://www.mozilla.org/\"\n uid=2_221 image \"Mozilla\"\n uid=2_222 link \"Website Privacy Notice (external)\" url=\"https://www.mozilla.org/privacy/websites/\"\n uid=2_225 link \"Telemetry Settings (external)\" url=\"https://www.mozilla.org/en-US/privacy/websites/data-preferences/\"\n uid=2_228 link \"Legal (external)\" url=\"https://www.mozilla.org/about/legal/terms/mozilla\"\n uid=2_231 link \"Community Participation Guidelines (external)\" url=\"https://www.mozilla.org/about/governance/policies/participation/\"\n uid=2_234 \"Portions of this content are \u00a91998\u20132026 by individual mozilla.org contributors. Content available under \"\n uid=2_235 link \"a Creative Commons license\" url=\"https://developer.mozilla.org/docs/MDN/Writing_guidelines/Attrib_copyright_license\"\n uid=2_237 \".\"\n" }, { "name": "click", "input": { "pageId": 2, "uid": "2_43" }, "chars": 35, "images": 0, "error": false, "secs": 0.28, "text": "Successfully clicked on the element" }, { "name": "type_text", "input": { "pageId": 2, "text": "AbortController" }, "chars": 28, "images": 0, "error": false, "secs": 0.26, "text": "Typed text \"AbortController\"" }, { "name": "take_snapshot", "input": { "pageId": 2 }, "chars": 1174, "images": 0, "error": false, "secs": 0.01, "text": "## Latest page snapshot\nuid=2_0 RootWebArea \"MDN Web Docs\" url=\"https://developer.mozilla.org/en-US/\"\n uid=3_0 dialog modal\n uid=3_1 form\n uid=3_2 combobox \"Search\" autocomplete=\"list\" expandable expanded focusable focused haspopup=\"listbox\" value=\"AbortController\"\n uid=3_3 status atomic live=\"polite\" relevant=\"additions text\"\n uid=3_4 \"4 results available.\"\n uid=3_5 listbox \"Search results\" orientation=\"vertical\"\n uid=3_6 link \"Web APIs AbortController\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController\"\n uid=3_7 link \"Web APIs / AbortController AbortController: AbortController() constructor\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/AbortController\"\n uid=3_8 link \"Web APIs / AbortController AbortController: abort() method\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/abort\"\n uid=3_9 link \"Web APIs / AbortController AbortController: signal property\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/signal\"\n uid=3_10 link \"Site search for AbortController\" url=\"https://developer.mozilla.org/en-US/search?q=AbortController\"\n" }, { "name": "click", "input": { "pageId": 2, "uid": "3_6" }, "chars": 119, "images": 0, "error": false, "secs": 0.4, "text": "Successfully clicked on the element\nPage navigated to https://developer.mozilla.org/en-US/docs/Web/API/AbortController." }, { "name": "wait_for", "input": { "pageId": 2, "text": [ "Instance methods" ] }, "chars": 17491, "images": 0, "error": false, "secs": 0.04, "text": "Element matching one of [\"Instance methods\"] found.\n## Latest page snapshot\nuid=4_0 RootWebArea \"AbortController - Web APIs | MDN\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController\"\n uid=4_1 link \"Skip to main content\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#content\"\n uid=4_3 link \"Skip to search\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#mdn-search\"\n uid=4_5 banner\n uid=4_6 navigation\n uid=4_7 link \"MDN\" url=\"https://developer.mozilla.org/en-US/\"\n uid=4_8 image \"MDN\"\n uid=4_9 navigation\n uid=4_10 button \"HTML\" expandable\n uid=4_11 button \"CSS\" expandable\n uid=4_12 button \"JavaScript\" expandable\n uid=4_13 button \"Web APIs\" expandable\n uid=4_14 button \"All\" expandable\n uid=4_15 button \"Learn\" expandable\n uid=4_16 button \"Tools\" expandable\n uid=4_17 button \"About\" expandable\n uid=4_18 link \"Blog\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=4_20 button \"Search the site\"\n uid=4_21 link \"Web\" url=\"https://developer.mozilla.org/en-US/docs/Web\"\n uid=4_23 link \"Web APIs\" url=\"https://developer.mozilla.org/en-US/docs/Web/API\"\n uid=4_25 link \"AbortController\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController\"\n uid=4_27 button \"Switch color theme\" expandable\n uid=4_28 button \"English (US)\" expandable\n uid=4_29 main\n uid=4_30 heading \"AbortController\" level=\"1\"\n uid=4_31 DisclosureTriangle \"Baseline Check Baseline WIDELY AVAILABLE Chrome check Edge check Firefox check Safari check\" expandable\n uid=4_32 \"Note:\"\n uid=4_33 \" This feature is available in \"\n uid=4_34 link \"Web Workers\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Web_Workers_API\"\n uid=4_36 \".\"\n uid=4_37 \"The \"\n uid=4_38 \"AbortController\"\n uid=4_39 \" interface represents a controller object that allows you to abort one or more Web requests as and when desired.\"\n uid=4_40 \"You can create a new \"\n uid=4_41 \"AbortController\"\n uid=4_42 \" object using the \"\n uid=4_43 link \"AbortController()\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/AbortController\"\n uid=4_45 \" constructor. Communicating with an asynchronous operation is done using an \"\n uid=4_46 link \"AbortSignal\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortSignal\"\n uid=4_48 \" object.\"\n uid=4_49 complementary\n uid=4_50 navigation\n uid=4_51 heading \"In this article\" level=\"2\"\n uid=4_52 link \"Constructor\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#constructor\"\n uid=4_54 link \"Instance properties\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#instance_properties\"\n uid=4_56 link \"Instance methods\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#instance_methods\"\n uid=4_58 link \"Examples\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#examples\"\n uid=4_60 link \"Specifications\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#specifications\"\n uid=4_62 link \"Browser compatibility\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#browser_compatibility\"\n uid=4_64 link \"See also\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#see_also\"\n uid=4_66 region \"Constructor\"\n uid=4_67 link \"Constructor\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#constructor\"\n uid=4_69 link \"AbortController()\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/AbortController\"\n uid=4_71 \"Creates a new \"\n uid=4_72 \"AbortController\"\n uid=4_73 \" object instance.\"\n uid=4_74 region \"Instance properties\"\n uid=4_75 link \"Instance properties\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#instance_properties\"\n uid=4_77 link \"AbortController.signal\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/signal\"\n uid=4_79 \" \"\n uid=4_80 \"Read only\"\n uid=4_81 \"Returns an \"\n uid=4_82 link \"AbortSignal\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortSignal\"\n uid=4_84 \" object instance, which can be used to communicate with, or to abort, an asynchronous operation.\"\n uid=4_85 region \"Instance methods\"\n uid=4_86 link \"Instance methods\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#instance_methods\"\n uid=4_88 link \"AbortController.abort()\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/abort\"\n uid=4_90 \"Aborts an asynchronous operation before it has completed. This is able to abort \"\n uid=4_91 link \"fetch requests\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Window/fetch\"\n uid=4_93 \", consumption of any response bodies, and streams.\"\n uid=4_94 region \"Examples\"\n uid=4_95 link \"Examples\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#examples\"\n uid=4_97 \"See the \"\n uid=4_98 link \"AbortSignal page\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortSignal#examples\"\n uid=4_101 \" for usage examples.\"\n uid=4_102 \"You can find a \"\n uid=4_103 link \"full working example on GitHub (external)\" description=\"External link (opens in new tab)\" url=\"https://github.com/mdn/dom-examples/tree/main/abort-api\"\n uid=4_106 \"; you can also see it \"\n uid=4_107 link \"running live (external)\" description=\"External link (opens in new tab)\" url=\"https://mdn.github.io/dom-examples/abort-api/\"\n uid=4_110 \".\"\n uid=4_111 region \"Specifications\"\n uid=4_112 link \"Specifications\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#specifications\"\n uid=4_114 \"Specification\"\n uid=4_115 link \"DOM # interface-abortcontroller (external)\" url=\"https://dom.spec.whatwg.org/#interface-abortcontroller\"\n uid=4_116 \"DOM\"\n uid=4_117 LineBreak \"\n\"\n uid=4_118 \"# interface-abortcontroller\"\n uid=4_119 \" (external)\"\n uid=4_120 region \"Browser compatibility\"\n uid=4_121 link \"Browser compatibility\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#browser_compatibility\"\n uid=4_123 region \"See also\"\n uid=4_124 link \"See also\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController#see_also\"\n uid=4_126 link \"Fetch API\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API\"\n uid=4_128 link \"Abortable Fetch (external)\" description=\"External link (opens in new tab)\" url=\"https://developer.chrome.com/blog/abortable-fetch/\"\n uid=4_131 \" by Jake Archibald\"\n uid=4_132 region \"Help improve MDN\"\n uid=4_133 heading \"Help improve MDN\" level=\"2\"\n uid=4_134 \"Was this page helpful to you?\"\n uid=4_135 button \"Yes\"\n uid=4_136 button \"No\"\n uid=4_137 link \"Learn how to contribute\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Community/Getting_started\"\n uid=4_139 \"This page was last modified on \"\n uid=4_140 \"Sep 17, 2025\"\n uid=4_141 \" by \"\n uid=4_142 link \"MDN contributors\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/contributors.txt\"\n uid=4_144 \".\"\n uid=4_145 link \"View this page on GitHub (external)\" description=\"Folder: en-us/web/api/abortcontroller (Opens in a new tab)\" url=\"https://github.com/mdn/content/blob/main/files/en-us/web/api/abortcontroller/index.md?plain=1\"\n uid=4_148 \" \u2022 \"\n uid=4_149 link \"Report a problem with this content (external)\" description=\"This will take you to GitHub to file a new issue.\" url=\"https://github.com/mdn/content/issues/new?template=page-report.yml&mdn-url=https%3A%2F%2Fdeveloper.mozilla.org%2Fen-US%2Fdocs%2FWeb%2FAPI%2FAbortController&metadata=%3C%21--+Do+not+make+changes+below+this+line+--%3E%0A%3Cdetails%3E%0A%3Csummary%3EPage+report+details%3C%2Fsummary%3E%0A%0A*+Folder%3A+%60en-us%2Fweb%2Fapi%2Fabortcontroller%60%0A*+MDN+URL%3A+https%3A%2F%2Fdeveloper.mozilla.org%2Fen-US%2Fdocs%2FWeb%2FAPI%2FAbortController%0A*+GitHub+URL%3A+https%3A%2F%2Fgithub.com%2Fmdn%2Fcontent%2Fblob%2Fmain%2Ffiles%2Fen-us%2Fweb%2Fapi%2Fabortcontroller%2Findex.md%0A*+Last+commit%3A+https%3A%2F%2Fgithub.com%2Fmdn%2Fcontent%2Fcommit%2Fa4fd602696976d79d8690f9c86a2a1c1f2b9b9eb%0A*+Document+last+modified%3A+2025-09-17T01%3A18%3A50.000Z%0A%0A%3C%2Fdetails%3E\"\n uid=4_152 complementary\n uid=4_153 navigation\n uid=4_154 \"Filter sidebar\"\n uid=4_155 textbox \"Filter sidebar\"\n uid=4_156 link \"Document Object Model (DOM)\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model\"\n uid=4_158 link \"AbortController\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController\"\n uid=4_160 DisclosureTriangle \"Constructor\" expandable expanded\n uid=4_161 link \"AbortController()\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/AbortController\"\n uid=4_163 DisclosureTriangle \"Instance properties\" expandable expanded\n uid=4_164 link \"signal\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/signal\"\n uid=4_166 DisclosureTriangle \"Instance methods\" expandable expanded\n uid=4_167 link \"abort()\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/abort\"\n uid=4_169 DisclosureTriangle \"Related pages for DOM\" expandable expanded\n uid=4_170 link \"AbortSignal\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortSignal\"\n uid=4_172 link \"AbstractRange\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbstractRange\"\n uid=4_174 link \"Attr\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Attr\"\n uid=4_176 link \"CDATASection\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/CDATASection\"\n uid=4_178 link \"CharacterData\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/CharacterData\"\n uid=4_180 link \"Comment\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Comment\"\n uid=4_182 link \"CustomEvent\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/CustomEvent\"\n uid=4_184 link \"DOMError Deprecated\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/DOMError\"\n uid=4_185 \"DOMError\"\n uid=4_186 image \"Deprecated\" description=\"Deprecated. Not for use in new websites.\"\n uid=4_187 link \"DOMException\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/DOMException\"\n uid=4_189 link \"DOMImplementation\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/DOMImplementation\"\n uid=4_191 link \"DOMParser\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/DOMParser\"\n uid=4_193 link \"DOMTokenList\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/DOMTokenList\"\n uid=4_195 link \"Document\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Document\"\n uid=4_197 link \"DocumentFragment\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/DocumentFragment\"\n uid=4_199 link \"DocumentType\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/DocumentType\"\n uid=4_201 link \"Element\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Element\"\n uid=4_203 link \"Event\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Event\"\n uid=4_205 link \"EventTarget\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/EventTarget\"\n uid=4_207 link \"HTMLCollection\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/HTMLCollection\"\n uid=4_209 link \"MutationObserver\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/MutationObserver\"\n uid=4_211 link \"MutationRecord\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/MutationRecord\"\n uid=4_213 link \"NamedNodeMap\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/NamedNodeMap\"\n uid=4_215 link \"Node\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Node\"\n uid=4_217 link \"NodeIterator\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/NodeIterator\"\n uid=4_219 link \"NodeList\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/NodeList\"\n uid=4_221 link \"ProcessingInstruction\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/ProcessingInstruction\"\n uid=4_223 link \"QuotaExceededError Experimental\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/QuotaExceededError\"\n uid=4_224 \"QuotaExceededError\"\n uid=4_225 image \"Experimental\" description=\"Experimental. Expect behavior to change in the future.\"\n uid=4_226 link \"Range\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Range\"\n uid=4_228 link \"ShadowRoot\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/ShadowRoot\"\n uid=4_230 link \"StaticRange\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/StaticRange\"\n uid=4_232 link \"Text\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Text\"\n uid=4_234 link \"TreeWalker\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/TreeWalker\"\n uid=4_236 link \"XMLDocument\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/XMLDocument\"\n uid=4_238 link \"XPathEvaluator\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/XPathEvaluator\"\n uid=4_240 link \"XPathExpression\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/XPathExpression\"\n uid=4_242 link \"XPathResult\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/XPathResult\"\n uid=4_244 link \"XSLTProcessor Deprecated\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/XSLTProcessor\"\n uid=4_245 \"XSLTProcessor\"\n uid=4_246 image \"Deprecated\" description=\"Deprecated. Not for use in new websites.\"\n uid=4_247 DisclosureTriangle \"Guides\" expandable expanded\n uid=4_248 link \"Anatomy of the DOM\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model/Anatomy_of_the_DOM\"\n uid=4_250 link \"Attribute reflection\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model/Reflected_attributes\"\n uid=4_252 link \"Selection and traversal on the DOM tree\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model/Selection_and_traversal_on_the_DOM_tree\"\n uid=4_254 link \"Building and updating the DOM tree\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model/Building_and_updating_the_DOM_tree\"\n uid=4_256 link \"Working with events\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model/Events\"\n uid=4_258 contentinfo\n uid=4_259 link \"MDN logo\" url=\"https://developer.mozilla.org/\"\n uid=4_260 image \"MDN\"\n uid=4_261 \"Your blueprint for a better internet.\"\n uid=4_262 link \"MDN on GitHub\" url=\"https://github.com/mdn/\"\n uid=4_263 link \"MDN on Bluesky\" url=\"https://bsky.app/profile/developer.mozilla.org\"\n uid=4_264 link \"MDN on X\" url=\"https://x.com/mozdevnet\"\n uid=4_265 link \"MDN on Mastodon\" url=\"https://mastodon.social/@mdn\"\n uid=4_266 link \"MDN blog RSS feed\" url=\"https://developer.mozilla.org/en-US/blog/rss.xml\"\n uid=4_267 \"MDN\"\n uid=4_268 link \"About\" url=\"https://developer.mozilla.org/en-US/about\"\n uid=4_270 link \"Blog\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=4_272 link \"Mozilla careers (external)\" url=\"https://www.mozilla.org/en-US/careers/listings/\"\n uid=4_275 link \"Advertise with us\" url=\"https://developer.mozilla.org/en-US/advertising\"\n uid=4_277 link \"MDN Plus\" url=\"https://developer.mozilla.org/en-US/plus\"\n uid=4_279 link \"Product help (external)\" url=\"https://support.mozilla.org/products/mdn-plus\"\n uid=4_282 \"Contribute\"\n uid=4_283 link \"MDN Community\" url=\"https://developer.mozilla.org/en-US/community\"\n uid=4_285 link \"Community resources\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Community\"\n uid=4_287 link \"Writing guidelines\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Writing_guidelines\"\n uid=4_289 link \"MDN Discord (external)\" url=\"https://developer.mozilla.org/discord\"\n uid=4_292 link \"MDN on GitHub (external)\" url=\"https://github.com/mdn\"\n uid=4_295 \"Developers\"\n uid=4_296 link \"Web technologies\" url=\"https://developer.mozilla.org/en-US/docs/Web\"\n uid=4_298 link \"Learn web development\" url=\"https://developer.mozilla.org/en-US/docs/Learn_web_development\"\n uid=4_300 link \"Guides\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Guides\"\n uid=4_302 link \"Tutorials\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Tutorials\"\n uid=4_304 link \"Glossary\" url=\"https://developer.mozilla.org/en-US/docs/Glossary\"\n uid=4_306 link \"Hacks blog (external)\" url=\"https://hacks.mozilla.org/\"\n uid=4_309 link \"Mozilla logo\" url=\"https://www.mozilla.org/\"\n uid=4_310 image \"Mozilla\"\n uid=4_311 link \"Website Privacy Notice (external)\" url=\"https://www.mozilla.org/privacy/websites/\"\n uid=4_314 link \"Telemetry Settings (external)\" url=\"https://www.mozilla.org/en-US/privacy/websites/data-preferences/\"\n uid=4_317 link \"Legal (external)\" url=\"https://www.mozilla.org/about/legal/terms/mozilla\"\n uid=4_320 link \"Community Participation Guidelines (external)\" url=\"https://www.mozilla.org/about/governance/policies/participation/\"\n uid=4_323 \"Portions of this content are \u00a91998\u20132026 by individual mozilla.org contributors. Content available under \"\n uid=4_324 link \"a Creative Commons license\" url=\"https://developer.mozilla.org/docs/MDN/Writing_guidelines/Attrib_copyright_license\"\n uid=4_326 \".\"\n" } ], "final": "The method is **`AbortController.abort()`**. I searched MDN for AbortController and opened its page, where `abort()` is listed under \"Instance methods.\" The page says it \"aborts an asynchronous operation before it has completed,\" and that includes fetch requests, reading response bodies and streams.", "secs": 15.7, "totals": { "input": 12, "cache_read": 66564, "cache_write": 16033, "output": 630, "input_all": 82609 } }, { "setup": "devtools-mcp-nojs", "run": "r2", "task": "pydocs-taskgroup", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 116, "output": 74, "stop": "tool_use" }, { "input": 2, "cache_read": 10418, "cache_write": 144, "output": 77, "stop": "tool_use" }, { "input": 2, "cache_read": 10562, "cache_write": 5368, "output": 221, "stop": "tool_use" }, { "input": 2, "cache_read": 15930, "cache_write": 70786, "output": 115, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://docs.python.org/3/search.html?q=asyncio.TaskGroup" }, "chars": 134, "images": 0, "error": false, "secs": 2.05, "text": "## Pages\n1: about:blank\n2: Search \u2014 Python 3.15.2 documentation (https://docs.python.org/3/search.html?q=asyncio.TaskGroup) [selected]" }, { "name": "wait_for", "input": { "pageId": 2, "text": [ "Search finished" ] }, "chars": 11247, "images": 0, "error": false, "secs": 0.05, "text": "Element matching one of [\"Search finished\"] found.\n## Latest page snapshot\nuid=1_0 RootWebArea \"Search \u2014 Python 3.15.2 documentation\" url=\"https://docs.python.org/3/search.html?q=asyncio.TaskGroup\"\n uid=1_1 navigation \"Related\"\n uid=1_2 link \"index\" description=\"General Index\" keyshortcuts=\"Ctrl+Alt+I\" url=\"https://docs.python.org/3/genindex.html\"\n uid=1_4 link \"modules\" description=\"Python Module Index\" url=\"https://docs.python.org/3/py-modindex.html\"\n uid=1_6 \" |\"\n uid=1_7 image \"Python logo\" url=\"https://docs.python.org/3/_static/py.svg\"\n uid=1_8 \" \"\n uid=1_9 link \"Python\" url=\"https://www.python.org/\"\n uid=1_11 \" \u00bb\"\n uid=1_12 combobox \"Language\" expandable haspopup=\"menu\" value=\"English\"\n uid=1_13 option \"German | Deutsch\"\n uid=1_14 option \"Greek | \u0395\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac\"\n uid=1_15 option \"English\" selected\n uid=1_16 option \"Spanish | espa\u00f1ol\"\n uid=1_17 option \"Persian | \u0641\u0627\u0631\u0633\u06cc\"\n uid=1_18 option \"French | fran\u00e7ais\"\n uid=1_19 option \"Italian | italiano\"\n uid=1_20 option \"Japanese | \u65e5\u672c\u8a9e\"\n uid=1_21 option \"Korean | \ud55c\uad6d\uc5b4\"\n uid=1_22 option \"Punjabi | \u0a2a\u0a70\u0a1c\u0a3e\u0a2c\u0a40\"\n uid=1_23 option \"Polish | polski\"\n uid=1_24 option \"Brazilian Portuguese | Portugu\u00eas brasileiro\"\n uid=1_25 option \"Romanian | Rom\u00e2ne\u0219te\"\n uid=1_26 option \"Russian | \u0420\u0443\u0441\u0441\u043a\u0438\u0439\"\n uid=1_27 option \"Turkish | T\u00fcrk\u00e7e\"\n uid=1_28 option \"Simplified Chinese | \u7b80\u4f53\u4e2d\u6587\"\n uid=1_29 option \"Traditional Chinese | \u7e41\u9ad4\u4e2d\u6587\"\n uid=1_30 combobox \"Python version\" expandable haspopup=\"menu\" value=\"3.15.2\"\n uid=1_31 option \"dev (3.16)\"\n uid=1_32 option \"3.15.2\" selected\n uid=1_33 option \"3.14\"\n uid=1_34 option \"3.13\"\n uid=1_35 option \"3.12\"\n uid=1_36 option \"3.11\"\n uid=1_37 option \"3.10\"\n uid=1_38 option \"3.9\"\n uid=1_39 option \"3.8\"\n uid=1_40 option \"3.7\"\n uid=1_41 option \"3.6\"\n uid=1_42 option \"3.5\"\n uid=1_43 option \"3.4\"\n uid=1_44 option \"3.3\"\n uid=1_45 option \"3.2\"\n uid=1_46 option \"3.1\"\n uid=1_47 option \"3.0\"\n uid=1_48 option \"2.7\"\n uid=1_49 option \"2.6\"\n uid=1_50 link \"3.15.2 documentation\" url=\"https://docs.python.org/3/index.html\"\n uid=1_52 \" \u00bb \"\n uid=1_53 link \"Search\" url=\"https://docs.python.org/3/search.html?q=asyncio.TaskGroup\"\n uid=1_55 \"Theme \"\n uid=1_56 combobox \"Theme\" expandable haspopup=\"menu\" value=\"Auto\"\n uid=1_57 option \"Auto\" selected\n uid=1_58 option \"Light\"\n uid=1_59 option \"Dark\"\n uid=1_60 \"|\"\n uid=1_61 main\n uid=1_62 heading \"Search\" level=\"1\"\n uid=1_63 \"Searching for multiple words only shows matches that contain all words.\"\n uid=1_64 form\n uid=1_65 textbox \"Search\" value=\"asyncio.TaskGroup\"\n uid=1_66 button \"search\"\n uid=1_67 heading \"Search Results\" level=\"2\"\n uid=1_68 \"Search finished, found 13 pages matching the search query.\"\n uid=1_69 link \"asyncio.TaskGroup\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup\"\n uid=1_73 \" (Python class, in Coroutines and tasks)\"\n uid=1_74 link \"What\u2019s New In Python 3.11\" url=\"https://docs.python.org/3/whatsnew/3.11.html\"\n uid=1_76 \"...types for static type checking. (Contributed by Sebastian Rittau in bpo-42012.) Improved Modules \"\n uid=1_77 \"asyncio\"\n uid=1_78 \" Added the \"\n uid=1_79 \"TaskGroup\"\n uid=1_80 \" class, an asynchronous context manager holding a group of tasks that will wait for all of them upon exit. For...\"\n uid=1_81 link \"What\u2019s New In Python 3.13\" url=\"https://docs.python.org/3/whatsnew/3.13.html\"\n uid=1_83 \"...ntil(), stopping when any one of them is encountered. (Contributed by Bruce Merry in gh-81322.) Improve the behavior of \"\n uid=1_84 \"TaskGroup\"\n uid=1_85 \" when an external cancellation collides with an internal cancellation. For example, when two task groups are ne...\"\n uid=1_86 link \"What\u2019s new in Python 3.14\" url=\"https://docs.python.org/3/whatsnew/3.14.html\"\n uid=1_88 \"...await \"\n uid=1_89 \"asyncio\"\n uid=1_90 \".sleep(5) print(f'\ud83c\udfb5 Finished: {track}') async def play_album(name, tracks): async with \"\n uid=1_91 \"asyncio\"\n uid=1_92 \".\"\n uid=1_93 \"TaskGroup\"\n uid=1_94 \"() as tg: for track in tracks: tg.create_task(play_track(track), name=track) async def mai...\"\n uid=1_95 link \"What\u2019s new in Python 3.15\" url=\"https://docs.python.org/3/whatsnew/3.15.html\"\n uid=1_97 \"...ault. This can be controlled using environment variables. (Contributed by Stan Ulbrych in gh-148981.) \"\n uid=1_98 \"asyncio\"\n uid=1_99 \" Added \"\n uid=1_100 \"TaskGroup\"\n uid=1_101 \".cancel to allow early termination of a task group, for instance, when the goal of the tasks has been achieved...\"\n uid=1_102 link \"asyncio.TaskGroup.cancel\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup.cancel\"\n uid=1_107 \" (Python method, in Coroutines and tasks)\"\n uid=1_108 link \"asyncio.TaskGroup.create_task\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup.create_task\"\n uid=1_113 \" (Python method, in Coroutines and tasks)\"\n uid=1_114 link \"Call graph introspection\" url=\"https://docs.python.org/3/library/asyncio-graph.html\"\n uid=1_116 \"...Python code: import \"\n uid=1_117 \"asyncio\"\n uid=1_118 \" async def test(): \"\n uid=1_119 \"asyncio\"\n uid=1_120 \".print_call_graph() async def main(): async with \"\n uid=1_121 \"asyncio\"\n uid=1_122 \".\"\n uid=1_123 \"TaskGroup\"\n uid=1_124 \"() as g: g.create_task(test(), name='test') \"\n uid=1_125 \"asyncio\"\n uid=1_126 \".run(main()) will print: * Task(name='test', id=0...\"\n uid=1_127 link \"Changelog\" url=\"https://docs.python.org/3/whatsnew/changelog.html\"\n uid=1_129 \"...d on the current line, so values under long keys could overflow width instead of being expanded. gh-155433: Fix \"\n uid=1_130 \"asyncio\"\n uid=1_131 \".\"\n uid=1_132 \"TaskGroup\"\n uid=1_133 \" losing outside cancellation after cancel(). gh-155418: Fix \"\n uid=1_134 \"asyncio\"\n uid=1_135 \".TaskGroup hang when a task created by async...\"\n uid=1_136 link \"Command-line introspection tools\" url=\"https://docs.python.org/3/library/asyncio-tools.html\"\n uid=1_138 \"...await \"\n uid=1_139 \"asyncio\"\n uid=1_140 \".sleep(3600) print(f\"\ud83c\udfb5 Finished: {track}\") async def album(name, tracks): async with \"\n uid=1_141 \"asyncio\"\n uid=1_142 \".\"\n uid=1_143 \"TaskGroup\"\n uid=1_144 \"() as tg: for track in tracks: tg.create_task(play(track), name=track) async def main():...\"\n uid=1_145 link \"Coroutines and tasks\" url=\"https://docs.python.org/3/library/asyncio-task.html\"\n uid=1_147 \"...that the snippet runs 1 second faster than before: started at 17:14:32 hello world finished at 17:14:34 The \"\n uid=1_148 \"asyncio\"\n uid=1_149 \".\"\n uid=1_150 \"TaskGroup\"\n uid=1_151 \" class provides a more modern alternative to create_task(). Using this API, the last example becomes: async def...\"\n uid=1_152 link \"Futures\" url=\"https://docs.python.org/3/library/asyncio-future.html\"\n uid=1_154 \"...ing mid-execution. See also the create_task() function which is the preferred way for creating new tasks or use \"\n uid=1_155 \"asyncio\"\n uid=1_156 \".\"\n uid=1_157 \"TaskGroup\"\n uid=1_158 \" which keeps reference to the task internally. Changed in version 3.5.1: The function accepts any awaitable o...\"\n uid=1_159 link \"High-level API Index\" url=\"https://docs.python.org/3/library/asyncio-api-index.html\"\n uid=1_161 \"...coroutine, close the loop. Runner A context manager that simplifies multiple async function calls. Task Task object. \"\n uid=1_162 \"TaskGroup\"\n uid=1_163 \" A context manager that holds a group of tasks. Provides a convenient and reliable way to wait for all tasks in...\"\n uid=1_164 navigation \"Main\"\n uid=1_165 \"\u00ab\"\n uid=1_166 navigation \"Related\"\n uid=1_167 link \"index\" description=\"General Index\" url=\"https://docs.python.org/3/genindex.html\"\n uid=1_169 link \"modules\" description=\"Python Module Index\" url=\"https://docs.python.org/3/py-modindex.html\"\n uid=1_171 \" |\"\n uid=1_172 image \"Python logo\" url=\"https://docs.python.org/3/_static/py.svg\"\n uid=1_173 \" \"\n uid=1_174 link \"Python\" url=\"https://www.python.org/\"\n uid=1_176 \" \u00bb\"\n uid=1_177 combobox \"Language\" expandable haspopup=\"menu\" value=\"English\"\n uid=1_178 option \"German | Deutsch\"\n uid=1_179 option \"Greek | \u0395\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac\"\n uid=1_180 option \"English\" selected\n uid=1_181 option \"Spanish | espa\u00f1ol\"\n uid=1_182 option \"Persian | \u0641\u0627\u0631\u0633\u06cc\"\n uid=1_183 option \"French | fran\u00e7ais\"\n uid=1_184 option \"Italian | italiano\"\n uid=1_185 option \"Japanese | \u65e5\u672c\u8a9e\"\n uid=1_186 option \"Korean | \ud55c\uad6d\uc5b4\"\n uid=1_187 option \"Punjabi | \u0a2a\u0a70\u0a1c\u0a3e\u0a2c\u0a40\"\n uid=1_188 option \"Polish | polski\"\n uid=1_189 option \"Brazilian Portuguese | Portugu\u00eas brasileiro\"\n uid=1_190 option \"Romanian | Rom\u00e2ne\u0219te\"\n uid=1_191 option \"Russian | \u0420\u0443\u0441\u0441\u043a\u0438\u0439\"\n uid=1_192 option \"Turkish | T\u00fcrk\u00e7e\"\n uid=1_193 option \"Simplified Chinese | \u7b80\u4f53\u4e2d\u6587\"\n uid=1_194 option \"Traditional Chinese | \u7e41\u9ad4\u4e2d\u6587\"\n uid=1_195 combobox \"Python version\" expandable haspopup=\"menu\" value=\"3.15.2\"\n uid=1_196 option \"dev (3.16)\"\n uid=1_197 option \"3.15.2\" selected\n uid=1_198 option \"3.14\"\n uid=1_199 option \"3.13\"\n uid=1_200 option \"3.12\"\n uid=1_201 option \"3.11\"\n uid=1_202 option \"3.10\"\n uid=1_203 option \"3.9\"\n uid=1_204 option \"3.8\"\n uid=1_205 option \"3.7\"\n uid=1_206 option \"3.6\"\n uid=1_207 option \"3.5\"\n uid=1_208 option \"3.4\"\n uid=1_209 option \"3.3\"\n uid=1_210 option \"3.2\"\n uid=1_211 option \"3.1\"\n uid=1_212 option \"3.0\"\n uid=1_213 option \"2.7\"\n uid=1_214 option \"2.6\"\n uid=1_215 link \"3.15.2 documentation\" url=\"https://docs.python.org/3/index.html\"\n uid=1_217 \" \u00bb \"\n uid=1_218 link \"Search\" url=\"https://docs.python.org/3/search.html?q=asyncio.TaskGroup\"\n uid=1_220 \"Theme \"\n uid=1_221 combobox \"Theme\" expandable haspopup=\"menu\" value=\"Auto\"\n uid=1_222 option \"Auto\" selected\n uid=1_223 option \"Light\"\n uid=1_224 option \"Dark\"\n uid=1_225 \"|\"\n uid=1_226 \"\u00a9 \"\n uid=1_227 link \"Copyright\" url=\"https://docs.python.org/3/copyright.html\"\n uid=1_229 \" 2001 Python Software Foundation.\"\n uid=1_230 LineBreak \"\n\"\n uid=1_231 \"This page is licensed under the Python Software Foundation License Version 2.\"\n uid=1_232 LineBreak \"\n\"\n uid=1_233 \"Examples, recipes, and other code in the documentation are additionally licensed under the Zero Clause BSD License.\"\n uid=1_234 LineBreak \"\n\"\n uid=1_235 \"See \"\n uid=1_236 link \"History and License\" url=\"https://docs.python.org/license.html\"\n uid=1_238 \" for more information.\"\n uid=1_239 LineBreak \"\n\"\n uid=1_240 LineBreak \"\n\"\n uid=1_241 \"The Python Software Foundation is a non-profit corporation. \"\n uid=1_242 link \"Please donate.\" url=\"https://www.python.org/psf/donations/\"\n uid=1_244 LineBreak \"\n\"\n uid=1_245 LineBreak \"\n\"\n uid=1_246 \"Last updated on Oct 28, 2026 (17:23 UTC). \"\n uid=1_247 link \"Found a bug\" url=\"https://docs.python.org/bugs.html\"\n uid=1_249 \"?\"\n uid=1_250 LineBreak \"\n\"\n uid=1_251 \"Created using \"\n uid=1_252 link \"Sphinx\" url=\"https://www.sphinx-doc.org/\"\n uid=1_254 \" 8.2.3.\"\n" }, { "name": "click", "input": { "pageId": 2, "uid": "1_69" }, "chars": 124, "images": 0, "error": false, "secs": 0.26, "text": "Successfully clicked on the element\nPage navigated to https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup." }, { "name": "wait_for", "input": { "pageId": 2, "text": [ "Added in version 3.11" ], "timeout": 5000 }, "chars": 138894, "images": 0, "error": false, "secs": 0.17, "text": "Element matching one of [\"Added in version 3.11\"] found.\n## Latest page snapshot\nuid=2_0 RootWebArea \"Coroutines and tasks \u2014 Python 3.15.2 documentation\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup\"\n uid=2_1 navigation \"Related\"\n uid=2_2 link \"index\" description=\"General Index\" keyshortcuts=\"Ctrl+Alt+I\" url=\"https://docs.python.org/3/genindex.html\"\n uid=2_4 link \"modules\" description=\"Python Module Index\" url=\"https://docs.python.org/3/py-modindex.html\"\n uid=2_6 \" |\"\n uid=2_7 link \"next\" description=\"Streams\" keyshortcuts=\"Ctrl+Alt+N\" url=\"https://docs.python.org/3/library/asyncio-stream.html\"\n uid=2_9 \" |\"\n uid=2_10 link \"previous\" description=\"Runners\" keyshortcuts=\"Ctrl+Alt+P\" url=\"https://docs.python.org/3/library/asyncio-runner.html\"\n uid=2_12 \" |\"\n uid=2_13 image \"Python logo\" url=\"https://docs.python.org/3/_static/py.svg\"\n uid=2_14 \" \"\n uid=2_15 link \"Python\" url=\"https://www.python.org/\"\n uid=2_17 \" \u00bb\"\n uid=2_18 combobox \"Language\" expandable haspopup=\"menu\" value=\"English\"\n uid=2_19 option \"German | Deutsch\"\n uid=2_20 option \"Greek | \u0395\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac\"\n uid=2_21 option \"English\" selected\n uid=2_22 option \"Spanish | espa\u00f1ol\"\n uid=2_23 option \"Persian | \u0641\u0627\u0631\u0633\u06cc\"\n uid=2_24 option \"French | fran\u00e7ais\"\n uid=2_25 option \"Italian | italiano\"\n uid=2_26 option \"Japanese | \u65e5\u672c\u8a9e\"\n uid=2_27 option \"Korean | \ud55c\uad6d\uc5b4\"\n uid=2_28 option \"Punjabi | \u0a2a\u0a70\u0a1c\u0a3e\u0a2c\u0a40\"\n uid=2_29 option \"Polish | polski\"\n uid=2_30 option \"Brazilian Portuguese | Portugu\u00eas brasileiro\"\n uid=2_31 option \"Romanian | Rom\u00e2ne\u0219te\"\n uid=2_32 option \"Russian | \u0420\u0443\u0441\u0441\u043a\u0438\u0439\"\n uid=2_33 option \"Turkish | T\u00fcrk\u00e7e\"\n uid=2_34 option \"Simplified Chinese | \u7b80\u4f53\u4e2d\u6587\"\n uid=2_35 option \"Traditional Chinese | \u7e41\u9ad4\u4e2d\u6587\"\n uid=2_36 combobox \"Python version\" expandable haspopup=\"menu\" value=\"3.15.2\"\n uid=2_37 option \"dev (3.16)\"\n uid=2_38 option \"3.15.2\" selected\n uid=2_39 option \"3.14\"\n uid=2_40 option \"3.13\"\n uid=2_41 option \"3.12\"\n uid=2_42 option \"3.11\"\n uid=2_43 option \"3.10\"\n uid=2_44 option \"3.9\"\n uid=2_45 option \"3.8\"\n uid=2_46 option \"3.7\"\n uid=2_47 option \"3.6\"\n uid=2_48 option \"3.5\"\n uid=2_49 option \"3.4\"\n uid=2_50 option \"3.3\"\n uid=2_51 option \"3.2\"\n uid=2_52 option \"3.1\"\n uid=2_53 option \"3.0\"\n uid=2_54 option \"2.7\"\n uid=2_55 option \"2.6\"\n uid=2_56 link \"3.15.2 documentation\" url=\"https://docs.python.org/3/index.html\"\n uid=2_58 \" \u00bb \"\n uid=2_59 link \"The Python standard library\" url=\"https://docs.python.org/3/library/index.html\"\n uid=2_61 \" \u00bb\"\n uid=2_62 \" \"\n uid=2_63 link \"Networking and Interprocess Communication\" url=\"https://docs.python.org/3/library/ipc.html\"\n uid=2_65 \" \u00bb\"\n uid=2_66 \" \"\n uid=2_67 link \"asyncio \u2014 Asynchronous I/O\" keyshortcuts=\"Ctrl+Alt+U\" url=\"https://docs.python.org/3/library/asyncio.html\"\n uid=2_70 \" \u00bb\"\n uid=2_71 \" \"\n uid=2_72 link \"Coroutines and tasks\" url=\"https://docs.python.org/3/library/asyncio-task.html\"\n uid=2_74 search\n uid=2_75 form\n uid=2_76 searchbox \"Quick search\"\n uid=2_77 button \"Go\"\n uid=2_78 \"|\"\n uid=2_79 \"Theme \"\n uid=2_80 combobox \"Theme\" expandable haspopup=\"menu\" value=\"Auto\"\n uid=2_81 option \"Auto\" selected\n uid=2_82 option \"Light\"\n uid=2_83 option \"Dark\"\n uid=2_84 \"|\"\n uid=2_85 main\n uid=2_86 heading \"Coroutines and tasks\" level=\"1\"\n uid=2_87 \"This section outlines high-level \"\n uid=2_88 \"asyncio\"\n uid=2_89 \" APIs to work with coroutines and Tasks.\"\n uid=2_90 navigation\n uid=2_91 link \"Coroutines\" url=\"https://docs.python.org/3/library/asyncio-task.html#coroutines\"\n uid=2_93 link \"Awaitables\" url=\"https://docs.python.org/3/library/asyncio-task.html#awaitables\"\n uid=2_95 link \"Creating tasks\" url=\"https://docs.python.org/3/library/asyncio-task.html#creating-tasks\"\n uid=2_97 link \"Task cancellation\" url=\"https://docs.python.org/3/library/asyncio-task.html#task-cancellation\"\n uid=2_99 link \"Task groups\" url=\"https://docs.python.org/3/library/asyncio-task.html#task-groups\"\n uid=2_101 link \"Sleeping\" url=\"https://docs.python.org/3/library/asyncio-task.html#sleeping\"\n uid=2_103 link \"Running tasks concurrently\" url=\"https://docs.python.org/3/library/asyncio-task.html#running-tasks-concurrently\"\n uid=2_105 link \"Eager task factory\" url=\"https://docs.python.org/3/library/asyncio-task.html#eager-task-factory\"\n uid=2_107 link \"Shielding from cancellation\" url=\"https://docs.python.org/3/library/asyncio-task.html#shielding-from-cancellation\"\n uid=2_109 link \"Timeouts\" url=\"https://docs.python.org/3/library/asyncio-task.html#timeouts\"\n uid=2_111 link \"Waiting primitives\" url=\"https://docs.python.org/3/library/asyncio-task.html#waiting-primitives\"\n uid=2_113 link \"Running in threads\" url=\"https://docs.python.org/3/library/asyncio-task.html#running-in-threads\"\n uid=2_115 link \"Scheduling from other threads\" url=\"https://docs.python.org/3/library/asyncio-task.html#scheduling-from-other-threads\"\n uid=2_117 link \"Introspection\" url=\"https://docs.python.org/3/library/asyncio-task.html#introspection\"\n uid=2_119 link \"Task object\" url=\"https://docs.python.org/3/library/asyncio-task.html#task-object\"\n uid=2_121 doc-backlink \"Coroutines\" url=\"https://docs.python.org/3/library/asyncio-task.html#id2\"\n uid=2_123 \"Source code:\"\n uid=2_124 \" \"\n uid=2_125 link \"Lib/asyncio/coroutines.py\" url=\"https://github.com/python/cpython/tree/3.15/Lib/asyncio/coroutines.py\"\n uid=2_129 link \"Coroutines\" url=\"https://docs.python.org/3/glossary.html#term-coroutine\"\n uid=2_131 \" declared with the async/await syntax is the preferred way of writing \"\n uid=2_132 \"asyncio\"\n uid=2_133 \" applications. For example, the following snippet of code prints \u201chello\u201d, waits 1 second, and then prints \u201cworld\u201d:\"\n uid=2_134 \">>> \"\n uid=2_135 \"import\"\n uid=2_136 \" \"\n uid=2_137 \"asyncio\"\n uid=2_138 \"\n\n\"\n uid=2_139 \">>> \"\n uid=2_140 \"async\"\n uid=2_141 \" \"\n uid=2_142 \"def\"\n uid=2_143 \" \"\n uid=2_144 \"main\"\n uid=2_145 \"():\"\n uid=2_146 \"\n\"\n uid=2_147 \"... \"\n uid=2_148 \" \"\n uid=2_149 \"print\"\n uid=2_150 \"(\"\n uid=2_151 \"'hello'\"\n uid=2_152 \")\"\n uid=2_153 \"\n\"\n uid=2_154 \"... \"\n uid=2_155 \" \"\n uid=2_156 \"await\"\n uid=2_157 \" \"\n uid=2_158 \"asyncio\"\n uid=2_159 \".\"\n uid=2_160 \"sleep\"\n uid=2_161 \"(\"\n uid=2_162 \"1\"\n uid=2_163 \")\"\n uid=2_164 \"\n\"\n uid=2_165 \"... \"\n uid=2_166 \" \"\n uid=2_167 \"print\"\n uid=2_168 \"(\"\n uid=2_169 \"'world'\"\n uid=2_170 \")\"\n uid=2_171 \"\n\n\"\n uid=2_172 \">>> \"\n uid=2_173 \"asyncio\"\n uid=2_174 \".\"\n uid=2_175 \"run\"\n uid=2_176 \"(\"\n uid=2_177 \"main\"\n uid=2_178 \"())\"\n uid=2_179 \"\n\"\n uid=2_180 \"hello\"\n uid=2_181 \"\n\"\n uid=2_182 \"world\"\n uid=2_183 \"\n\"\n uid=2_184 \"Note that simply calling a coroutine will not schedule it to be executed:\"\n uid=2_185 \">>> \"\n uid=2_186 \"main\"\n uid=2_187 \"()\"\n uid=2_188 \"\n\"\n uid=2_189 \"\"\n uid=2_190 \"\n\"\n uid=2_191 \"To actually run a coroutine, \"\n uid=2_192 \"asyncio\"\n uid=2_193 \" provides the following mechanisms:\"\n uid=2_194 \"The \"\n uid=2_195 link \"asyncio.run()\" description=\"asyncio.run\" url=\"https://docs.python.org/3/library/asyncio-runner.html#asyncio.run\"\n uid=2_198 \" function to run the top-level entry point \u201cmain()\u201d function (see the above example.)\"\n uid=2_199 \"Awaiting on a coroutine. The following snippet of code will print \u201chello\u201d after waiting for 1 second, and then print \u201cworld\u201d after waiting for \"\n uid=2_200 \"another\"\n uid=2_201 \" 2 seconds:\"\n uid=2_202 \"import\"\n uid=2_203 \" \"\n uid=2_204 \"asyncio\"\n uid=2_205 \"\n\"\n uid=2_206 \"import\"\n uid=2_207 \" \"\n uid=2_208 \"time\"\n uid=2_209 \"\n\n\"\n uid=2_210 \"async\"\n uid=2_211 \" \"\n uid=2_212 \"def\"\n uid=2_213 \" \"\n uid=2_214 \"say_after\"\n uid=2_215 \"(\"\n uid=2_216 \"delay\"\n uid=2_217 \",\"\n uid=2_218 \" \"\n uid=2_219 \"what\"\n uid=2_220 \"):\"\n uid=2_221 \"\n \"\n uid=2_222 \"await\"\n uid=2_223 \" \"\n uid=2_224 \"asyncio\"\n uid=2_225 \".\"\n uid=2_226 \"sleep\"\n uid=2_227 \"(\"\n uid=2_228 \"delay\"\n uid=2_229 \")\"\n uid=2_230 \"\n \"\n uid=2_231 \"print\"\n uid=2_232 \"(\"\n uid=2_233 \"what\"\n uid=2_234 \")\"\n uid=2_235 \"\n\n\"\n uid=2_236 \"async\"\n uid=2_237 \" \"\n uid=2_238 \"def\"\n uid=2_239 \" \"\n uid=2_240 \"main\"\n uid=2_241 \"():\"\n uid=2_242 \"\n \"\n uid=2_243 \"print\"\n uid=2_244 \"(\"\n uid=2_245 \"f\"\n uid=2_246 \"\"started at \"\n uid=2_247 \"{\"\n uid=2_248 \"time\"\n uid=2_249 \".\"\n uid=2_250 \"strftime\"\n uid=2_251 \"(\"\n uid=2_252 \"'\"\n uid=2_253 \"%X\"\n uid=2_254 \"'\"\n uid=2_255 \")\"\n uid=2_256 \"}\"\n uid=2_257 \"\"\"\n uid=2_258 \")\"\n uid=2_259 \"\n\n \"\n uid=2_260 \"await\"\n uid=2_261 \" \"\n uid=2_262 \"say_after\"\n uid=2_263 \"(\"\n uid=2_264 \"1\"\n uid=2_265 \",\"\n uid=2_266 \" \"\n uid=2_267 \"'hello'\"\n uid=2_268 \")\"\n uid=2_269 \"\n \"\n uid=2_270 \"await\"\n uid=2_271 \" \"\n uid=2_272 \"say_after\"\n uid=2_273 \"(\"\n uid=2_274 \"2\"\n uid=2_275 \",\"\n uid=2_276 \" \"\n uid=2_277 \"'world'\"\n uid=2_278 \")\"\n uid=2_279 \"\n\n \"\n uid=2_280 \"print\"\n uid=2_281 \"(\"\n uid=2_282 \"f\"\n uid=2_283 \"\"finished at \"\n uid=2_284 \"{\"\n uid=2_285 \"time\"\n uid=2_286 \".\"\n uid=2_287 \"strftime\"\n uid=2_288 \"(\"\n uid=2_289 \"'\"\n uid=2_290 \"%X\"\n uid=2_291 \"'\"\n uid=2_292 \")\"\n uid=2_293 \"}\"\n uid=2_294 \"\"\"\n uid=2_295 \")\"\n uid=2_296 \"\n\n\"\n uid=2_297 \"asyncio\"\n uid=2_298 \".\"\n uid=2_299 \"run\"\n uid=2_300 \"(\"\n uid=2_301 \"main\"\n uid=2_302 \"())\"\n uid=2_303 \"\n\"\n uid=2_304 \"Expected output:\"\n uid=2_305 \"started\"\n uid=2_306 \" \"\n uid=2_307 \"at\"\n uid=2_308 \" \"\n uid=2_309 \"17\"\n uid=2_310 \":\"\n uid=2_311 \"13\"\n uid=2_312 \":\"\n uid=2_313 \"52\"\n uid=2_314 \"\n\"\n uid=2_315 \"hello\"\n uid=2_316 \"\n\"\n uid=2_317 \"world\"\n uid=2_318 \"\n\"\n uid=2_319 \"finished\"\n uid=2_320 \" \"\n uid=2_321 \"at\"\n uid=2_322 \" \"\n uid=2_323 \"17\"\n uid=2_324 \":\"\n uid=2_325 \"13\"\n uid=2_326 \":\"\n uid=2_327 \"55\"\n uid=2_328 \"\n\"\n uid=2_329 \"The \"\n uid=2_330 link \"asyncio.create_task()\" description=\"asyncio.create_task\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.create_task\"\n uid=2_333 \" function to run coroutines concurrently as \"\n uid=2_334 \"asyncio\"\n uid=2_335 \" \"\n uid=2_336 link \"Tasks\" description=\"asyncio.Task\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.Task\"\n uid=2_338 \".\"\n uid=2_339 \"Let\u2019s modify the above example and run two \"\n uid=2_340 \"say_after\"\n uid=2_341 \" coroutines \"\n uid=2_342 \"concurrently\"\n uid=2_343 \":\"\n uid=2_344 \"async\"\n uid=2_345 \" \"\n uid=2_346 \"def\"\n uid=2_347 \" \"\n uid=2_348 \"main\"\n uid=2_349 \"():\"\n uid=2_350 \"\n \"\n uid=2_351 \"task1\"\n uid=2_352 \" \"\n uid=2_353 \"=\"\n uid=2_354 \" \"\n uid=2_355 \"asyncio\"\n uid=2_356 \".\"\n uid=2_357 \"create_task\"\n uid=2_358 \"(\"\n uid=2_359 \"\n \"\n uid=2_360 \"say_after\"\n uid=2_361 \"(\"\n uid=2_362 \"1\"\n uid=2_363 \",\"\n uid=2_364 \" \"\n uid=2_365 \"'hello'\"\n uid=2_366 \"))\"\n uid=2_367 \"\n\n \"\n uid=2_368 \"task2\"\n uid=2_369 \" \"\n uid=2_370 \"=\"\n uid=2_371 \" \"\n uid=2_372 \"asyncio\"\n uid=2_373 \".\"\n uid=2_374 \"create_task\"\n uid=2_375 \"(\"\n uid=2_376 \"\n \"\n uid=2_377 \"say_after\"\n uid=2_378 \"(\"\n uid=2_379 \"2\"\n uid=2_380 \",\"\n uid=2_381 \" \"\n uid=2_382 \"'world'\"\n uid=2_383 \"))\"\n uid=2_384 \"\n\n \"\n uid=2_385 \"print\"\n uid=2_386 \"(\"\n uid=2_387 \"f\"\n uid=2_388 \"\"started at \"\n uid=2_389 \"{\"\n uid=2_390 \"time\"\n uid=2_391 \".\"\n uid=2_392 \"strftime\"\n uid=2_393 \"(\"\n uid=2_394 \"'\"\n uid=2_395 \"%X\"\n uid=2_396 \"'\"\n uid=2_397 \")\"\n uid=2_398 \"}\"\n uid=2_399 \"\"\"\n uid=2_400 \")\"\n uid=2_401 \"\n\n \"\n uid=2_402 \"# Wait until both tasks are completed (should take\"\n uid=2_403 \"\n \"\n uid=2_404 \"# around 2 seconds.)\"\n uid=2_405 \"\n \"\n uid=2_406 \"await\"\n uid=2_407 \" \"\n uid=2_408 \"task1\"\n uid=2_409 \"\n \"\n uid=2_410 \"await\"\n uid=2_411 \" \"\n uid=2_412 \"task2\"\n uid=2_413 \"\n\n \"\n uid=2_414 \"print\"\n uid=2_415 \"(\"\n uid=2_416 \"f\"\n uid=2_417 \"\"finished at \"\n uid=2_418 \"{\"\n uid=2_419 \"time\"\n uid=2_420 \".\"\n uid=2_421 \"strftime\"\n uid=2_422 \"(\"\n uid=2_423 \"'\"\n uid=2_424 \"%X\"\n uid=2_425 \"'\"\n uid=2_426 \")\"\n uid=2_427 \"}\"\n uid=2_428 \"\"\"\n uid=2_429 \")\"\n uid=2_430 \"\n\"\n uid=2_431 \"Note that expected output now shows that the snippet runs 1 second faster than before:\"\n uid=2_432 \"started\"\n uid=2_433 \" \"\n uid=2_434 \"at\"\n uid=2_435 \" \"\n uid=2_436 \"17\"\n uid=2_437 \":\"\n uid=2_438 \"14\"\n uid=2_439 \":\"\n uid=2_440 \"32\"\n uid=2_441 \"\n\"\n uid=2_442 \"hello\"\n uid=2_443 \"\n\"\n uid=2_444 \"world\"\n uid=2_445 \"\n\"\n uid=2_446 \"finished\"\n uid=2_447 \" \"\n uid=2_448 \"at\"\n uid=2_449 \" \"\n uid=2_450 \"17\"\n uid=2_451 \":\"\n uid=2_452 \"14\"\n uid=2_453 \":\"\n uid=2_454 \"34\"\n uid=2_455 \"\n\"\n uid=2_456 \"The \"\n uid=2_457 link \"asyncio.TaskGroup\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup\"\n uid=2_461 \" class provides a more modern alternative to \"\n uid=2_462 link \"create_task()\" description=\"asyncio.create_task\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.create_task\"\n uid=2_464 \". Using this API, the last example becomes:\"\n uid=2_465 \"async\"\n uid=2_466 \" \"\n uid=2_467 \"def\"\n uid=2_468 \" \"\n uid=2_469 \"main\"\n uid=2_470 \"():\"\n uid=2_471 \"\n \"\n uid=2_472 \"async\"\n uid=2_473 \" \"\n uid=2_474 \"with\"\n uid=2_475 \" \"\n uid=2_476 \"asyncio\"\n uid=2_477 \".\"\n uid=2_478 \"TaskGroup\"\n uid=2_479 \"()\"\n uid=2_480 \" \"\n uid=2_481 \"as\"\n uid=2_482 \" \"\n uid=2_483 \"tg\"\n uid=2_484 \":\"\n uid=2_485 \"\n \"\n uid=2_486 \"task1\"\n uid=2_487 \" \"\n uid=2_488 \"=\"\n uid=2_489 \" \"\n uid=2_490 \"tg\"\n uid=2_491 \".\"\n uid=2_492 \"create_task\"\n uid=2_493 \"(\"\n uid=2_494 \"\n \"\n uid=2_495 \"say_after\"\n uid=2_496 \"(\"\n uid=2_497 \"1\"\n uid=2_498 \",\"\n uid=2_499 \" \"\n uid=2_500 \"'hello'\"\n uid=2_501 \"))\"\n uid=2_502 \"\n\n \"\n uid=2_503 \"task2\"\n uid=2_504 \" \"\n uid=2_505 \"=\"\n uid=2_506 \" \"\n uid=2_507 \"tg\"\n uid=2_508 \".\"\n uid=2_509 \"create_task\"\n uid=2_510 \"(\"\n uid=2_511 \"\n \"\n uid=2_512 \"say_after\"\n uid=2_513 \"(\"\n uid=2_514 \"2\"\n uid=2_515 \",\"\n uid=2_516 \" \"\n uid=2_517 \"'world'\"\n uid=2_518 \"))\"\n uid=2_519 \"\n\n \"\n uid=2_520 \"print\"\n uid=2_521 \"(\"\n uid=2_522 \"f\"\n uid=2_523 \"\"started at \"\n uid=2_524 \"{\"\n uid=2_525 \"time\"\n uid=2_526 \".\"\n uid=2_527 \"strftime\"\n uid=2_528 \"(\"\n uid=2_529 \"'\"\n uid=2_530 \"%X\"\n uid=2_531 \"'\"\n uid=2_532 \")\"\n uid=2_533 \"}\"\n uid=2_534 \"\"\"\n uid=2_535 \")\"\n uid=2_536 \"\n\n \"\n uid=2_537 \"# The await is implicit when the context manager exits.\"\n uid=2_538 \"\n\n \"\n uid=2_539 \"print\"\n uid=2_540 \"(\"\n uid=2_541 \"f\"\n uid=2_542 \"\"finished at \"\n uid=2_543 \"{\"\n uid=2_544 \"time\"\n uid=2_545 \".\"\n uid=2_546 \"strftime\"\n uid=2_547 \"(\"\n uid=2_548 \"'\"\n uid=2_549 \"%X\"\n uid=2_550 \"'\"\n uid=2_551 \")\"\n uid=2_552 \"}\"\n uid=2_553 \"\"\"\n uid=2_554 \")\"\n uid=2_555 \"\n\"\n uid=2_556 \"The timing and output should be the same as for the previous version.\"\n uid=2_557 \"Added in version 3.11: \"\n uid=2_558 link \"asyncio.TaskGroup\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup\"\n uid=2_562 \".\"\n uid=2_563 doc-backlink \"Awaitables\" url=\"https://docs.python.org/3/library/asyncio-task.html#id3\"\n uid=2_565 \"We say that an object is an \"\n uid=2_566 \"awaitable\"\n uid=2_567 \" object if it can be used in an \"\n uid=2_568 link \"await\" url=\"https://docs.python.org/3/reference/expressions.html#await\"\n uid=2_570 \" expression. Many \"\n uid=2_571 \"asyncio\"\n uid=2_572 \" APIs are designed to accept awaitables.\"\n uid=2_573 \"There are three main types of \"\n uid=2_574 \"awaitable\"\n uid=2_575 \" objects: \"\n uid=2_576 \"coroutines\"\n uid=2_577 \", \"\n uid=2_578 \"Tasks\"\n uid=2_579 \", and \"\n uid=2_580 \"Futures\"\n uid=2_581 \".\"\n uid=2_582 \"Coroutines\"\n uid=2_583 \"Python coroutines are \"\n uid=2_584 \"awaitables\"\n uid=2_585 \" and therefore can be awaited from other coroutines:\"\n uid=2_586 \"import\"\n uid=2_587 \" \"\n uid=2_588 \"asyncio\"\n uid=2_589 \"\n\n\"\n uid=2_590 \"async\"\n uid=2_591 \" \"\n uid=2_592 \"def\"\n uid=2_593 \" \"\n uid=2_594 \"nested\"\n uid=2_595 \"():\"\n uid=2_596 \"\n \"\n uid=2_597 \"return\"\n uid=2_598 \" \"\n uid=2_599 \"42\"\n uid=2_600 \"\n\n\"\n uid=2_601 \"async\"\n uid=2_602 \" \"\n uid=2_603 \"def\"\n uid=2_604 \" \"\n uid=2_605 \"main\"\n uid=2_606 \"():\"\n uid=2_607 \"\n \"\n uid=2_608 \"# Nothing happens if we just call \"nested()\".\"\n uid=2_609 \"\n \"\n uid=2_610 \"# A coroutine object is created but not awaited,\"\n uid=2_611 \"\n \"\n uid=2_612 \"# so it *won't run at all*.\"\n uid=2_613 \"\n \"\n uid=2_614 \"nested\"\n uid=2_615 \"()\"\n uid=2_616 \" \"\n uid=2_617 \"# will raise a \"RuntimeWarning\".\"\n uid=2_618 \"\n\n \"\n uid=2_619 \"# Let's do it differently now and await it:\"\n uid=2_620 \"\n \"\n uid=2_621 \"print\"\n uid=2_622 \"(\"\n uid=2_623 \"await\"\n uid=2_624 \" \"\n uid=2_625 \"nested\"\n uid=2_626 \"())\"\n uid=2_627 \" \"\n uid=2_628 \"# will print \"42\".\"\n uid=2_629 \"\n\n\"\n uid=2_630 \"asyncio\"\n uid=2_631 \".\"\n uid=2_632 \"run\"\n uid=2_633 \"(\"\n uid=2_634 \"main\"\n uid=2_635 \"())\"\n uid=2_636 \"\n\"\n uid=2_637 \"Important\"\n \":\"\n uid=2_638 \" \"\n uid=2_639 \"In this documentation the term \u201ccoroutine\u201d can be used for two closely related concepts:\"\n uid=2_640 \"a \"\n uid=2_641 \"coroutine function\"\n uid=2_642 \": an \"\n uid=2_643 link \"async def\" url=\"https://docs.python.org/3/reference/compound_stmts.html#async-def\"\n uid=2_647 \" function;\"\n uid=2_648 \"a \"\n uid=2_649 \"coroutine object\"\n uid=2_650 \": an object returned by calling a \"\n uid=2_651 \"coroutine function\"\n uid=2_652 \".\"\n uid=2_653 \"Tasks\"\n uid=2_654 \"Tasks\"\n uid=2_655 \" are used to schedule coroutines \"\n uid=2_656 \"concurrently\"\n uid=2_657 \".\"\n uid=2_658 \"When a coroutine is wrapped into a \"\n uid=2_659 \"Task\"\n uid=2_660 \" with functions like \"\n uid=2_661 link \"asyncio.create_task()\" description=\"asyncio.create_task\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.create_task\"\n uid=2_664 \" the coroutine is automatically scheduled to run soon:\"\n uid=2_665 \"import\"\n uid=2_666 \" \"\n uid=2_667 \"asyncio\"\n uid=2_668 \"\n\n\"\n uid=2_669 \"async\"\n uid=2_670 \" \"\n uid=2_671 \"def\"\n uid=2_672 \" \"\n uid=2_673 \"nested\"\n uid=2_674 \"():\"\n uid=2_675 \"\n \"\n uid=2_676 \"return\"\n uid=2_677 \" \"\n uid=2_678 \"42\"\n uid=2_679 \"\n\n\"\n uid=2_680 \"async\"\n uid=2_681 \" \"\n uid=2_682 \"def\"\n uid=2_683 \" \"\n uid=2_684 \"main\"\n uid=2_685 \"():\"\n uid=2_686 \"\n \"\n uid=2_687 \"# Schedule nested() to run soon concurrently\"\n uid=2_688 \"\n \"\n uid=2_689 \"# with \"main()\".\"\n uid=2_690 \"\n \"\n uid=2_691 \"task\"\n uid=2_692 \" \"\n uid=2_693 \"=\"\n uid=2_694 \" \"\n uid=2_695 \"asyncio\"\n uid=2_696 \".\"\n uid=2_697 \"create_task\"\n uid=2_698 \"(\"\n uid=2_699 \"nested\"\n uid=2_700 \"())\"\n uid=2_701 \"\n\n \"\n uid=2_702 \"# \"task\" can now be used to cancel \"nested()\", or\"\n uid=2_703 \"\n \"\n uid=2_704 \"# can simply be awaited to wait until it is complete:\"\n uid=2_705 \"\n \"\n uid=2_706 \"await\"\n uid=2_707 \" \"\n uid=2_708 " } ], "final": "`asyncio.TaskGroup` was added in **Python 3.11**.\n\nThe site's search led to the \"Coroutines and tasks\" page, and the `asyncio.TaskGroup` entry there says \"Added in version 3.11.\" The \"What's New In Python 3.11\" page, which also came up in the search results, lists it as a new `asyncio` class.", "secs": 17.6, "totals": { "input": 10, "cache_read": 47212, "cache_write": 76414, "output": 487, "input_all": 123636 } }, { "setup": "devtools-mcp-nojs", "run": "r2", "task": "pypi-httpx", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 102, "output": 60, "stop": "tool_use" }, { "input": 2, "cache_read": 10404, "cache_write": 109, "output": 76, "stop": "tool_use" }, { "input": 2, "cache_read": 10513, "cache_write": 9999, "output": 36, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://pypi.org/project/httpx/" }, "chars": 84, "images": 0, "error": false, "secs": 2.46, "text": "## Pages\n1: about:blank\n2: httpx \u00b7 PyPI (https://pypi.org/project/httpx/) [selected]" }, { "name": "wait_for", "input": { "pageId": 2, "text": [ "Released:" ] }, "chars": 20932, "images": 0, "error": false, "secs": 0.1, "text": "Element matching one of [\"Released:\"] found.\n## Latest page snapshot\nuid=1_0 RootWebArea \"httpx \u00b7 PyPI\" url=\"https://pypi.org/project/httpx/\"\n uid=1_1 link \"Skip to main content\" url=\"https://pypi.org/project/httpx/#content\"\n uid=1_3 banner\n uid=1_4 link \"PyPI\" url=\"https://pypi.org/\"\n uid=1_5 image \"PyPI\" url=\"https://pypi.org/static/images/logo-small.0e0855d0.svg\"\n uid=1_6 search\n uid=1_7 \"Search PyPI\"\n uid=1_8 textbox \"Search PyPI\"\n uid=1_9 button \"Search\"\n uid=1_10 navigation \"Main navigation\"\n uid=1_11 link \"Blog\" url=\"https://blog.pypi.org/\"\n uid=1_13 link \"Docs\" url=\"https://docs.pypi.org/\"\n uid=1_15 link \"Log in\" url=\"https://pypi.org/account/login/?next=https%3A%2F%2Fpypi.org%2Fproject%2Fhttpx%2F\"\n uid=1_17 link \"Register\" url=\"https://pypi.org/account/register/\"\n uid=1_19 navigation \"Localization\"\n uid=1_20 button \"Change language\" expandable haspopup=\"menu\"\n uid=1_21 form\n uid=1_22 main\n uid=1_23 heading \"httpx 0.28.1\" level=\"1\"\n uid=1_24 \"The next generation HTTP client.\"\n uid=1_25 \"pip install httpx\"\n uid=1_26 button \"Copy PIP instructions\"\n uid=1_27 navigation \"Navigation for httpx\"\n uid=1_28 tab \"Project description. Focus will be moved to the description.\" selectable selected\n uid=1_29 tab \"Files. Focus will be moved to the project files.\" selectable\n uid=1_30 tab \"Release security. Focus will be moved to the security panel.\" selectable\n uid=1_31 tab \"Release history. Focus will be moved to the release history panel.\" selectable\n uid=1_32 tabpanel \"Project description. Focus will be moved to the description.\"\n uid=1_33 link \"HTTPX\" url=\"https://www.python-httpx.org/\"\n uid=1_34 image \"HTTPX\" url=\"https://pypi-camo.freetls.fastly.net/9a515738739ed2deb91c8558b7813424267ab1ad/68747470733a2f2f7261772e67697468756275736572636f6e74656e742e636f6d2f656e636f64652f68747470782f6d61737465722f646f63732f696d672f627574746572666c792e706e67\"\n uid=1_35 \"HTTPX\"\n uid=1_36 \" \"\n uid=1_37 \"- A next-generation HTTP client for Python.\"\n uid=1_38 link \"Test Suite\" url=\"https://github.com/encode/httpx/actions\"\n uid=1_39 image \"Test Suite\" url=\"https://pypi-camo.freetls.fastly.net/d61b1d70f75fc4c3ba1b864a9a5c49a2ca6be77f/68747470733a2f2f6769746875622e636f6d2f656e636f64652f68747470782f776f726b666c6f77732f5465737425323053756974652f62616467652e737667\"\n uid=1_40 link \"Package version\" url=\"https://pypi.org/project/httpx/\"\n uid=1_41 image \"Package version\" url=\"https://pypi-camo.freetls.fastly.net/68ab4c697e9690d9244fa10156d1fc86f2212304/68747470733a2f2f62616467652e667572792e696f2f70792f68747470782e737667\"\n uid=1_42 \"HTTPX is a fully featured HTTP client library for Python 3. It includes \"\n uid=1_43 \"an integrated command line client\"\n uid=1_44 \", has support for both \"\n uid=1_45 \"HTTP/1.1 and HTTP/2\"\n uid=1_46 \", and provides both \"\n uid=1_47 \"sync and async APIs\"\n uid=1_48 \".\"\n uid=1_49 \"Install HTTPX using pip:\"\n uid=1_50 \"$\"\n uid=1_51 \" \"\n uid=1_52 \"pip\"\n uid=1_53 \" \"\n uid=1_54 \"install\"\n uid=1_55 \" \"\n uid=1_56 \"httpx\n\"\n uid=1_57 \"Now, let's get started:\"\n uid=1_58 \">>> \"\n uid=1_59 \"import\"\n uid=1_60 \" \"\n uid=1_61 \"httpx\"\n uid=1_62 \"\n\"\n uid=1_63 \">>> \"\n uid=1_64 \"r\"\n uid=1_65 \" \"\n uid=1_66 \"=\"\n uid=1_67 \" \"\n uid=1_68 \"httpx\"\n uid=1_69 \".\"\n uid=1_70 \"get\"\n uid=1_71 \"(\"\n uid=1_72 \"'https://www.example.org/'\"\n uid=1_73 \")\"\n uid=1_74 \"\n\"\n uid=1_75 \">>> \"\n uid=1_76 \"r\"\n uid=1_77 \"\n\"\n uid=1_78 \"\"\n uid=1_79 \"\n\"\n uid=1_80 \">>> \"\n uid=1_81 \"r\"\n uid=1_82 \".\"\n uid=1_83 \"status_code\"\n uid=1_84 \"\n\"\n uid=1_85 \"200\"\n uid=1_86 \"\n\"\n uid=1_87 \">>> \"\n uid=1_88 \"r\"\n uid=1_89 \".\"\n uid=1_90 \"headers\"\n uid=1_91 \"[\"\n uid=1_92 \"'content-type'\"\n uid=1_93 \"]\"\n uid=1_94 \"\n\"\n uid=1_95 \"'text/html; charset=UTF-8'\"\n uid=1_96 \"\n\"\n uid=1_97 \">>> \"\n uid=1_98 \"r\"\n uid=1_99 \".\"\n uid=1_100 \"text\"\n uid=1_101 \"\n\"\n uid=1_102 \"'\\n\\n\\nExample Domain...'\"\n uid=1_103 \"\n\"\n uid=1_104 \"Or, using the command-line client.\"\n uid=1_105 \"$\"\n uid=1_106 \" \"\n uid=1_107 \"pip\"\n uid=1_108 \" \"\n uid=1_109 \"install\"\n uid=1_110 \" \"\n uid=1_111 \"'httpx[cli]'\"\n uid=1_112 \" \"\n uid=1_113 \"# The command line client is an optional dependency.\"\n uid=1_114 \"\n\"\n uid=1_115 \"Which now allows us to use HTTPX directly from the command-line...\"\n uid=1_116 image \"httpx --help\" url=\"https://pypi-camo.freetls.fastly.net/ca2a35fba87b35a6ef25ebbff73b7b9c111da49a/68747470733a2f2f7261772e67697468756275736572636f6e74656e742e636f6d2f656e636f64652f68747470782f6d61737465722f646f63732f696d672f68747470782d68656c702e706e67\"\n uid=1_117 \"Sending a request...\"\n uid=1_118 image \"httpx http://httpbin.org/json\" url=\"https://pypi-camo.freetls.fastly.net/5e6c569d081a6a8ac124bebb26d27fe8e2474f3c/68747470733a2f2f7261772e67697468756275736572636f6e74656e742e636f6d2f656e636f64652f68747470782f6d61737465722f646f63732f696d672f68747470782d726571756573742e706e67\"\n uid=1_119 \"Features\"\n uid=1_120 link url=\"https://pypi.org/project/httpx/#user-content-features\"\n uid=1_121 \"HTTPX builds on the well-established usability of \"\n uid=1_122 \"requests\"\n uid=1_123 \", and gives you:\"\n uid=1_124 \"A broadly \"\n uid=1_125 link \"requests-compatible API\" url=\"https://www.python-httpx.org/compatibility/\"\n uid=1_127 \".\"\n uid=1_128 \"An integrated command-line client.\"\n uid=1_129 \"HTTP/1.1 \"\n uid=1_130 link \"and HTTP/2 support\" url=\"https://www.python-httpx.org/http2/\"\n uid=1_132 \".\"\n uid=1_133 \"Standard synchronous interface, but with \"\n uid=1_134 link \"async support if you need it\" url=\"https://www.python-httpx.org/async/\"\n uid=1_136 \".\"\n uid=1_137 \"Ability to make requests directly to \"\n uid=1_138 link \"WSGI applications\" url=\"https://www.python-httpx.org/advanced/transports/#wsgi-transport\"\n uid=1_140 \" or \"\n uid=1_141 link \"ASGI applications\" url=\"https://www.python-httpx.org/advanced/transports/#asgi-transport\"\n uid=1_143 \".\"\n uid=1_144 \"Strict timeouts everywhere.\"\n uid=1_145 \"Fully type annotated.\"\n uid=1_146 \"100% test coverage.\"\n uid=1_147 \"Plus all the standard features of \"\n uid=1_148 \"requests\"\n uid=1_149 \"...\"\n uid=1_150 \"International Domains and URLs\"\n uid=1_151 \"Keep-Alive & Connection Pooling\"\n uid=1_152 \"Sessions with Cookie Persistence\"\n uid=1_153 \"Browser-style SSL Verification\"\n uid=1_154 \"Basic/Digest Authentication\"\n uid=1_155 \"Elegant Key/Value Cookies\"\n uid=1_156 \"Automatic Decompression\"\n uid=1_157 \"Automatic Content Decoding\"\n uid=1_158 \"Unicode Response Bodies\"\n uid=1_159 \"Multipart File Uploads\"\n uid=1_160 \"HTTP(S) Proxy Support\"\n uid=1_161 \"Connection Timeouts\"\n uid=1_162 \"Streaming Downloads\"\n uid=1_163 \".netrc Support\"\n uid=1_164 \"Chunked Requests\"\n uid=1_165 \"Installation\"\n uid=1_166 link url=\"https://pypi.org/project/httpx/#user-content-installation\"\n uid=1_167 \"Install with pip:\"\n uid=1_168 \"$\"\n uid=1_169 \" \"\n uid=1_170 \"pip\"\n uid=1_171 \" \"\n uid=1_172 \"install\"\n uid=1_173 \" \"\n uid=1_174 \"httpx\n\"\n uid=1_175 \"Or, to include the optional HTTP/2 support, use:\"\n uid=1_176 \"$\"\n uid=1_177 \" \"\n uid=1_178 \"pip\"\n uid=1_179 \" \"\n uid=1_180 \"install\"\n uid=1_181 \" \"\n uid=1_182 \"httpx\"\n uid=1_183 \"[\"\n uid=1_184 \"http2\"\n uid=1_185 \"]\"\n uid=1_186 \"\n\"\n uid=1_187 \"HTTPX requires Python 3.8+.\"\n uid=1_188 \"Documentation\"\n uid=1_189 link url=\"https://pypi.org/project/httpx/#user-content-documentation\"\n uid=1_190 \"Project documentation is available at \"\n uid=1_191 link \"https://www.python-httpx.org/\" url=\"https://www.python-httpx.org/\"\n uid=1_193 \".\"\n uid=1_194 \"For a run-through of all the basics, head over to the \"\n uid=1_195 link \"QuickStart\" url=\"https://www.python-httpx.org/quickstart/\"\n uid=1_197 \".\"\n uid=1_198 \"For more advanced topics, see the \"\n uid=1_199 link \"Advanced Usage\" url=\"https://www.python-httpx.org/advanced/\"\n uid=1_201 \" section, the \"\n uid=1_202 link \"async support\" url=\"https://www.python-httpx.org/async/\"\n uid=1_204 \" section, or the \"\n uid=1_205 link \"HTTP/2\" url=\"https://www.python-httpx.org/http2/\"\n uid=1_207 \" section.\"\n uid=1_208 \"The \"\n uid=1_209 link \"Developer Interface\" url=\"https://www.python-httpx.org/api/\"\n uid=1_211 \" provides a comprehensive API reference.\"\n uid=1_212 \"To find out about tools that integrate with HTTPX, see \"\n uid=1_213 link \"Third Party Packages\" url=\"https://www.python-httpx.org/third_party_packages/\"\n uid=1_215 \".\"\n uid=1_216 \"Contribute\"\n uid=1_217 link url=\"https://pypi.org/project/httpx/#user-content-contribute\"\n uid=1_218 \"If you want to contribute with HTTPX check out the \"\n uid=1_219 link \"Contributing Guide\" url=\"https://www.python-httpx.org/contributing/\"\n uid=1_221 \" to learn how to start.\"\n uid=1_222 \"Dependencies\"\n uid=1_223 link url=\"https://pypi.org/project/httpx/#user-content-dependencies\"\n uid=1_224 \"The HTTPX project relies on these excellent libraries:\"\n uid=1_225 \"httpcore\"\n uid=1_226 \" - The underlying transport implementation for \"\n uid=1_227 \"httpx\"\n uid=1_228 \".\"\n uid=1_229 \"h11\"\n uid=1_230 \" - HTTP/1.1 support.\"\n uid=1_231 \"certifi\"\n uid=1_232 \" - SSL certificates.\"\n uid=1_233 \"idna\"\n uid=1_234 \" - Internationalized domain name support.\"\n uid=1_235 \"sniffio\"\n uid=1_236 \" - Async library autodetection.\"\n uid=1_237 \"As well as these optional installs:\"\n uid=1_238 \"h2\"\n uid=1_239 \" - HTTP/2 support. \"\n uid=1_240 \"(Optional, with \"\n uid=1_241 \"httpx[http2]\"\n uid=1_242 \")\"\n uid=1_243 \"socksio\"\n uid=1_244 \" - SOCKS proxy support. \"\n uid=1_245 \"(Optional, with \"\n uid=1_246 \"httpx[socks]\"\n uid=1_247 \")\"\n uid=1_248 \"rich\"\n uid=1_249 \" - Rich terminal support. \"\n uid=1_250 \"(Optional, with \"\n uid=1_251 \"httpx[cli]\"\n uid=1_252 \")\"\n uid=1_253 \"click\"\n uid=1_254 \" - Command line client support. \"\n uid=1_255 \"(Optional, with \"\n uid=1_256 \"httpx[cli]\"\n uid=1_257 \")\"\n uid=1_258 \"brotli\"\n uid=1_259 \" or \"\n uid=1_260 \"brotlicffi\"\n uid=1_261 \" - Decoding for \"brotli\" compressed responses. \"\n uid=1_262 \"(Optional, with \"\n uid=1_263 \"httpx[brotli]\"\n uid=1_264 \")\"\n uid=1_265 \"zstandard\"\n uid=1_266 \" - Decoding for \"zstd\" compressed responses. \"\n uid=1_267 \"(Optional, with \"\n uid=1_268 \"httpx[zstd]\"\n uid=1_269 \")\"\n uid=1_270 \"A huge amount of credit is due to \"\n uid=1_271 \"requests\"\n uid=1_272 \" for the API layout that much of this work follows, as well as to \"\n uid=1_273 \"urllib3\"\n uid=1_274 \" for plenty of design inspiration around the lower-level networking details.\"\n uid=1_275 \"HTTPX is \"\n uid=1_276 link \"BSD licensed\" url=\"https://github.com/encode/httpx/blob/master/LICENSE.md\"\n uid=1_278 \" code.\"\n uid=1_279 LineBreak \"\n\"\n uid=1_280 \"Designed & crafted with care.\"\n uid=1_281 LineBreak \"\n\"\n uid=1_282 \"\u2014 \ud83e\udd8b \u2014\"\n uid=1_283 \"Release Information\"\n uid=1_284 link url=\"https://pypi.org/project/httpx/#user-content-release-information\"\n uid=1_285 \"Fixed\"\n uid=1_286 link url=\"https://pypi.org/project/httpx/#user-content-fixed\"\n uid=1_287 \"Reintroduced supposedly-private \"\n uid=1_288 \"URLTypes\"\n uid=1_289 \" shortcut. (#2673)\"\n uid=1_290 link \"Full changelog\" url=\"https://github.com/encode/httpx/blob/master/CHANGELOG.md\"\n uid=1_292 heading \"Project links\" level=\"2\"\n uid=1_293 link \"Changelog\" url=\"https://github.com/encode/httpx/blob/master/CHANGELOG.md\"\n uid=1_295 link \"Documentation\" url=\"https://www.python-httpx.org/\"\n uid=1_297 link \"Homepage\" url=\"https://github.com/encode/httpx\"\n uid=1_299 link \"Source\" url=\"https://github.com/encode/httpx\"\n uid=1_301 heading \"Key dates\" level=\"2\"\n uid=1_302 DisclosureTriangle \"PyPI data \u203a\" expandable\n uid=1_303 \"Released:\"\n uid=1_304 \" \"\n uid=1_305 \"Dec 6, 2024\"\n uid=1_306 \"LATEST RELEASE\"\n uid=1_307 heading \"2 maintainers\" level=\"2\"\n uid=1_308 DisclosureTriangle \"PyPI data \u203a\" expandable\n uid=1_309 link \"cagil\" url=\"https://pypi.org/user/cagil/\"\n uid=1_310 image \"Avatar for cagil from gravatar.com\" description=\"Avatar for cagil from gravatar.com\" url=\"https://pypi-camo.freetls.fastly.net/6632868295c61ff76c3cce1058f74a262d877dde/68747470733a2f2f7365637572652e67726176617461722e636f6d2f6176617461722f62633963303439366161323638373066316232303531656239663133663562313f73697a653d3335\"\n uid=1_311 \"cagil\"\n uid=1_312 link \"lovelydinosaur\" url=\"https://pypi.org/user/lovelydinosaur/\"\n uid=1_313 image \"Avatar for lovelydinosaur from gravatar.com\" description=\"Avatar for lovelydinosaur from gravatar.com\" url=\"https://pypi-camo.freetls.fastly.net/e7afc7f7dd847176728ef2e7c925936c0fab9189/68747470733a2f2f7365637572652e67726176617461722e636f6d2f6176617461722f62663035373735306531393964656663633263356562666231643965666361613f73697a653d3335\"\n uid=1_314 \"lovelydinosaur\"\n uid=1_315 heading \"Credits\" level=\"2\"\n uid=1_316 \"Author: \"\n uid=1_317 link \"Tom Christie\uf0e0\" url=\"mailto:tom@tomchristie.com\"\n uid=1_319 heading \"License\" level=\"2\"\n uid=1_320 \"BSD License (BSD-3-Clause)\"\n uid=1_321 heading \"Requires\" level=\"2\"\n uid=1_322 \"Python\"\n uid=1_323 \" >=3.8\"\n uid=1_324 heading \"Provides Extra\" level=\"2\"\n uid=1_325 \"brotli\"\n uid=1_326 \"cli\"\n uid=1_327 \"http2\"\n uid=1_328 \"socks\"\n uid=1_329 \"zstd\"\n uid=1_330 heading \"Classifiers\" level=\"2\"\n uid=1_331 \"Development Status\"\n uid=1_332 link \"4 - Beta\" url=\"https://pypi.org/search/?c=Development+Status+%3A%3A+4+-+Beta\"\n uid=1_334 \"Environment\"\n uid=1_335 link \"Web Environment\" url=\"https://pypi.org/search/?c=Environment+%3A%3A+Web+Environment\"\n uid=1_337 \"Framework\"\n uid=1_338 link \"AsyncIO\" url=\"https://pypi.org/search/?c=Framework+%3A%3A+AsyncIO\"\n uid=1_340 link \"Trio\" url=\"https://pypi.org/search/?c=Framework+%3A%3A+Trio\"\n uid=1_342 \"Intended Audience\"\n uid=1_343 link \"Developers\" url=\"https://pypi.org/search/?c=Intended+Audience+%3A%3A+Developers\"\n uid=1_345 \"License\"\n uid=1_346 link \"OSI Approved :: BSD License\" url=\"https://pypi.org/search/?c=License+%3A%3A+OSI+Approved+%3A%3A+BSD+License\"\n uid=1_348 \"Operating System\"\n uid=1_349 link \"OS Independent\" url=\"https://pypi.org/search/?c=Operating+System+%3A%3A+OS+Independent\"\n uid=1_351 \"Programming Language\"\n uid=1_352 link \"Python :: 3\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3\"\n uid=1_354 link \"Python :: 3 :: Only\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3+%3A%3A+Only\"\n uid=1_356 link \"Python :: 3.8\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3.8\"\n uid=1_358 link \"Python :: 3.9\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3.9\"\n uid=1_360 link \"Python :: 3.10\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3.10\"\n uid=1_362 link \"Python :: 3.11\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3.11\"\n uid=1_364 link \"Python :: 3.12\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3.12\"\n uid=1_366 \"Topic\"\n uid=1_367 link \"Internet :: WWW/HTTP\" url=\"https://pypi.org/search/?c=Topic+%3A%3A+Internet+%3A%3A+WWW%2FHTTP\"\n uid=1_369 contentinfo\n uid=1_370 link \"PyPI\" url=\"https://pypi.org/\"\n uid=1_372 \"Developed and maintained by the \"\n uid=1_373 link \"Python Software Foundation\uf35d\" description=\"External link\" url=\"https://www.python.org/psf/\"\n uid=1_375 \" and Python community, for the Python community.\"\n uid=1_376 link \"Status: All Systems Operational\uf35d\" description=\"External link\" url=\"https://status.python.org/\"\n uid=1_379 link \"Donate today!\" url=\"https://donate.pypi.org/\"\n uid=1_381 heading \"Help\" level=\"2\"\n uid=1_382 navigation \"Help navigation\"\n uid=1_383 link \"PyPI documentation\" url=\"https://docs.pypi.org/\"\n uid=1_385 link \"Getting help\" url=\"https://docs.pypi.org/about/getting-help/\"\n uid=1_387 link \"Installing packages\uf35d\" description=\"External link\" url=\"https://packaging.python.org/tutorials/installing-packages/\"\n uid=1_389 link \"Uploading packages\uf35d\" description=\"External link\" url=\"https://packaging.python.org/tutorials/packaging-projects/\"\n uid=1_391 link \"Packaging user guide\uf35d\" description=\"External link\" url=\"https://packaging.python.org/\"\n uid=1_393 heading \"About PyPI\" level=\"2\"\n uid=1_394 navigation \"About PyPI navigation\"\n uid=1_395 link \"PyPI blog\" url=\"https://blog.pypi.org/\"\n uid=1_397 link \"Infrastructure dashboard\uf35d\" description=\"External link\" url=\"https://dtdg.co/pypi\"\n uid=1_399 link \"Statistics\" url=\"https://pypi.org/stats/\"\n uid=1_401 link \"Logos & trademarks\" url=\"https://pypi.org/trademarks/\"\n uid=1_403 link \"Our sponsors\" url=\"https://pypi.org/sponsors/\"\n uid=1_405 heading \"Contributing to PyPI\" level=\"2\"\n uid=1_406 navigation \"How to contribute navigation\"\n uid=1_407 link \"Bugs and feedback\" url=\"https://docs.pypi.org/about/contributing/#reporting-bugs\"\n uid=1_409 link \"Contribute on GitHub\uf35d\" description=\"External link\" url=\"https://github.com/pypi/warehouse\"\n uid=1_411 link \"Translate PyPI\uf35d\" description=\"External link\" url=\"https://hosted.weblate.org/projects/pypa/warehouse/\"\n uid=1_413 link \"Sponsor PyPI\" url=\"https://pypi.org/sponsors/\"\n uid=1_415 link \"Development credits\uf35d\" description=\"External link\" url=\"https://github.com/pypi/warehouse/graphs/contributors\"\n uid=1_417 heading \"Using PyPI\" level=\"2\"\n uid=1_418 navigation \"Using PyPI navigation\"\n uid=1_419 link \"Terms of Service\uf35d\" description=\"External link\" url=\"https://policies.python.org/pypi.org/Terms-of-Service/\"\n uid=1_421 link \"Report security issue\" url=\"https://pypi.org/security/\"\n uid=1_423 link \"Code of conduct\uf35d\" description=\"External link\" url=\"https://policies.python.org/python.org/code-of-conduct/\"\n uid=1_425 link \"Privacy Notice\uf35d\" description=\"External link\" url=\"https://policies.python.org/pypi.org/Privacy-Notice/\"\n uid=1_427 link \"Acceptable Use Policy\uf35d\" description=\"External link\" url=\"https://policies.python.org/pypi.org/Acceptable-Use-Policy/\"\n uid=1_429 link \"Anthropic, PBC Visionary sponsor\" url=\"https://www.anthropic.com/\"\n uid=1_432 link \"Bloomberg Visionary sponsor\" url=\"https://www.techatbloomberg.com/\"\n uid=1_435 link \"Hudson River Trading Visionary sponsor\" url=\"https://www.hudsonrivertrading.com/careers/\"\n uid=1_438 link \"Meta Visionary sponsor\" url=\"https://about.facebook.com/meta/\"\n uid=1_441 link \"NVIDIA Visionary sponsor\" url=\"https://developer.nvidia.com/\"\n uid=1_444 link \"Microsoft Sustainability sponsor\" url=\"https://aka.ms/python\"\n uid=1_447 link \"Depot Continuous Integration\" url=\"https://depot.dev/\"\n uid=1_450 link \"AWS Cloud computing and Security Sponsor\" url=\"https://aws.amazon.com/\"\n uid=1_453 link \"Datadog Monitoring\" url=\"https://www.datadoghq.com/\"\n uid=1_456 link \"Fastly CDN\" url=\"https://www.fastly.com/\"\n uid=1_459 link \"Google Download Analytics\" url=\"https://car" } ], "final": "The latest version of httpx on PyPI is **0.28.1**, released on **December 6, 2024**.", "secs": 6.3, "totals": { "input": 8, "cache_read": 31219, "cache_write": 10210, "output": 172, "input_all": 41437 } }, { "setup": "devtools-mcp-nojs", "run": "r2", "task": "stripe-amount", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 111, "output": 140, "stop": "tool_use" }, { "input": 2, "cache_read": 10413, "cache_write": 266, "output": 80, "stop": "tool_use" }, { "input": 2, "cache_read": 10679, "cache_write": 56900, "output": 215, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://docs.stripe.com/api/charges/create" }, "chars": 121, "images": 0, "error": false, "secs": 6.33, "text": "## Pages\n1: about:blank\n2: Create a charge | Stripe API Reference (https://docs.stripe.com/api/charges/create) [selected]" }, { "name": "wait_for", "input": { "pageId": 1, "text": [ "smallest currency unit" ] }, "chars": 38, "images": 0, "error": true, "secs": 30.03, "text": "Error: Timed out after waiting 30000ms" }, { "name": "wait_for", "input": { "pageId": 2, "text": [ "smallest currency unit" ] }, "chars": 111447, "images": 0, "error": false, "secs": 0.3, "text": "Element matching one of [\"smallest currency unit\"] found.\n## Latest page snapshot\nuid=1_0 RootWebArea \"Create a charge | Stripe API Reference\" url=\"https://docs.stripe.com/api/charges/create\"\n uid=1_1 link \"\u200b\" url=\"https://docs.stripe.com/api\"\n uid=1_2 button\n uid=1_3 button \"\u200b Find anything\"\n uid=1_4 button \"\u200b Ask AI\"\n uid=1_5 link \"\u200b Introduction\" url=\"https://docs.stripe.com/api\"\n uid=1_7 link \"\u200b Authentication\" url=\"https://docs.stripe.com/api/authentication\"\n uid=1_9 link \"\u200b Errors\" url=\"https://docs.stripe.com/api/errors\"\n uid=1_11 link \"\u200b Expanding Responses\" url=\"https://docs.stripe.com/api/expanding_objects\"\n uid=1_13 link \"\u200b Idempotent requests\" url=\"https://docs.stripe.com/api/idempotent_requests\"\n uid=1_15 link \"\u200b Include-dependent response values (API v2)\" url=\"https://docs.stripe.com/api/include_dependent_response_values\"\n uid=1_17 link \"\u200b Metadata\" url=\"https://docs.stripe.com/api/metadata\"\n uid=1_19 link \"\u200b Pagination\" url=\"https://docs.stripe.com/api/pagination\"\n uid=1_21 link \"\u200b Request IDs\" url=\"https://docs.stripe.com/api/request_ids\"\n uid=1_23 link \"\u200b Connected Accounts\" url=\"https://docs.stripe.com/api/connected-accounts\"\n uid=1_25 link \"\u200b Versioning\" url=\"https://docs.stripe.com/api/versioning\"\n uid=1_27 link \"\u200b Enums\" url=\"https://docs.stripe.com/api/enums\"\n \"\u200b\"\n uid=1_29 \"Core Resources\"\n uid=1_30 image \"Dropdown open\"\n uid=1_31 link \"\u200b Accountsv2\" url=\"https://docs.stripe.com/api/v2/core/accounts\"\n uid=1_34 link \"\u200b Account Linksv2\" url=\"https://docs.stripe.com/api/v2/core/account-links\"\n uid=1_37 link \"\u200b Account Tokensv2\" url=\"https://docs.stripe.com/api/v2/core/account-tokens\"\n uid=1_40 link \"\u200b Balances\" url=\"https://docs.stripe.com/api/balance\"\n uid=1_42 link \"\u200b Balance Transactions\" url=\"https://docs.stripe.com/api/balance_transactions\"\n uid=1_44 link \"\u200b Charges\" url=\"https://docs.stripe.com/api/charges\"\n uid=1_46 link \"\u200b The Charge object\" url=\"https://docs.stripe.com/api/charges/object\"\n uid=1_48 link \"\u200b Create a charge\" url=\"https://docs.stripe.com/api/charges/create\"\n uid=1_50 link \"\u200b Update a charge\" url=\"https://docs.stripe.com/api/charges/update\"\n uid=1_52 link \"\u200b Retrieve a charge\" url=\"https://docs.stripe.com/api/charges/retrieve\"\n uid=1_54 link \"\u200b List all charges\" url=\"https://docs.stripe.com/api/charges/list\"\n uid=1_56 link \"\u200b Capture a charge\" url=\"https://docs.stripe.com/api/charges/capture\"\n uid=1_58 link \"\u200b Search charges\" url=\"https://docs.stripe.com/api/charges/search\"\n uid=1_60 link \"\u200b Customers\" url=\"https://docs.stripe.com/api/customers\"\n uid=1_62 link \"\u200b Customer Sessions\" url=\"https://docs.stripe.com/api/customer_sessions\"\n uid=1_64 link \"\u200b Disputes\" url=\"https://docs.stripe.com/api/disputes\"\n uid=1_66 link \"\u200b Events\" url=\"https://docs.stripe.com/api/events\"\n uid=1_68 link \"\u200b Eventsv2\" url=\"https://docs.stripe.com/api/v2/core/events\"\n uid=1_71 link \"\u200b Event Destinationsv2\" url=\"https://docs.stripe.com/api/v2/core/event-destinations\"\n uid=1_74 link \"\u200b Files\" url=\"https://docs.stripe.com/api/files\"\n uid=1_76 link \"\u200b File Links\" url=\"https://docs.stripe.com/api/file_links\"\n uid=1_78 link \"\u200b Mandates\" url=\"https://docs.stripe.com/api/mandates\"\n uid=1_80 link \"\u200b Payment Intents\" url=\"https://docs.stripe.com/api/payment_intents\"\n uid=1_82 link \"\u200b Personsv2\" url=\"https://docs.stripe.com/api/v2/core/persons\"\n uid=1_85 link \"\u200b Person Tokensv2\" url=\"https://docs.stripe.com/api/v2/core/person-tokens\"\n uid=1_88 link \"\u200b Setup Intents\" url=\"https://docs.stripe.com/api/setup_intents\"\n uid=1_90 link \"\u200b Setup Attempts\" url=\"https://docs.stripe.com/api/setup_attempts\"\n uid=1_92 link \"\u200b Stripe Balance Debit Agreements\" url=\"https://docs.stripe.com/api/stripe_balance_debit_agreements\"\n uid=1_94 link \"\u200b 3DS Authentications\" url=\"https://docs.stripe.com/api/three-d-secure/authentication\"\n uid=1_96 link \"\u200b Payouts\" url=\"https://docs.stripe.com/api/payouts\"\n uid=1_98 link \"\u200b Refunds\" url=\"https://docs.stripe.com/api/refunds\"\n uid=1_100 link \"\u200b Confirmation Tokens\" url=\"https://docs.stripe.com/api/confirmation_tokens\"\n uid=1_102 link \"\u200b Tokens\" url=\"https://docs.stripe.com/api/tokens\"\n uid=1_104 link \"\u200b Ephemeral Keys\" url=\"https://docs.stripe.com/api/ephemeral_keys\"\n \"\u200b\"\n uid=1_106 \"Payment Methods\"\n uid=1_107 image \"Dropdown open\"\n uid=1_108 link \"\u200b Payment Methods\" url=\"https://docs.stripe.com/api/payment_methods\"\n uid=1_110 link \"\u200b Payment Method Configurations\" url=\"https://docs.stripe.com/api/payment_method_configurations\"\n uid=1_112 link \"\u200b Payment Method Domains\" url=\"https://docs.stripe.com/api/payment_method_domains\"\n uid=1_114 link \"\u200b Bank Accounts\" url=\"https://docs.stripe.com/api/customer_bank_accounts\"\n uid=1_116 link \"\u200b Cash Balances\" url=\"https://docs.stripe.com/api/cash_balance\"\n uid=1_118 link \"\u200b Cash Balance Transactions\" url=\"https://docs.stripe.com/api/cash_balance_transactions\"\n uid=1_120 link \"\u200b Cards\" url=\"https://docs.stripe.com/api/cards\"\n uid=1_122 link \"\u200b Sources\" url=\"https://docs.stripe.com/api/sources\"\n \"\u200b\"\n uid=1_124 \"Products\"\n uid=1_125 image \"Dropdown open\"\n uid=1_126 link \"\u200b Products\" url=\"https://docs.stripe.com/api/products\"\n uid=1_128 link \"\u200b Prices\" url=\"https://docs.stripe.com/api/prices\"\n uid=1_130 link \"\u200b Coupons\" url=\"https://docs.stripe.com/api/coupons\"\n uid=1_132 link \"\u200b Promotion Codes\" url=\"https://docs.stripe.com/api/promotion_codes\"\n uid=1_134 link \"\u200b Discounts\" url=\"https://docs.stripe.com/api/discounts\"\n uid=1_136 link \"\u200b Tax Codes\" url=\"https://docs.stripe.com/api/tax_codes\"\n uid=1_138 link \"\u200b Tax Rates\" url=\"https://docs.stripe.com/api/tax_rates\"\n uid=1_140 link \"\u200b Shipping Rates\" url=\"https://docs.stripe.com/api/shipping_rates\"\n \"\u200b\"\n uid=1_142 \"Product Catalog\"\n uid=1_143 image \"Dropdown open\"\n uid=1_144 link \"\u200b Trial Offers\" url=\"https://docs.stripe.com/api/product-catalog/trial-offer\"\n \"\u200b\"\n uid=1_146 \"Commerce\"\n uid=1_147 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_148 \"Agentic Commerce\"\n uid=1_149 image \"Dropdown open\"\n uid=1_150 link \"\u200b Shared Payment Issued Tokens\" url=\"https://docs.stripe.com/api/shared-payment/issued-token\"\n uid=1_152 link \"\u200b Shared Payment Granted Tokens\" url=\"https://docs.stripe.com/api/shared-payment/granted-token\"\n \"\u200b\"\n uid=1_154 \"Checkout\"\n uid=1_155 image \"Dropdown open\"\n uid=1_156 link \"\u200b Checkout Sessions\" url=\"https://docs.stripe.com/api/checkout/sessions\"\n \"\u200b\"\n uid=1_158 \"Payment Links\"\n uid=1_159 image \"Dropdown open\"\n uid=1_160 link \"\u200b Payment Links\" url=\"https://docs.stripe.com/api/payment-link\"\n \"\u200b\"\n uid=1_162 \"Billing\"\n uid=1_163 image \"Dropdown open\"\n uid=1_164 link \"\u200b Alerts\" url=\"https://docs.stripe.com/api/billing/alert\"\n uid=1_166 link \"\u200b Credit Balance Summaries\" url=\"https://docs.stripe.com/api/billing/credit-balance-summary\"\n uid=1_168 link \"\u200b Credit Balance Transactions\" url=\"https://docs.stripe.com/api/billing/credit-balance-transaction\"\n uid=1_170 link \"\u200b Credit Grants\" url=\"https://docs.stripe.com/api/billing/credit-grant\"\n uid=1_172 link \"\u200b Credit Notes\" url=\"https://docs.stripe.com/api/credit_notes\"\n uid=1_174 link \"\u200b Customer Balance Transactions\" url=\"https://docs.stripe.com/api/customer_balance_transactions\"\n uid=1_176 link \"\u200b Customer Portal Configurations\" url=\"https://docs.stripe.com/api/customer_portal/configurations\"\n uid=1_178 link \"\u200b Customer Portal Sessions\" url=\"https://docs.stripe.com/api/customer_portal/sessions\"\n uid=1_180 link \"\u200b Feedback Options\" url=\"https://docs.stripe.com/api/billing/feedback-option\"\n uid=1_182 link \"\u200b Invoices\" url=\"https://docs.stripe.com/api/invoices\"\n uid=1_184 link \"\u200b Invoice Items\" url=\"https://docs.stripe.com/api/invoiceitems\"\n uid=1_186 link \"\u200b Invoice Line Items\" url=\"https://docs.stripe.com/api/invoice-line-item\"\n uid=1_188 link \"\u200b Invoice Payments\" url=\"https://docs.stripe.com/api/invoice-payment\"\n uid=1_190 link \"\u200b Invoice Rendering Templates\" url=\"https://docs.stripe.com/api/invoice-rendering-template\"\n uid=1_192 link \"\u200b Meters\" url=\"https://docs.stripe.com/api/billing/meter\"\n uid=1_194 link \"\u200b Meter Events\" url=\"https://docs.stripe.com/api/billing/meter-event\"\n uid=1_196 link \"\u200b Meter Event Adjustment\" url=\"https://docs.stripe.com/api/billing/meter-event-adjustment\"\n uid=1_198 link \"\u200b Meter Event Adjustmentsv2\" url=\"https://docs.stripe.com/api/v2/billing/meter-event-adjustments\"\n uid=1_201 link \"\u200b Meter Event Streamsv2\" url=\"https://docs.stripe.com/api/v2/meter-event-streams\"\n uid=1_204 link \"\u200b Meter Event Summary\" url=\"https://docs.stripe.com/api/billing/meter-event-summary\"\n uid=1_206 link \"\u200b Meter Eventsv2\" url=\"https://docs.stripe.com/api/v2/meter-events\"\n uid=1_209 link \"\u200b Plans\" url=\"https://docs.stripe.com/api/plans\"\n uid=1_211 link \"\u200b Quotes\" url=\"https://docs.stripe.com/api/quotes\"\n uid=1_213 link \"\u200b Subscriptions\" url=\"https://docs.stripe.com/api/subscriptions\"\n uid=1_215 link \"\u200b Subscription Items\" url=\"https://docs.stripe.com/api/subscription_items\"\n uid=1_217 link \"\u200b Subscription Schedules\" url=\"https://docs.stripe.com/api/subscription_schedules\"\n uid=1_219 link \"\u200b Tax IDs\" url=\"https://docs.stripe.com/api/tax_ids\"\n uid=1_221 link \"\u200b Test Clocks\" url=\"https://docs.stripe.com/api/test_clocks\"\n \"\u200b\"\n uid=1_223 \"Capital\"\n uid=1_224 image \"Dropdown open\"\n uid=1_225 link \"\u200b Financing Offers\" url=\"https://docs.stripe.com/api/capital/financing_offers\"\n uid=1_227 link \"\u200b Financing Summaries\" url=\"https://docs.stripe.com/api/capital/financing_summary\"\n \"\u200b\"\n uid=1_229 \"Connect\"\n uid=1_230 image \"Dropdown open\"\n uid=1_231 link \"\u200b Accounts\" url=\"https://docs.stripe.com/api/accounts\"\n uid=1_233 link \"\u200b Login Links\" url=\"https://docs.stripe.com/api/accounts/login_link\"\n uid=1_235 link \"\u200b Account Links\" url=\"https://docs.stripe.com/api/account_links\"\n uid=1_237 link \"\u200b Account Sessions\" url=\"https://docs.stripe.com/api/account_sessions\"\n uid=1_239 link \"\u200b Application Fees\" url=\"https://docs.stripe.com/api/application_fees\"\n uid=1_241 link \"\u200b Application Fee Refunds\" url=\"https://docs.stripe.com/api/fee_refunds\"\n uid=1_243 link \"\u200b Capabilities\" url=\"https://docs.stripe.com/api/capabilities\"\n uid=1_245 link \"\u200b Country Specs\" url=\"https://docs.stripe.com/api/country_specs\"\n uid=1_247 link \"\u200b Balance Settings\" url=\"https://docs.stripe.com/api/balance-settings\"\n uid=1_249 link \"\u200b External Bank Accounts\" url=\"https://docs.stripe.com/api/external_accounts\"\n uid=1_251 link \"\u200b External Account Cards\" url=\"https://docs.stripe.com/api/external_account_cards\"\n uid=1_253 link \"\u200b Persons\" url=\"https://docs.stripe.com/api/persons\"\n uid=1_255 link \"\u200b Top-ups\" url=\"https://docs.stripe.com/api/topups\"\n uid=1_257 link \"\u200b Transfers\" url=\"https://docs.stripe.com/api/transfers\"\n uid=1_259 link \"\u200b Transfer Reversals\" url=\"https://docs.stripe.com/api/transfer_reversals\"\n uid=1_261 link \"\u200b Secrets\" url=\"https://docs.stripe.com/api/secret_management\"\n uid=1_263 link \"\u200b App Installs\" url=\"https://docs.stripe.com/api/apps/installs\"\n \"\u200b\"\n uid=1_265 \"Reserves\"\n uid=1_266 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_267 \"Fraud\"\n uid=1_268 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_269 \"Issuing\"\n uid=1_270 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_271 \"Terminal\"\n uid=1_272 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_273 \"Treasury for Platforms\"\n uid=1_274 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_275 \"Payment Records\"\n uid=1_276 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_277 \"Account Evaluation\"\n uid=1_278 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_279 \"Entitlements\"\n uid=1_280 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_281 \"Sigma\"\n uid=1_282 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_283 \"Reporting\"\n uid=1_284 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_285 \"Financial Connections\"\n uid=1_286 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_287 \"Tax\"\n uid=1_288 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_289 \"Identity\"\n uid=1_290 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_291 \"Crypto\"\n uid=1_292 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_293 \"Climate\"\n uid=1_294 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_295 \"Tax Reporting\"\n uid=1_296 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_297 \"Forwarding\"\n uid=1_298 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_299 \"Privacy\"\n uid=1_300 image \"Dropdown closed\"\n \"\u200b\"\n uid=1_301 \"Webhooks\"\n uid=1_302 image \"Dropdown closed\"\n uid=1_303 article\n uid=1_304 button \"\u200b 2026-09-30.endive\"\n uid=1_305 button \"\u200b API Reference\" expandable haspopup=\"menu\"\n uid=1_306 link \"Docs\" url=\"https://docs.stripe.com/\"\n uid=1_308 link \"Support\" url=\"https://support.stripe.com/\"\n uid=1_310 link \"Sign in \u2192\" url=\"https://dashboard.stripe.com/login?redirect=https%3A%2F%2Fdocs.stripe.com%2Fapi%2Fcharges%2Fcreate\"\n uid=1_313 main\n \"\u200b\"\n uid=1_314 link \"Charges\" url=\"https://docs.stripe.com/api/charges\"\n uid=1_316 \"\u00a0\"\n uid=1_317 \"v1\"\n uid=1_318 button \"Ask about this section\"\n uid=1_319 button \"Copy for LLM\"\n uid=1_320 button \"\u200b View as Markdown\"\n uid=1_321 \"The \"\n uid=1_322 \"Charge\"\n uid=1_323 \" object represents a single attempt to move money into your Stripe account.\"\n uid=1_324 \" \"\n uid=1_325 \"PaymentIntent confirmation is the most common way to create Charges, but \"\n uid=1_326 link \"Account Debits\" url=\"https://docs.stripe.com/connect/account-debits\"\n uid=1_328 \" may also create Charges.\"\n uid=1_329 \" \"\n uid=1_330 \"The create and capture methods are deprecated and will be deleted soon. If your integration uses either of them, you need to update it to use a different payment flow, such as \"\n uid=1_331 link \"the Payment Intents API\" url=\"https://docs.stripe.com/payments/payment-intents\"\n uid=1_333 \".\"\n uid=1_334 \"Was this section helpful?\"\n uid=1_335 button \"Yes\"\n uid=1_336 button \"No\"\n \"\u200b\"\n uid=1_337 link \"The Charge object\" url=\"https://docs.stripe.com/api/charges/object\"\n uid=1_339 \"\u00a0\"\n uid=1_340 \"v1\"\n uid=1_341 button \"Ask about this section\"\n uid=1_342 button \"Copy for LLM\"\n uid=1_343 button \"\u200b View as Markdown\"\n uid=1_344 heading \"Attributes\" level=\"3\"\n \"\u200b\"\n uid=1_345 button\n \"\u200b\"\n uid=1_346 \"id\"\n uid=1_347 \"string\"\n uid=1_348 \"Unique identifier for the object.\"\n \"\u200b\"\n uid=1_349 button\n \"\u200b\"\n uid=1_350 \"amount\"\n uid=1_351 \"integer\"\n uid=1_352 \"Amount intended to be collected by this payment. A positive integer representing how much to charge in the \"\n uid=1_353 link \"smallest currency unit\" url=\"https://docs.stripe.com/currencies#zero-decimal\"\n uid=1_355 \" (e.g., 100 cents to charge $1.00 or 100 to charge \u00a5100, a zero-decimal currency). The minimum amount is $0.50 US or \"\n uid=1_356 link \"equivalent in charge currency\" url=\"https://docs.stripe.com/currencies#minimum-and-maximum-charge-amounts\"\n uid=1_358 \". The amount value supports up to eight digits (e.g., a value of 99999999 for a USD charge of $999,999.99).\"\n \"\u200b\"\n uid=1_359 button\n \"\u200b\"\n uid=1_360 \"balance\"\n uid=1_361 \"_\"\n uid=1_362 \"transaction\"\n uid=1_363 \"nullable \"\n uid=1_364 \"string\"\n uid=1_365 generic\n uid=1_366 \"Expandable\"\n uid=1_367 \"ID of the balance transaction that describes the impact of this charge on your account balance (not including refunds or disputes).\"\n \"\u200b\"\n uid=1_368 button\n \"\u200b\"\n uid=1_369 \"billing\"\n uid=1_370 \"_\"\n uid=1_371 \"details\"\n uid=1_372 \"object\"\n uid=1_373 \"Billing information associated with the payment method at the time of the transaction.\"\n uid=1_374 button \"\u200b Show child attributes\"\n \"\u200b\"\n uid=1_375 button\n \"\u200b\"\n uid=1_376 \"currency\"\n uid=1_377 \"enum\"\n uid=1_378 \"Three-letter \"\n uid=1_379 link \"ISO currency code\" url=\"https://www.iso.org/iso-4217-currency-codes.html\"\n uid=1_381 \", in lowercase. Must be a \"\n uid=1_382 link \"supported currency\" url=\"https://docs.stripe.com/currencies\"\n uid=1_384 \".\"\n \"\u200b\"\n uid=1_385 button\n \"\u200b\"\n uid=1_386 \"customer\"\n uid=1_387 \"nullable \"\n uid=1_388 \"string\"\n uid=1_389 generic\n uid=1_390 \"Expandable\"\n uid=1_391 \"ID of the customer this charge is for if one exists.\"\n \"\u200b\"\n uid=1_392 button\n \"\u200b\"\n uid=1_393 \"description\"\n uid=1_394 \"nullable \"\n uid=1_395 \"string\"\n uid=1_396 \"An arbitrary string attached to the object. Often useful for displaying to users.\"\n \"\u200b\"\n uid=1_397 button\n \"\u200b\"\n uid=1_398 \"disputed\"\n uid=1_399 \"boolean\"\n uid=1_400 \"Whether the charge has been disputed.\"\n \"\u200b\"\n uid=1_401 button\n \"\u200b\"\n uid=1_402 \"metadata\"\n uid=1_403 \"map\"\n uid=1_404 \"Set of \"\n uid=1_405 link \"key-value pairs\" url=\"https://docs.stripe.com/api/metadata\"\n uid=1_407 \" that you can attach to an object. This can be useful for storing additional information about the object in a structured format.\"\n \"\u200b\"\n uid=1_408 button\n \"\u200b\"\n uid=1_409 \"payment\"\n uid=1_410 \"_\"\n uid=1_411 \"intent\"\n uid=1_412 \"nullable \"\n uid=1_413 \"string\"\n uid=1_414 generic\n uid=1_415 \"Expandable\"\n uid=1_416 \"ID of the PaymentIntent associated with this charge, if one exists.\"\n \"\u200b\"\n uid=1_417 button\n \"\u200b\"\n uid=1_418 \"payment\"\n uid=1_419 \"_\"\n uid=1_420 \"method\"\n uid=1_421 \"_\"\n uid=1_422 \"details\"\n uid=1_423 \"nullable \"\n uid=1_424 \"object\"\n uid=1_425 \"Details about the payment method at the time of the transaction.\"\n uid=1_426 button \"\u200b Show child attributes\"\n \"\u200b\"\n uid=1_427 button\n \"\u200b\"\n uid=1_428 \"receipt\"\n uid=1_429 \"_\"\n uid=1_430 \"email\"\n uid=1_431 \"nullable \"\n uid=1_432 \"string\"\n uid=1_433 \"This is the email address that the receipt for this charge was sent to.\"\n \"\u200b\"\n uid=1_434 button\n \"\u200b\"\n uid=1_435 \"refunded\"\n uid=1_436 \"boolean\"\n uid=1_437 \"Whether the charge has been fully refunded. If the charge is only partially refunded, this attribute will still be false.\"\n \"\u200b\"\n uid=1_438 button\n \"\u200b\"\n uid=1_439 \"shipping\"\n uid=1_440 \"nullable \"\n uid=1_441 \"object\"\n uid=1_442 \"Shipping information for the charge.\"\n uid=1_443 button \"\u200b Show child attributes\"\n \"\u200b\"\n uid=1_444 button\n \"\u200b\"\n uid=1_445 \"statement\"\n uid=1_446 \"_\"\n uid=1_447 \"descriptor\"\n uid=1_448 \"nullable \"\n uid=1_449 \"string\"\n uid=1_450 \"For a non-card charge, text that appears on the customer\u2019s statement as the statement descriptor. This value overrides the account\u2019s default statement descriptor. For information about requirements, including the 22-character limit, see \"\n uid=1_451 link \"the Statement Descriptor docs\" url=\"https://docs.stripe.com/get-started/account/statement-descriptors\"\n uid=1_453 \".\"\n uid=1_454 \"For a card charge, this value is ignored unless you don\u2019t specify a \"\n uid=1_455 \"statement\"\n uid=1_456 \"_\"\n uid=1_457 \"descriptor\"\n uid=1_458 \"_\"\n uid=1_459 \"suffix\"\n uid=1_460 \", in which case this value is used as the suffix.\"\n \"\u200b\"\n uid=1_461 button\n \"\u200b\"\n uid=1_462 \"statement\"\n uid=1_463 \"_\"\n uid=1_464 \"descriptor\"\n uid=1_465 \"_\"\n uid=1_466 \"suffix\"\n uid=1_467 \"nullable \"\n uid=1_468 \"string\"\n uid=1_469 \"Provides information about a card charge. Concatenated to the account\u2019s \"\n uid=1_470 link \"statement descriptor prefix\" url=\"https://docs.stripe.com/get-started/account/statement-descriptors#static\"\n uid=1_472 \" to form the complete statement descriptor that appears on the customer\u2019s statement. If the account has no prefix value, the suffix is concatenated to the account\u2019s statement descriptor.\"\n \"\u200b\"\n uid=1_473 button\n \"\u200b\"\n uid=1_474 \"status\"\n uid=1_475 \"enum\"\n uid=1_476 \"The status of the payment is either \"\n uid=1_477 \"succeeded\"\n uid=1_478 \", \"\n uid=1_479 \"pending\"\n uid=1_480 \", or \"\n uid" } ], "final": "Yes, `amount` is a **required** parameter for creating a charge (`POST /v1/charges`). It's a positive integer given in the **smallest currency unit**. For example, `100` means 100 cents ($1.00) in USD, but \u00a5100 in JPY, because yen is a zero-decimal currency.\n\nThe page also says:\n- **Minimum:** $0.50 US, or the equivalent in the charge currency.\n- **Maximum:** up to eight digits, so `99999999` is $999,999.99 in USD.\n\nStripe marks this create-charge endpoint as deprecated and recommends switching to the Payment Intents API.", "secs": 42.4, "totals": { "input": 8, "cache_read": 31394, "cache_write": 57277, "output": 435, "input_all": 88679 } }, { "setup": "devtools-mcp-nojs", "run": "r2", "task": "trueclassic-28L", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10440, "cache_write": 0, "output": 129, "stop": "tool_use" }, { "input": 2, "cache_read": 10440, "cache_write": 12273, "output": 120, "stop": "tool_use" }, { "input": 2, "cache_read": 22713, "cache_write": 12210, "output": 132, "stop": "tool_use" }, { "input": 2, "cache_read": 34923, "cache_write": 3367, "output": 120, "stop": "tool_use" }, { "input": 2, "cache_read": 38290, "cache_write": 3410, "output": 160, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://www.trueclassictees.com/products/black-khaki-slim-chino-pants-2-pack" }, "chars": 173, "images": 0, "error": false, "secs": 10.56, "text": "## Pages\n1: about:blank\n2: Black & Khaki Slim Chino Pants 2-Pack | True Cl... (https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 2 }, "chars": 24097, "images": 0, "error": false, "secs": 0.19, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"Black & Khaki Slim Chino Pants 2-Pack | True Classic\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack\"\n uid=1_1 link \"Skip to content\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack#MainContent\"\n uid=1_3 \"Choosing a sort option will refresh the page\"\n uid=1_4 banner \"Announcements\"\n uid=1_5 region \"Announcement slides\"\n uid=1_6 \"45 Million+ Shirts Sold Worldwide\"\n uid=1_7 \"\u26a1 Flash Deals Ending Soon\"\n uid=1_8 link \"Claim Now\" url=\"https://www.trueclassictees.com/en-in/pages/weekly-deals\"\n uid=1_10 button \"Previous slide\"\n uid=1_11 button \"Next slide\"\n uid=1_12 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=1_13 link \"Skip to main content\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack#MainContent\"\n uid=1_15 navigation \"Main navigation\"\n uid=1_16 button \"Open primary navigation menu\" expandable\n uid=1_17 button \"Open Searchbar\" expandable\n uid=1_18 link \"True Classic\" url=\"https://www.trueclassictees.com/en-in\"\n uid=1_20 form\n uid=1_21 link \"Open Account Drawer\" expandable url=\"https://www.trueclassictees.com/customer_authentication/login?return_to=%2Fen-in%2Fproducts%2Fblack-khaki-slim-chino-pants-2-pack&locale=en&ui_hint=full®ion_country=IN\"\n uid=1_22 \"Account\"\n uid=1_23 \"Cart\"\n uid=1_24 link url=\"https://www.trueclassictees.com/\"\n uid=1_25 button \"Open cart\" expandable haspopup=\"dialog\"\n uid=1_26 main\n uid=1_27 button \"Open navigation menu\"\n uid=1_28 generic live=\"polite\" relevant=\"additions text\"\n uid=1_29 \"#1 Best Seller\"\n uid=1_30 heading \"Straight Dressy Chino\" level=\"3\"\n uid=1_31 \"#2\"\n uid=1_32 heading \"Slim Dressy Chino\" level=\"3\"\n uid=1_33 \"#3\"\n uid=1_34 heading \"Casual Chino\" level=\"3\"\n uid=1_35 \"#4\"\n uid=1_36 heading \"Travel Chino\" level=\"3\"\n uid=1_37 \"#5\"\n uid=1_38 heading \"Straight Twill Chino\" level=\"3\"\n uid=1_39 \"#6\"\n uid=1_40 heading \"Slim Twill Chino\" level=\"3\"\n uid=1_41 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=1_42 button \"Previous slide\" disableable disabled\n uid=1_43 button \"Next slide\"\n uid=1_44 region \"Product image thumbnails\" roledescription=\"carousel\"\n uid=1_45 list live=\"polite\" relevant=\"additions text\"\n uid=1_46 image \"Black & Khaki Slim Chino Pants 2-Pack, side-by-side display.\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=100\"\n uid=1_47 image \"Black & Khaki Slim Chino Pants 2-Pack with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2_7d0d2e0b-0ddb-4c1d-972f-bf22e07a1c66.jpg?v=1748566239&width=100\"\n uid=1_48 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=100\"\n uid=1_49 image \"Black Slim Chino Pants 2.0 with buttoned welt pockets, modern casual fit.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_5.jpg?v=1747542038&width=100\"\n uid=1_50 image \"Core Slim Chino Pants 3-Pack shown on model with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_2_15cd3d53-115d-4c18-85dd-fb82115ea359.jpg?v=1748567504&width=100\"\n uid=1_51 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a man wearing khaki slim chinos with a green polo and white sneakers for a casual Men's basics look\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_7.jpg?v=1747539219&width=100\"\n uid=1_52 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a close up of khaki slim chino pants with belt loops and secure front and back pockets for men's basics\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_3_0429de6c-07a6-4710-b24f-ccdfdf60cbdf.jpg?v=1747539236&width=100\"\n uid=1_53 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=1_54 region \"Product images\" roledescription=\"carousel\"\n uid=1_55 list live=\"polite\" relevant=\"additions text\"\n uid=1_56 image \"Black & Khaki Slim Chino Pants 2-Pack, side-by-side display.\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=1420\"\n uid=1_57 image \"Black & Khaki Slim Chino Pants 2-Pack with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2_7d0d2e0b-0ddb-4c1d-972f-bf22e07a1c66.jpg?v=1748566239&width=1420\"\n uid=1_58 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=1420\"\n uid=1_59 image \"Black Slim Chino Pants 2.0 with buttoned welt pockets, modern casual fit.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_5.jpg?v=1747542038&width=1420\"\n uid=1_60 image \"Core Slim Chino Pants 3-Pack shown on model with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_2_15cd3d53-115d-4c18-85dd-fb82115ea359.jpg?v=1748567504&width=1420\"\n uid=1_61 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a man wearing khaki slim chinos with a green polo and white sneakers for a casual Men's basics look\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_7.jpg?v=1747539219&width=1420\"\n uid=1_62 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a close up of khaki slim chino pants with belt loops and secure front and back pockets for men's basics\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_3_0429de6c-07a6-4710-b24f-ccdfdf60cbdf.jpg?v=1747539236&width=1420\"\n uid=1_63 button \"Previous slide\"\n uid=1_64 button \"Next slide\"\n uid=1_65 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=1_66 heading \"Slim Dressy Chino Pants\" level=\"1\"\n uid=1_67 button \"Read customer reviews: Average rating 4.5 out of 5 stars, 121 Reviews. 7M+ Customers\" haspopup=\"dialog\"\n uid=1_68 \"Waist:\"\n uid=1_69 \" \"\n uid=1_70 \"Choose a size.\"\n uid=1_71 button \"Open size chart\"\n uid=1_72 \"Waist\"\n uid=1_73 \"30\"\n uid=1_74 radio \"30\"\n uid=1_75 \"31\"\n uid=1_76 radio \"31\" disableable disabled\n uid=1_77 \"32\"\n uid=1_78 radio \"32\"\n uid=1_79 \"33\"\n uid=1_80 radio \"33\"\n uid=1_81 \"34\"\n uid=1_82 radio \"34\"\n uid=1_83 \"36\"\n uid=1_84 radio \"36\"\n uid=1_85 \"38\"\n uid=1_86 radio \"38\"\n uid=1_87 \"40\"\n uid=1_88 radio \"40\"\n uid=1_89 \"42\"\n uid=1_90 radio \"42\"\n uid=1_91 \"Length:\"\n uid=1_92 \" \"\n uid=1_93 \"Choose a size.\"\n uid=1_94 button \"Open size chart\"\n uid=1_95 \"Length\"\n uid=1_96 \"28L\"\n uid=1_97 radio \"28L\" disableable disabled\n uid=1_98 \"30L\"\n uid=1_99 radio \"30L\" disableable disabled\n uid=1_100 \"32L\"\n uid=1_101 radio \"32L\"\n uid=1_102 \"34L\"\n uid=1_103 radio \"34L\" disableable disabled\n uid=1_104 \"36L\"\n uid=1_105 radio \"36L\" disableable disabled\n uid=1_106 \"Fit: \"\n uid=1_107 \"Slim\"\n uid=1_108 radio \"Straight\"\n uid=1_109 \"Straight\"\n uid=1_110 radio \"Slim\" checked\n uid=1_111 \"Slim\"\n uid=1_112 \"Quantity: \"\n uid=1_113 \"2\"\n uid=1_114 \"BEST DEAL\"\n uid=1_115 radio \"BEST DEAL 3-Pack Save 28%\"\n uid=1_116 \"3-Pack\"\n uid=1_117 \"Save 28%\"\n uid=1_118 radio \"2-Pack Save 15%\" checked\n uid=1_119 \"2-Pack\"\n uid=1_120 \"Save 15%\"\n uid=1_121 radio \"Singles 6 colors\"\n uid=1_122 \"Singles\"\n uid=1_123 \"6 colors\"\n uid=1_124 \"Colors:\"\n uid=1_125 \" \"\n uid=1_126 strong live=\"polite\" relevant=\"additions text\"\n uid=1_127 \"Black, Khaki\"\n uid=1_128 \"\ud83d\udd25\"\n uid=1_129 \"Top Seller\"\n uid=1_130 radio \"Navy & Carbon Slim Chino Pants 2-Pack\"\n uid=1_131 image \"Navy & Carbon Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/NavyCarbonSlimChinoPants2pack.jpg?v=1762287330&width=150\"\n uid=1_132 radio \"Black & Khaki Slim Chino Pants 2-Pack\" checked\n uid=1_133 image \"Black & Khaki Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=150\"\n uid=1_134 radio \"Black & Navy Slim Chino Pants 2-Pack\"\n uid=1_135 image \"Black & Navy Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackNavySlimChinoPants2pack.jpg?v=1762287330&width=150\"\n uid=1_136 \"INRs. 6,750\"\n uid=1_137 \"/pair\"\n uid=1_138 generic live=\"polite\" relevant=\"additions text\"\n uid=1_139 \"Regular price\"\n uid=1_140 \"INRs. 15,900\"\n uid=1_141 \"Discounted price\"\n uid=1_142 \"INRs. 13,500\"\n uid=1_143 form\n uid=1_144 button \"Select A Size\" disableable disabled\n uid=1_145 heading \"Style It With\" level=\"2\"\n uid=1_146 region \"Style It With\" roledescription=\"carousel\"\n uid=1_147 image \"Man wearing Black Performance Dress Shirt and gray trousers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_BLACK_Medium_Ecomm_2025_APR_2_7c4eeef5-40de-4d87-ab60-81c5c1e73560.jpg?v=1762287143&width=400\"\n uid=1_148 button \"Quick add modal Black Performance Dress Shirt\"\n uid=1_149 heading \"Performance Dress Shirt\" level=\"3\"\n uid=1_150 \"INRs. 6,750\"\n uid=1_151 image \"Man wearing Navy Performance Dress Shirt and gray trousers, posed casually.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_NAVY_Medium_Ecomm_2025_APR_2.jpg?v=1762287144&width=400\"\n uid=1_152 button \"Quick add modal Navy Performance Dress Shirt\"\n uid=1_153 heading \"Performance Dress Shirt\" level=\"3\"\n uid=1_154 \"INRs. 6,750\"\n uid=1_155 image \"Man models White Performance Dress Shirt with button-up design.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_WHITE_Medium_Ecomm_2025_APR_2.jpg?v=1762287143&width=400\"\n uid=1_156 button \"Quick add modal White Performance Dress Shirt\"\n uid=1_157 heading \"Performance Dress Shirt\" level=\"3\"\n uid=1_158 \"INRs. 6,750\"\n uid=1_159 button \"Product Details\"\n uid=1_160 button \"Reviews\"\n uid=1_161 button \"100-Day Guarantee\" haspopup=\"dialog\"\n uid=1_162 button \"Buy Now Pay Later\" haspopup=\"dialog\"\n uid=1_163 button \"Description\" expandable\n uid=1_164 button \"Perfect Fit, 100-Day Made to Last Guarantee\" expandable\n uid=1_165 button \"Care Guide\" expandable\n uid=1_166 button \"Easy Returns & Exchanges\" expandable\n uid=1_167 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=710\"\n uid=1_168 heading \"Why you'll love it\" level=\"4\"\n uid=1_169 heading \"Tailored. Modern. Made to Move.\" level=\"3\"\n uid=1_170 \"Our latest chino features a refined fit and breathable stretch, making it a sharp choice for everyday wear.\"\n uid=1_171 button \"Fit & Features\" expandable\n uid=1_172 \"Slim, Not Skinny\"\n uid=1_173 LineBreak \"\n\"\n uid=1_174 \"Follows your shape without clinging\u2014sharp, streamlined, and ultra comfortable.\"\n uid=1_175 LineBreak \"\n\"\n uid=1_176 LineBreak \"\n\"\n uid=1_177 \"Flexible in All the Right Places\"\n uid=1_178 LineBreak \"\n\"\n uid=1_179 \"Stretch fabric gives freedom of movement without losing its structured look.\"\n uid=1_180 LineBreak \"\n\"\n uid=1_181 LineBreak \"\n\"\n uid=1_182 \"Built-In Utility\"\n uid=1_183 LineBreak \"\n\"\n uid=1_184 \"Zippered slash pockets and reinforced seams keep essentials secure and neat.\"\n uid=1_185 image \"Fit & Features\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2.jpg?v=1762287136&width=710\"\n uid=1_186 image \"Fit & Features\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_CARBON_32X32_Ecomm_2025_APR_5.jpg?v=1747541696&width=710\"\n uid=1_187 button \"Fabric\" expandable\n uid=1_188 \"95% Cotton, 5% Spandex Blend\"\n uid=1_189 LineBreak \"\n\"\n uid=1_190 \"Soft yet strong, this fabric resists wrinkles and recovers after wear.\"\n uid=1_191 LineBreak \"\n\"\n uid=1_192 LineBreak \"\n\"\n uid=1_193 \"Moisture-Wicking Performance\"\n uid=1_194 LineBreak \"\n\"\n uid=1_195 \"Keeps you cool and dry throughout commutes, meetings, or casual weekends.\"\n uid=1_196 LineBreak \"\n\"\n uid=1_197 LineBreak \"\n\"\n uid=1_198 \"Care Guide\"\n uid=1_199 LineBreak \"\n\"\n uid=1_200 \"Machine wash cold, tumble dry low\u2014made to last and look sharp.\"\n uid=1_201 image \"Fabric\" url=\"https://www.trueclassictees.com/cdn/shop/files/4730_BLACK_10.jpg?v=1747541871&width=710\"\n uid=1_202 image \"Fabric\" url=\"https://www.trueclassictees.com/cdn/shop/files/4730_CARBON_11.jpg?v=1747541650&width=710\"\n uid=1_203 heading \"You May Also Like\" level=\"2\"\n uid=1_204 list live=\"polite\" relevant=\"additions text\"\n uid=1_205 button \"Add Khaki Slim Comfort Knit Chino Pant to wishlist\"\n uid=1_206 button \"Quick add modal Khaki Slim Comfort Knit Chino Pant\"\n uid=1_207 link \"Casual Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/khaki-comfort-chino-pants?_pos=16&_sid=465b63227&_ss=r\"\n uid=1_209 \"Khaki\"\n uid=1_210 \"25% OFF\"\n uid=1_211 \"Original price\"\n uid=1_212 \"INRs. 7,350.00\"\n uid=1_213 \"Discounted price\"\n uid=1_214 \"INRs. 5,512.50\"\n uid=1_215 generic\n uid=1_216 \"Final Sale - No Returns\"\n uid=1_217 \"Color:\"\n uid=1_218 radio \"khaki\" checked\n uid=1_219 radio \"black\"\n uid=1_220 radio \"carbon\"\n uid=1_221 radio \"navy\"\n uid=1_222 radio \"military green\"\n uid=1_223 link \"+1\" url=\"https://www.trueclassictees.com/en-in/products/khaki-comfort-chino-pants?_pos=16&_sid=465b63227&_ss=r\"\n uid=1_225 button \"Add Black Commuter Pants to wishlist\"\n uid=1_226 button \"Quick add modal Black Commuter Pants\"\n uid=1_227 link \"Travel Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/black-commuter-pant?_pos=7&_sid=465b63227&_ss=r\"\n uid=1_229 \"Black\"\n uid=1_230 \"25% OFF\"\n uid=1_231 \"Original price\"\n uid=1_232 \"INRs. 7,950.00\"\n uid=1_233 \"Discounted price\"\n uid=1_234 \"INRs. 5,962.50\"\n uid=1_235 generic\n uid=1_236 \"Final Sale - No Returns\"\n uid=1_237 \"Color:\"\n uid=1_238 radio \"black\" checked\n uid=1_239 radio \"navy\"\n uid=1_240 radio \"carbon\"\n uid=1_241 radio \"khaki\"\n uid=1_242 button \"Add Khaki Straight Twill Chino Pant to wishlist\"\n uid=1_243 button \"Quick add modal Khaki Straight Twill Chino Pant\"\n uid=1_244 link \"Straight Twill Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/khaki-straight-twill-chino?_pos=12&_sid=465b63227&_ss=r\"\n uid=1_246 \"Khaki\"\n uid=1_247 \"25% OFF\"\n uid=1_248 \"Original price\"\n uid=1_249 \"INRs. 7,950.00\"\n uid=1_250 \"Discounted price\"\n uid=1_251 \"INRs. 5,962.50\"\n uid=1_252 generic\n uid=1_253 \"Final Sale - No Returns\"\n uid=1_254 \"Color:\"\n uid=1_255 radio \"khaki\" checked\n uid=1_256 radio \"navy\"\n uid=1_257 radio \"dark oak\"\n uid=1_258 radio \"centurion\"\n uid=1_259 radio \"meadow\"\n uid=1_260 button \"Add Black Slim Twill Chino Pant to wishlist\"\n uid=1_261 button \"Quick add modal Black Slim Twill Chino Pant\"\n uid=1_262 link \"Slim Twill Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/black-slim-twill-chino?_pos=11&_sid=465b63227&_ss=r\"\n uid=1_264 \"Black\"\n uid=1_265 \"25% OFF\"\n uid=1_266 \"Original price\"\n uid=1_267 \"INRs. 7,950.00\"\n uid=1_268 \"Discounted price\"\n uid=1_269 \"INRs. 5,962.50\"\n uid=1_270 generic\n uid=1_271 \"Final Sale - No Returns\"\n uid=1_272 \"Color:\"\n uid=1_273 radio \"black\" checked\n uid=1_274 radio \"navy\"\n uid=1_275 radio \"dark oak\"\n uid=1_276 radio \"khaki\"\n uid=1_277 radio \"meadow\"\n uid=1_278 link \"+1\" url=\"https://www.trueclassictees.com/en-in/products/black-slim-twill-chino?_pos=11&_sid=465b63227&_ss=r\"\n uid=1_280 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=1_281 heading \"CUSTOMER REVIEWS\" level=\"2\"\n uid=1_282 region \"Rated 4.5 out of 5 stars Based on 121 reviews\"\n uid=1_283 \"4.5\"\n uid=1_284 \"Rated 4.5 out of 5 stars\"\n uid=1_285 \"Based on 121 reviews\"\n uid=1_286 button \"Total 5 star reviews: 94. Filter by 5 star reviews\"\n uid=1_287 button \"Total 4 star reviews: 11. Filter by 4 star reviews\"\n uid=1_288 button \"Total 3 star reviews: 4. Filter by 3 star reviews\"\n uid=1_289 button \"Total 2 star reviews: 1. Filter by 2 star reviews\"\n uid=1_290 button \"Total 1 star reviews: 11. Filter by 1 star reviews\"\n uid=1_291 status atomic live=\"polite\" relevant=\"additions text\"\n uid=1_292 \"EQ\"\n uid=1_293 \"Edward Q.\"\n uid=1_294 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=1_295 \"I recommend this product\"\n uid=1_296 \"Weight Range\"\n uid=1_297 \"151 - 175 lbs / 69-79 kg\"\n uid=1_298 \"Usual Size\"\n uid=1_299 \"M\"\n uid=1_300 \"Size Purchased\"\n uid=1_301 \"M\"\n uid=1_302 \"Height\"\n uid=1_303 \"5'6-5'9 / 166-175 cm\"\n uid=1_304 \"Rated 5 out of 5 stars\"\n uid=1_305 \"1 week ago\"\n uid=1_306 heading \"Chinos\" level=\"2\"\n uid=1_307 \"Excellent fit and fabric.Great customer service and prompt delivery\"\n uid=1_308 \"M\"\n uid=1_309 \"Muhota\"\n \"\ue909\"\n uid=1_310 \"I recommend this product\"\n uid=1_311 \"Rated 5 out of 5 stars\"\n uid=1_312 \"1 month ago\"\n uid=1_313 heading \"5 Stars\" level=\"2\"\n uid=1_314 \"Perfect fit nice and stretchy and comfortable even for a long legged guy like me\"\n uid=1_315 \"O\"\n uid=1_316 \"OSCAR\"\n \"\ue909\"\n uid=1_317 \"I recommend this product\"\n uid=1_318 \"Rated 5 out of 5 stars\"\n uid=1_319 \"1 month ago\"\n uid=1_320 heading \"5 Stars\" level=\"2\"\n uid=1_321 \"Todo excelente\"\n uid=1_322 \"RM\"\n uid=1_323 \"Ra\u00fal M. d. l. O. S.\"\n uid=1_324 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=1_325 \"I recommend this product\"\n uid=1_326 \"Rated 5 out of 5 stars\"\n uid=1_327 \"2 months ago\"\n uid=1_328 heading \"Excellent fit and design\" level=\"2\"\n uid=1_329 \"Very comfortable and versatile\"\n uid=1_330 \"Translated from Spanish\"\n uid=1_331 button \"Show original\"\n uid=1_332 \"JK\"\n uid=1_333 \"JANE K.\"\n uid=1_334 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=1_335 \"I recommend this product\"\n uid=1_336 \"Rated 5 out of 5 stars\"\n uid=1_337 \"2 months ago\"\n uid=1_338 heading \"Great fit lightweight crease proof!\" level=\"2\"\n uid=1_339 \"Fit nicely comfortable seem to be everything they advertise\"\n uid=1_340 button \"Show more reviews\"\n uid=1_341 status atomic live=\"polite\" relevant=\"additions text\"\n uid=1_342 tabpanel \"Questions\"\n uid=1_343 contentinfo\n uid=1_344 form\n uid=1_345 heading \"STAY IN THE KNOW\" level=\"2\"\n uid=1_346 \"Exclusive deals, early access, and first look at new products, right to your inbox.\"\n uid=1_347 \"Email address\"\n uid=1_348 textbox \"Email address\" req" }, { "name": "click", "input": { "pageId": 2, "uid": "1_74" }, "chars": 127, "images": 0, "error": true, "secs": 5.02, "text": "Error: Failed to interact with the element with uid 1_74. The element did not become interactive within the configured timeout." }, { "name": "take_snapshot", "input": { "pageId": 2 }, "chars": 24097, "images": 0, "error": false, "secs": 0.06, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"Black & Khaki Slim Chino Pants 2-Pack | True Classic\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack\"\n uid=1_1 link \"Skip to content\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack#MainContent\"\n uid=1_3 \"Choosing a sort option will refresh the page\"\n uid=1_4 banner \"Announcements\"\n uid=1_5 region \"Announcement slides\"\n uid=1_6 \"45 Million+ Shirts Sold Worldwide\"\n uid=1_7 \"\u26a1 Flash Deals Ending Soon\"\n uid=1_8 link \"Claim Now\" url=\"https://www.trueclassictees.com/en-in/pages/weekly-deals\"\n uid=1_10 button \"Previous slide\"\n uid=1_11 button \"Next slide\"\n uid=1_12 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=1_13 link \"Skip to main content\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack#MainContent\"\n uid=1_15 navigation \"Main navigation\"\n uid=1_16 button \"Open primary navigation menu\" expandable\n uid=1_17 button \"Open Searchbar\" expandable\n uid=1_18 link \"True Classic\" url=\"https://www.trueclassictees.com/en-in\"\n uid=1_20 form\n uid=1_21 link \"Open Account Drawer\" expandable url=\"https://www.trueclassictees.com/customer_authentication/login?return_to=%2Fen-in%2Fproducts%2Fblack-khaki-slim-chino-pants-2-pack&locale=en&ui_hint=full®ion_country=IN\"\n uid=1_22 \"Account\"\n uid=1_23 \"Cart\"\n uid=1_24 link url=\"https://www.trueclassictees.com/\"\n uid=1_25 button \"Open cart\" expandable haspopup=\"dialog\"\n uid=1_26 main\n uid=1_27 button \"Open navigation menu\"\n uid=1_28 generic live=\"polite\" relevant=\"additions text\"\n uid=1_29 \"#1 Best Seller\"\n uid=1_30 heading \"Straight Dressy Chino\" level=\"3\"\n uid=1_31 \"#2\"\n uid=1_32 heading \"Slim Dressy Chino\" level=\"3\"\n uid=1_33 \"#3\"\n uid=1_34 heading \"Casual Chino\" level=\"3\"\n uid=1_35 \"#4\"\n uid=1_36 heading \"Travel Chino\" level=\"3\"\n uid=1_37 \"#5\"\n uid=1_38 heading \"Straight Twill Chino\" level=\"3\"\n uid=1_39 \"#6\"\n uid=1_40 heading \"Slim Twill Chino\" level=\"3\"\n uid=1_41 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=1_42 button \"Previous slide\" disableable disabled\n uid=1_43 button \"Next slide\"\n uid=1_44 region \"Product image thumbnails\" roledescription=\"carousel\"\n uid=1_45 list live=\"polite\" relevant=\"additions text\"\n uid=1_46 image \"Black & Khaki Slim Chino Pants 2-Pack, side-by-side display.\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=100\"\n uid=1_47 image \"Black & Khaki Slim Chino Pants 2-Pack with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2_7d0d2e0b-0ddb-4c1d-972f-bf22e07a1c66.jpg?v=1748566239&width=100\"\n uid=1_48 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=100\"\n uid=1_49 image \"Black Slim Chino Pants 2.0 with buttoned welt pockets, modern casual fit.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_5.jpg?v=1747542038&width=100\"\n uid=1_50 image \"Core Slim Chino Pants 3-Pack shown on model with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_2_15cd3d53-115d-4c18-85dd-fb82115ea359.jpg?v=1748567504&width=100\"\n uid=1_51 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a man wearing khaki slim chinos with a green polo and white sneakers for a casual Men's basics look\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_7.jpg?v=1747539219&width=100\"\n uid=1_52 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a close up of khaki slim chino pants with belt loops and secure front and back pockets for men's basics\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_3_0429de6c-07a6-4710-b24f-ccdfdf60cbdf.jpg?v=1747539236&width=100\"\n uid=1_53 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=1_54 region \"Product images\" roledescription=\"carousel\"\n uid=1_55 list live=\"polite\" relevant=\"additions text\"\n uid=1_56 image \"Black & Khaki Slim Chino Pants 2-Pack, side-by-side display.\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=1420\"\n uid=1_57 image \"Black & Khaki Slim Chino Pants 2-Pack with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2_7d0d2e0b-0ddb-4c1d-972f-bf22e07a1c66.jpg?v=1748566239&width=1420\"\n uid=1_58 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=1420\"\n uid=1_59 image \"Black Slim Chino Pants 2.0 with buttoned welt pockets, modern casual fit.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_5.jpg?v=1747542038&width=1420\"\n uid=1_60 image \"Core Slim Chino Pants 3-Pack shown on model with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_2_15cd3d53-115d-4c18-85dd-fb82115ea359.jpg?v=1748567504&width=1420\"\n uid=1_61 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a man wearing khaki slim chinos with a green polo and white sneakers for a casual Men's basics look\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_7.jpg?v=1747539219&width=1420\"\n uid=1_62 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a close up of khaki slim chino pants with belt loops and secure front and back pockets for men's basics\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_3_0429de6c-07a6-4710-b24f-ccdfdf60cbdf.jpg?v=1747539236&width=1420\"\n uid=1_63 button \"Previous slide\"\n uid=1_64 button \"Next slide\"\n uid=1_65 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=1_66 heading \"Slim Dressy Chino Pants\" level=\"1\"\n uid=1_67 button \"Read customer reviews: Average rating 4.5 out of 5 stars, 121 Reviews. 7M+ Customers\" haspopup=\"dialog\"\n uid=1_68 \"Waist:\"\n uid=1_69 \" \"\n uid=1_70 \"Choose a size.\"\n uid=1_71 button \"Open size chart\"\n uid=1_72 \"Waist\"\n uid=1_73 \"30\"\n uid=1_74 radio \"30\"\n uid=1_75 \"31\"\n uid=1_76 radio \"31\" disableable disabled\n uid=1_77 \"32\"\n uid=1_78 radio \"32\"\n uid=1_79 \"33\"\n uid=1_80 radio \"33\"\n uid=1_81 \"34\"\n uid=1_82 radio \"34\"\n uid=1_83 \"36\"\n uid=1_84 radio \"36\"\n uid=1_85 \"38\"\n uid=1_86 radio \"38\"\n uid=1_87 \"40\"\n uid=1_88 radio \"40\"\n uid=1_89 \"42\"\n uid=1_90 radio \"42\"\n uid=1_91 \"Length:\"\n uid=1_92 \" \"\n uid=1_93 \"Choose a size.\"\n uid=1_94 button \"Open size chart\"\n uid=1_95 \"Length\"\n uid=1_96 \"28L\"\n uid=1_97 radio \"28L\" disableable disabled\n uid=1_98 \"30L\"\n uid=1_99 radio \"30L\" disableable disabled\n uid=1_100 \"32L\"\n uid=1_101 radio \"32L\"\n uid=1_102 \"34L\"\n uid=1_103 radio \"34L\" disableable disabled\n uid=1_104 \"36L\"\n uid=1_105 radio \"36L\" disableable disabled\n uid=1_106 \"Fit: \"\n uid=1_107 \"Slim\"\n uid=1_108 radio \"Straight\"\n uid=1_109 \"Straight\"\n uid=1_110 radio \"Slim\" checked\n uid=1_111 \"Slim\"\n uid=1_112 \"Quantity: \"\n uid=1_113 \"2\"\n uid=1_114 \"BEST DEAL\"\n uid=1_115 radio \"BEST DEAL 3-Pack Save 28%\"\n uid=1_116 \"3-Pack\"\n uid=1_117 \"Save 28%\"\n uid=1_118 radio \"2-Pack Save 15%\" checked\n uid=1_119 \"2-Pack\"\n uid=1_120 \"Save 15%\"\n uid=1_121 radio \"Singles 6 colors\"\n uid=1_122 \"Singles\"\n uid=1_123 \"6 colors\"\n uid=1_124 \"Colors:\"\n uid=1_125 \" \"\n uid=1_126 strong live=\"polite\" relevant=\"additions text\"\n uid=1_127 \"Black, Khaki\"\n uid=1_128 \"\ud83d\udd25\"\n uid=1_129 \"Top Seller\"\n uid=1_130 radio \"Navy & Carbon Slim Chino Pants 2-Pack\"\n uid=1_131 image \"Navy & Carbon Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/NavyCarbonSlimChinoPants2pack.jpg?v=1762287330&width=150\"\n uid=1_132 radio \"Black & Khaki Slim Chino Pants 2-Pack\" checked\n uid=1_133 image \"Black & Khaki Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=150\"\n uid=1_134 radio \"Black & Navy Slim Chino Pants 2-Pack\"\n uid=1_135 image \"Black & Navy Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackNavySlimChinoPants2pack.jpg?v=1762287330&width=150\"\n uid=1_136 \"INRs. 6,750\"\n uid=1_137 \"/pair\"\n uid=1_138 generic live=\"polite\" relevant=\"additions text\"\n uid=1_139 \"Regular price\"\n uid=1_140 \"INRs. 15,900\"\n uid=1_141 \"Discounted price\"\n uid=1_142 \"INRs. 13,500\"\n uid=1_143 form\n uid=1_144 button \"Select A Size\" disableable disabled\n uid=1_145 heading \"Style It With\" level=\"2\"\n uid=1_146 region \"Style It With\" roledescription=\"carousel\"\n uid=1_147 image \"Man wearing Black Performance Dress Shirt and gray trousers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_BLACK_Medium_Ecomm_2025_APR_2_7c4eeef5-40de-4d87-ab60-81c5c1e73560.jpg?v=1762287143&width=400\"\n uid=1_148 button \"Quick add modal Black Performance Dress Shirt\"\n uid=1_149 heading \"Performance Dress Shirt\" level=\"3\"\n uid=1_150 \"INRs. 6,750\"\n uid=1_151 image \"Man wearing Navy Performance Dress Shirt and gray trousers, posed casually.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_NAVY_Medium_Ecomm_2025_APR_2.jpg?v=1762287144&width=400\"\n uid=1_152 button \"Quick add modal Navy Performance Dress Shirt\"\n uid=1_153 heading \"Performance Dress Shirt\" level=\"3\"\n uid=1_154 \"INRs. 6,750\"\n uid=1_155 image \"Man models White Performance Dress Shirt with button-up design.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_WHITE_Medium_Ecomm_2025_APR_2.jpg?v=1762287143&width=400\"\n uid=1_156 button \"Quick add modal White Performance Dress Shirt\"\n uid=1_157 heading \"Performance Dress Shirt\" level=\"3\"\n uid=1_158 \"INRs. 6,750\"\n uid=1_159 button \"Product Details\"\n uid=1_160 button \"Reviews\"\n uid=1_161 button \"100-Day Guarantee\" haspopup=\"dialog\"\n uid=1_162 button \"Buy Now Pay Later\" haspopup=\"dialog\"\n uid=1_163 button \"Description\" expandable\n uid=1_164 button \"Perfect Fit, 100-Day Made to Last Guarantee\" expandable\n uid=1_165 button \"Care Guide\" expandable\n uid=1_166 button \"Easy Returns & Exchanges\" expandable\n uid=1_167 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=710\"\n uid=1_168 heading \"Why you'll love it\" level=\"4\"\n uid=1_169 heading \"Tailored. Modern. Made to Move.\" level=\"3\"\n uid=1_170 \"Our latest chino features a refined fit and breathable stretch, making it a sharp choice for everyday wear.\"\n uid=1_171 button \"Fit & Features\" expandable\n uid=1_172 \"Slim, Not Skinny\"\n uid=1_173 LineBreak \"\n\"\n uid=1_174 \"Follows your shape without clinging\u2014sharp, streamlined, and ultra comfortable.\"\n uid=1_175 LineBreak \"\n\"\n uid=1_176 LineBreak \"\n\"\n uid=1_177 \"Flexible in All the Right Places\"\n uid=1_178 LineBreak \"\n\"\n uid=1_179 \"Stretch fabric gives freedom of movement without losing its structured look.\"\n uid=1_180 LineBreak \"\n\"\n uid=1_181 LineBreak \"\n\"\n uid=1_182 \"Built-In Utility\"\n uid=1_183 LineBreak \"\n\"\n uid=1_184 \"Zippered slash pockets and reinforced seams keep essentials secure and neat.\"\n uid=1_185 image \"Fit & Features\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2.jpg?v=1762287136&width=710\"\n uid=1_186 image \"Fit & Features\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_CARBON_32X32_Ecomm_2025_APR_5.jpg?v=1747541696&width=710\"\n uid=1_187 button \"Fabric\" expandable\n uid=1_188 \"95% Cotton, 5% Spandex Blend\"\n uid=1_189 LineBreak \"\n\"\n uid=1_190 \"Soft yet strong, this fabric resists wrinkles and recovers after wear.\"\n uid=1_191 LineBreak \"\n\"\n uid=1_192 LineBreak \"\n\"\n uid=1_193 \"Moisture-Wicking Performance\"\n uid=1_194 LineBreak \"\n\"\n uid=1_195 \"Keeps you cool and dry throughout commutes, meetings, or casual weekends.\"\n uid=1_196 LineBreak \"\n\"\n uid=1_197 LineBreak \"\n\"\n uid=1_198 \"Care Guide\"\n uid=1_199 LineBreak \"\n\"\n uid=1_200 \"Machine wash cold, tumble dry low\u2014made to last and look sharp.\"\n uid=1_201 image \"Fabric\" url=\"https://www.trueclassictees.com/cdn/shop/files/4730_BLACK_10.jpg?v=1747541871&width=710\"\n uid=1_202 image \"Fabric\" url=\"https://www.trueclassictees.com/cdn/shop/files/4730_CARBON_11.jpg?v=1747541650&width=710\"\n uid=1_203 heading \"You May Also Like\" level=\"2\"\n uid=1_204 list live=\"polite\" relevant=\"additions text\"\n uid=1_205 button \"Add Khaki Slim Comfort Knit Chino Pant to wishlist\"\n uid=1_206 button \"Quick add modal Khaki Slim Comfort Knit Chino Pant\"\n uid=1_207 link \"Casual Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/khaki-comfort-chino-pants?_pos=16&_sid=465b63227&_ss=r\"\n uid=1_209 \"Khaki\"\n uid=1_210 \"25% OFF\"\n uid=1_211 \"Original price\"\n uid=1_212 \"INRs. 7,350.00\"\n uid=1_213 \"Discounted price\"\n uid=1_214 \"INRs. 5,512.50\"\n uid=1_215 generic\n uid=1_216 \"Final Sale - No Returns\"\n uid=1_217 \"Color:\"\n uid=1_218 radio \"khaki\" checked\n uid=1_219 radio \"black\"\n uid=1_220 radio \"carbon\"\n uid=1_221 radio \"navy\"\n uid=1_222 radio \"military green\"\n uid=1_223 link \"+1\" url=\"https://www.trueclassictees.com/en-in/products/khaki-comfort-chino-pants?_pos=16&_sid=465b63227&_ss=r\"\n uid=1_225 button \"Add Black Commuter Pants to wishlist\"\n uid=1_226 button \"Quick add modal Black Commuter Pants\"\n uid=1_227 link \"Travel Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/black-commuter-pant?_pos=7&_sid=465b63227&_ss=r\"\n uid=1_229 \"Black\"\n uid=1_230 \"25% OFF\"\n uid=1_231 \"Original price\"\n uid=1_232 \"INRs. 7,950.00\"\n uid=1_233 \"Discounted price\"\n uid=1_234 \"INRs. 5,962.50\"\n uid=1_235 generic\n uid=1_236 \"Final Sale - No Returns\"\n uid=1_237 \"Color:\"\n uid=1_238 radio \"black\" checked\n uid=1_239 radio \"navy\"\n uid=1_240 radio \"carbon\"\n uid=1_241 radio \"khaki\"\n uid=1_242 button \"Add Khaki Straight Twill Chino Pant to wishlist\"\n uid=1_243 button \"Quick add modal Khaki Straight Twill Chino Pant\"\n uid=1_244 link \"Straight Twill Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/khaki-straight-twill-chino?_pos=12&_sid=465b63227&_ss=r\"\n uid=1_246 \"Khaki\"\n uid=1_247 \"25% OFF\"\n uid=1_248 \"Original price\"\n uid=1_249 \"INRs. 7,950.00\"\n uid=1_250 \"Discounted price\"\n uid=1_251 \"INRs. 5,962.50\"\n uid=1_252 generic\n uid=1_253 \"Final Sale - No Returns\"\n uid=1_254 \"Color:\"\n uid=1_255 radio \"khaki\" checked\n uid=1_256 radio \"navy\"\n uid=1_257 radio \"dark oak\"\n uid=1_258 radio \"centurion\"\n uid=1_259 radio \"meadow\"\n uid=1_260 button \"Add Black Slim Twill Chino Pant to wishlist\"\n uid=1_261 button \"Quick add modal Black Slim Twill Chino Pant\"\n uid=1_262 link \"Slim Twill Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/black-slim-twill-chino?_pos=11&_sid=465b63227&_ss=r\"\n uid=1_264 \"Black\"\n uid=1_265 \"25% OFF\"\n uid=1_266 \"Original price\"\n uid=1_267 \"INRs. 7,950.00\"\n uid=1_268 \"Discounted price\"\n uid=1_269 \"INRs. 5,962.50\"\n uid=1_270 generic\n uid=1_271 \"Final Sale - No Returns\"\n uid=1_272 \"Color:\"\n uid=1_273 radio \"black\" checked\n uid=1_274 radio \"navy\"\n uid=1_275 radio \"dark oak\"\n uid=1_276 radio \"khaki\"\n uid=1_277 radio \"meadow\"\n uid=1_278 link \"+1\" url=\"https://www.trueclassictees.com/en-in/products/black-slim-twill-chino?_pos=11&_sid=465b63227&_ss=r\"\n uid=1_280 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=1_281 heading \"CUSTOMER REVIEWS\" level=\"2\"\n uid=1_282 region \"Rated 4.5 out of 5 stars Based on 121 reviews\"\n uid=1_283 \"4.5\"\n uid=1_284 \"Rated 4.5 out of 5 stars\"\n uid=1_285 \"Based on 121 reviews\"\n uid=1_286 button \"Total 5 star reviews: 94. Filter by 5 star reviews\"\n uid=1_287 button \"Total 4 star reviews: 11. Filter by 4 star reviews\"\n uid=1_288 button \"Total 3 star reviews: 4. Filter by 3 star reviews\"\n uid=1_289 button \"Total 2 star reviews: 1. Filter by 2 star reviews\"\n uid=1_290 button \"Total 1 star reviews: 11. Filter by 1 star reviews\"\n uid=1_291 status atomic live=\"polite\" relevant=\"additions text\"\n uid=1_292 \"EQ\"\n uid=1_293 \"Edward Q.\"\n uid=1_294 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=1_295 \"I recommend this product\"\n uid=1_296 \"Weight Range\"\n uid=1_297 \"151 - 175 lbs / 69-79 kg\"\n uid=1_298 \"Usual Size\"\n uid=1_299 \"M\"\n uid=1_300 \"Size Purchased\"\n uid=1_301 \"M\"\n uid=1_302 \"Height\"\n uid=1_303 \"5'6-5'9 / 166-175 cm\"\n uid=1_304 \"Rated 5 out of 5 stars\"\n uid=1_305 \"1 week ago\"\n uid=1_306 heading \"Chinos\" level=\"2\"\n uid=1_307 \"Excellent fit and fabric.Great customer service and prompt delivery\"\n uid=1_308 \"M\"\n uid=1_309 \"Muhota\"\n \"\ue909\"\n uid=1_310 \"I recommend this product\"\n uid=1_311 \"Rated 5 out of 5 stars\"\n uid=1_312 \"1 month ago\"\n uid=1_313 heading \"5 Stars\" level=\"2\"\n uid=1_314 \"Perfect fit nice and stretchy and comfortable even for a long legged guy like me\"\n uid=1_315 \"O\"\n uid=1_316 \"OSCAR\"\n \"\ue909\"\n uid=1_317 \"I recommend this product\"\n uid=1_318 \"Rated 5 out of 5 stars\"\n uid=1_319 \"1 month ago\"\n uid=1_320 heading \"5 Stars\" level=\"2\"\n uid=1_321 \"Todo excelente\"\n uid=1_322 \"RM\"\n uid=1_323 \"Ra\u00fal M. d. l. O. S.\"\n uid=1_324 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=1_325 \"I recommend this product\"\n uid=1_326 \"Rated 5 out of 5 stars\"\n uid=1_327 \"2 months ago\"\n uid=1_328 heading \"Excellent fit and design\" level=\"2\"\n uid=1_329 \"Very comfortable and versatile\"\n uid=1_330 \"Translated from Spanish\"\n uid=1_331 button \"Show original\"\n uid=1_332 \"JK\"\n uid=1_333 \"JANE K.\"\n uid=1_334 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=1_335 \"I recommend this product\"\n uid=1_336 \"Rated 5 out of 5 stars\"\n uid=1_337 \"2 months ago\"\n uid=1_338 heading \"Great fit lightweight crease proof!\" level=\"2\"\n uid=1_339 \"Fit nicely comfortable seem to be everything they advertise\"\n uid=1_340 button \"Show more reviews\"\n uid=1_341 status atomic live=\"polite\" relevant=\"additions text\"\n uid=1_342 tabpanel \"Questions\"\n uid=1_343 contentinfo\n uid=1_344 form\n uid=1_345 heading \"STAY IN THE KNOW\" level=\"2\"\n uid=1_346 \"Exclusive deals, early access, and first look at new products, right to your inbox.\"\n uid=1_347 \"Email address\"\n uid=1_348 textbox \"Email address\" req" }, { "name": "click", "input": { "pageId": 2, "uid": "1_73" }, "chars": 35, "images": 0, "error": false, "secs": 0.35, "text": "Successfully clicked on the element" }, { "name": "take_screenshot", "input": { "pageId": 2 }, "chars": 49, "images": 1, "error": false, "secs": 0.1, "text": "Took a screenshot of the current page's viewport.\n" }, { "name": "click", "input": { "pageId": 2, "uid": "1_96" }, "chars": 160, "images": 0, "error": false, "secs": 0.43, "text": "Successfully clicked on the element\nPage navigated to https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack?variant=41418815471688." }, { "name": "take_screenshot", "input": { "pageId": 2 }, "chars": 49, "images": 1, "error": false, "secs": 0.12, "text": "Took a screenshot of the current page's viewport.\n" } ], "final": "It's sold out, so you can't add it to the cart. I picked waist 30 and length 28L (Slim fit, Black & Khaki 2-Pack). The page then replaced the add-to-cart button with \"Notify Me When Available\" and an email field for back-in-stock alerts. All three color options were also crossed out.\n\nThe site sent me to the India store, so prices show in rupees: INRs. 13,500 for the 2-pack.", "secs": 36.3, "totals": { "input": 12, "cache_read": 116806, "cache_write": 31260, "output": 661, "input_all": 148078 } }, { "setup": "devtools-mcp-nojs", "run": "r2", "task": "wiki-follow-link", "tool": "devtools-mcp-nojs", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 10302, "cache_write": 135, "output": 68, "stop": "tool_use" }, { "input": 2, "cache_read": 10437, "cache_write": 129, "output": 52, "stop": "tool_use" }, { "input": 2, "cache_read": 10566, "cache_write": 48418, "output": 152, "stop": "tool_use" }, { "input": 2, "cache_read": 58984, "cache_write": 270, "output": 70, "stop": "tool_use" }, { "input": 2, "cache_read": 59254, "cache_write": 61002, "output": 137, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://en.wikipedia.org/wiki/Web_scraping" }, "chars": 107, "images": 0, "error": false, "secs": 1.78, "text": "## Pages\n1: about:blank\n2: Web scraping - Wikipedia (https://en.wikipedia.org/wiki/Web_scraping) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 2 }, "chars": 101592, "images": 0, "error": false, "secs": 0.1, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"Web scraping - Wikipedia\" url=\"https://en.wikipedia.org/wiki/Web_scraping\"\n uid=1_1 generic live=\"polite\" relevant=\"additions text\"\n uid=1_2 link \"Jump to content\" url=\"https://en.wikipedia.org/wiki/Web_scraping#bodyContent\"\n uid=1_4 banner\n uid=1_5 navigation \"Site\"\n uid=1_6 button \"Main menu\" haspopup=\"menu\"\n uid=1_7 link \"Wikipedia The Free Encyclopedia\" url=\"https://en.wikipedia.org/wiki/Main_Page\"\n uid=1_8 image \"Wikipedia\" url=\"https://en.wikipedia.org/static/images/mobile/copyright/wikipedia-wordmark-en-25.svg\"\n uid=1_9 image \"The Free Encyclopedia\" url=\"https://en.wikipedia.org/static/images/mobile/copyright/wikipedia-tagline-en-25.svg\"\n uid=1_10 search\n uid=1_11 form\n uid=1_12 searchbox \"Search Wikipedia\" description=\"Search Wikipedia [ctrl-option-f]\" keyshortcuts=\"Ctrl+Alt+f\"\n uid=1_13 button \"Search\"\n uid=1_14 navigation \"Personal tools\"\n uid=1_15 link \"Donate\" url=\"https://donate.wikimedia.org/?wmf_source=donate&wmf_medium=sidebar&wmf_campaign=en.wikipedia.org&uselang=en\"\n uid=1_17 link \"Create account\" description=\"You are encouraged to create an account and log in; however, it is not mandatory\" url=\"https://en.wikipedia.org/w/index.php?title=Special:CreateAccount&returnto=Web+scraping\"\n uid=1_19 link \"Log in\" description=\"You're encouraged to log in; however, it's not mandatory. [ctrl-option-o]\" keyshortcuts=\"Ctrl+Alt+o\" url=\"https://en.wikipedia.org/w/index.php?title=Special:UserLogin&returnto=Web+scraping\"\n uid=1_21 navigation \"Contents\"\n uid=1_22 heading \"Contents\" level=\"2\"\n uid=1_23 button \"Hide Contents\"\n uid=1_24 link \"(Top)\" url=\"https://en.wikipedia.org/wiki/Web_scraping#\"\n uid=1_26 link \"History\" url=\"https://en.wikipedia.org/wiki/Web_scraping#History\"\n uid=1_28 link \"Techniques\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Techniques\"\n uid=1_30 button \"Toggle Techniques subsection\" expandable expanded\n uid=1_31 link \"Human copy-and-paste\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Human_copy-and-paste\"\n uid=1_33 link \"Text pattern matching\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Text_pattern_matching\"\n uid=1_35 link \"HTTP programming\" url=\"https://en.wikipedia.org/wiki/Web_scraping#HTTP_programming\"\n uid=1_37 link \"HTML parsing\" url=\"https://en.wikipedia.org/wiki/Web_scraping#HTML_parsing\"\n uid=1_39 link \"DOM parsing\" url=\"https://en.wikipedia.org/wiki/Web_scraping#DOM_parsing\"\n uid=1_41 link \"Vertical aggregation\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Vertical_aggregation\"\n uid=1_43 link \"Semantic annotation recognizing\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Semantic_annotation_recognizing\"\n uid=1_45 link \"Computer vision web-page analysis\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Computer_vision_web-page_analysis\"\n uid=1_47 link \"Legal issues\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Legal_issues\"\n uid=1_49 button \"Toggle Legal issues subsection\" expandable expanded\n uid=1_50 link \"United States\" url=\"https://en.wikipedia.org/wiki/Web_scraping#United_States\"\n uid=1_52 link \"European Union\" url=\"https://en.wikipedia.org/wiki/Web_scraping#European_Union\"\n uid=1_54 link \"Australia\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Australia\"\n uid=1_56 link \"India\" url=\"https://en.wikipedia.org/wiki/Web_scraping#India\"\n uid=1_58 link \"Methods to prevent web scraping\" url=\"https://en.wikipedia.org/wiki/Web_scraping#Methods_to_prevent_web_scraping\"\n uid=1_60 link \"See also\" url=\"https://en.wikipedia.org/wiki/Web_scraping#See_also\"\n uid=1_62 link \"References\" url=\"https://en.wikipedia.org/wiki/Web_scraping#References\"\n uid=1_64 main\n uid=1_65 heading \"Web scraping\" level=\"1\"\n uid=1_66 button \"22 languages\" description=\"Go to an article in another language. Available in 22 languages\" haspopup=\"menu\"\n uid=1_67 navigation \"Namespaces\"\n uid=1_68 link \"Article\" description=\"View the content page [ctrl-option-c]\" keyshortcuts=\"Ctrl+Alt+c\" url=\"https://en.wikipedia.org/wiki/Web_scraping\"\n uid=1_70 link \"Talk\" description=\"Discuss improvements to the content page [ctrl-option-t]\" keyshortcuts=\"Ctrl+Alt+t\" url=\"https://en.wikipedia.org/wiki/Talk:Web_scraping\"\n uid=1_72 navigation \"Views\"\n uid=1_73 link \"Read\" url=\"https://en.wikipedia.org/wiki/Web_scraping\"\n uid=1_75 link \"Edit\" description=\"Edit this page [ctrl-option-e]\" keyshortcuts=\"Ctrl+Alt+e\" url=\"https://en.wikipedia.org/w/index.php?title=Web_scraping&action=edit\"\n uid=1_77 link \"View history\" description=\"Past revisions of this page [ctrl-option-h]\" keyshortcuts=\"Ctrl+Alt+h\" url=\"https://en.wikipedia.org/w/index.php?title=Web_scraping&action=history\"\n uid=1_79 navigation \"Page tools\"\n uid=1_80 button \"Tools\" haspopup=\"menu\"\n uid=1_81 navigation \"Appearance\"\n uid=1_82 \"Appearance\"\n uid=1_83 button \"Hide Appearance\"\n uid=1_84 \"Text\"\n uid=1_85 form\n uid=1_86 radio \"Small\"\n uid=1_87 \"Small\"\n uid=1_88 radio \"Standard\" checked\n uid=1_89 \"Standard\"\n uid=1_90 radio \"Large\"\n uid=1_91 \"Large\"\n uid=1_92 \"Width\"\n uid=1_93 form\n uid=1_94 radio \"Standard\" checked\n uid=1_95 \"Standard\"\n uid=1_96 radio \"Wide\"\n uid=1_97 \"Wide\"\n uid=1_98 \"Color\"\n uid=1_99 form\n uid=1_100 radio \"Automatic\"\n uid=1_101 \"Automatic\"\n uid=1_102 radio \"Light\" checked\n uid=1_103 \"Light\"\n uid=1_104 radio \"Dark\"\n uid=1_105 \"Dark\"\n uid=1_106 \"From Wikipedia, the free encyclopedia\"\n uid=1_107 \"For broader coverage of this topic, see \"\n uid=1_108 link \"Data scraping\" url=\"https://en.wikipedia.org/wiki/Data_scraping\"\n uid=1_110 \".\"\n uid=1_111 \"\"Web scraper\" redirects here. For websites that scrape content, see \"\n uid=1_112 link \"Scraper site\" url=\"https://en.wikipedia.org/wiki/Scraper_site\"\n uid=1_114 \".\"\n uid=1_115 link \"icon\" url=\"https://en.wikipedia.org/wiki/File:Question_book-new.svg\"\n uid=1_116 image \"icon\" url=\"https://thumb.wikimedia.org/wikipedia/en/thumb/9/99/Question_book-new.svg/60px-Question_book-new.svg.png?utm_source=en.wikipedia.org&utm_campaign=parser&utm_content=thumbnail\"\n uid=1_117 \"This article \"\n uid=1_118 \"needs \"\n uid=1_119 link \"more citations\" description=\"Wikipedia:Verifiability\" url=\"https://en.wikipedia.org/wiki/Wikipedia:Verifiability\"\n uid=1_121 \".\"\n uid=1_122 \" Please help \"\n uid=1_123 link \"improve this article\" description=\"Special:EditPage/Web scraping\" url=\"https://en.wikipedia.org/wiki/Special:EditPage/Web_scraping\"\n uid=1_125 \" by \"\n uid=1_126 link \"adding citations to reliable sources\" description=\"Help:Referencing for beginners\" url=\"https://en.wikipedia.org/wiki/Help:Referencing_for_beginners\"\n uid=1_128 \". Unsourced material may be challenged and \"\n uid=1_129 link \"removed\" description=\"Wikipedia:Verifiability\" url=\"https://en.wikipedia.org/wiki/Wikipedia:Verifiability#Burden_of_evidence\"\n uid=1_131 \".\"\n uid=1_132 LineBreak \"\n\"\n uid=1_133 \"Find sources:\"\n uid=1_134 \"\u00a0\"\n uid=1_135 link \"\"Web scraping\"\" url=\"https://www.google.com/search?as_eq=wikipedia&q=%22Web+scraping%22\"\n uid=1_137 \"\u00a0\"\n uid=1_138 \"\u2013\"\n uid=1_139 \"\u00a0\"\n uid=1_140 link \"news\" url=\"https://www.google.com/search?tbm=nws&q=%22Web+scraping%22+-wikipedia&tbs=ar:1\"\n uid=1_142 \"\u00a0\"\n uid=1_143 \"\u00b7\"\n uid=1_144 \" \"\n uid=1_145 link \"newspapers\" url=\"https://www.google.com/search?&q=%22Web+scraping%22&tbs=bkt:s&tbm=bks\"\n uid=1_147 \"\u00a0\"\n uid=1_148 \"\u00b7\"\n uid=1_149 \" \"\n uid=1_150 link \"books\" url=\"https://www.google.com/search?tbs=bks:1&q=%22Web+scraping%22+-wikipedia\"\n uid=1_152 \"\u00a0\"\n uid=1_153 \"\u00b7\"\n uid=1_154 \" \"\n uid=1_155 link \"scholar\" url=\"https://scholar.google.com/scholar?q=%22Web+scraping%22\"\n uid=1_157 \"\u00a0\"\n uid=1_158 \"\u00b7\"\n uid=1_159 \" \"\n uid=1_160 link \"JSTOR\" url=\"https://www.jstor.org/action/doBasicSearch?Query=%22Web+scraping%22&acc=on&wc=on\"\n uid=1_162 \" \"\n uid=1_163 \"(\"\n uid=1_164 \"April 2023\"\n uid=1_165 \")\"\n uid=1_166 \" (\"\n uid=1_167 link \"Learn how and when to remove this message\" description=\"Help:Maintenance template removal\" url=\"https://en.wikipedia.org/wiki/Help:Maintenance_template_removal\"\n uid=1_169 \")\"\n uid=1_170 \"Web scraping\"\n uid=1_171 \", \"\n uid=1_172 \"web harvesting\"\n uid=1_173 \", or \"\n uid=1_174 \"web data extraction\"\n uid=1_175 \" is \"\n uid=1_176 link \"data scraping\" description=\"Data scraping\" url=\"https://en.wikipedia.org/wiki/Data_scraping\"\n uid=1_178 \" used for \"\n uid=1_179 link \"extracting data\" description=\"Data extraction\" url=\"https://en.wikipedia.org/wiki/Data_extraction\"\n uid=1_181 \" from \"\n uid=1_182 link \"websites\" description=\"Website\" url=\"https://en.wikipedia.org/wiki/Website\"\n uid=1_184 \".\"\n uid=1_185 link \"[1]\" url=\"https://en.wikipedia.org/wiki/Web_scraping#cite_note-1\"\n uid=1_189 \" Web scraping software may directly access the \"\n uid=1_190 link \"World Wide Web\" url=\"https://en.wikipedia.org/wiki/World_Wide_Web\"\n uid=1_192 \" using the \"\n uid=1_193 link \"Hypertext Transfer Protocol\" url=\"https://en.wikipedia.org/wiki/Hypertext_Transfer_Protocol\"\n uid=1_195 \" or a web browser. While web scraping can be done manually by a software user, the term typically refers to automated processes implemented using a \"\n uid=1_196 link \"bot\" description=\"Internet bot\" url=\"https://en.wikipedia.org/wiki/Internet_bot\"\n uid=1_198 \" or \"\n uid=1_199 link \"web crawler\" description=\"Web crawler\" url=\"https://en.wikipedia.org/wiki/Web_crawler\"\n uid=1_201 \". It is a form of copying in which specific data is gathered and copied from the web, typically into a central local \"\n uid=1_202 link \"database\" description=\"Database\" url=\"https://en.wikipedia.org/wiki/Database\"\n uid=1_204 \" or \"\n uid=1_205 link \"spreadsheet\" description=\"Spreadsheet\" url=\"https://en.wikipedia.org/wiki/Spreadsheet\"\n uid=1_207 \", for later \"\n uid=1_208 link \"retrieval\" description=\"Data retrieval\" url=\"https://en.wikipedia.org/wiki/Data_retrieval\"\n uid=1_210 \" or \"\n uid=1_211 link \"analysis\" description=\"Data analysis\" url=\"https://en.wikipedia.org/wiki/Data_analysis\"\n uid=1_213 \".\"\n uid=1_214 \"Scraping a web page involves fetching it and then extracting data from it. Fetching is the downloading of a page (which a browser does when a user views a page). Therefore, web crawling is a main component of web scraping, to fetch pages for later processing. Having fetched, extraction can take place. The content of a page may be \"\n uid=1_215 link \"parsed\" description=\"Parsing\" url=\"https://en.wikipedia.org/wiki/Parsing\"\n uid=1_217 \", searched and reformatted, and its data copied into a spreadsheet or loaded into a database. Web scrapers typically take something out of a page, to make use of it for another purpose somewhere else. An example would be finding and copying names and telephone numbers, companies and their URLs, or e-mail addresses to a list (contact scraping). Another example is collecting competitors product prices for marketing purposes, which can involve gathering large-scale pricing datasets from e-commerce websites and analysing them using data science techniques such as trend analysis, predictive modelling, and competitive benchmarking.\"\n uid=1_218 link \"Contact scraping\" url=\"https://en.wikipedia.org/wiki/Contact_scraping\"\n uid=1_220 \" is a type of web scraping that is used as a component of applications used for \"\n uid=1_221 link \"web indexing\" description=\"Web indexing\" url=\"https://en.wikipedia.org/wiki/Web_indexing\"\n uid=1_223 \", \"\n uid=1_224 link \"web mining\" description=\"Web mining\" url=\"https://en.wikipedia.org/wiki/Web_mining\"\n uid=1_226 \" and \"\n uid=1_227 link \"data mining\" description=\"Data mining\" url=\"https://en.wikipedia.org/wiki/Data_mining\"\n uid=1_229 \", online price change monitoring and \"\n uid=1_230 link \"price comparison\" description=\"Comparison shopping website\" url=\"https://en.wikipedia.org/wiki/Comparison_shopping_website\"\n uid=1_232 \", product review scraping (to watch the competition), gathering real estate listings, weather data monitoring, \"\n uid=1_233 link \"website change detection\" description=\"Change detection and notification\" url=\"https://en.wikipedia.org/wiki/Change_detection_and_notification\"\n uid=1_235 \", research, tracking online presence and reputation, \"\n uid=1_236 link \"web mashup\" description=\"Web mashup\" url=\"https://en.wikipedia.org/wiki/Web_mashup\"\n uid=1_238 \", and \"\n uid=1_239 link \"web data integration\" description=\"Web data integration\" url=\"https://en.wikipedia.org/wiki/Web_data_integration\"\n uid=1_241 \".\"\n uid=1_242 link \"Web pages\" description=\"Web page\" url=\"https://en.wikipedia.org/wiki/Web_page\"\n uid=1_244 \" are built using text-based \"\n uid=1_245 link \"markup languages\" description=\"Markup languages\" url=\"https://en.wikipedia.org/wiki/Markup_languages\"\n uid=1_247 \" (\"\n uid=1_248 link \"HTML\" url=\"https://en.wikipedia.org/wiki/HTML\"\n uid=1_250 \" and \"\n uid=1_251 link \"XHTML\" url=\"https://en.wikipedia.org/wiki/XHTML\"\n uid=1_253 \"), and frequently contain a wealth of data in text form. However, most web pages are designed for human \"\n uid=1_254 link \"end-users\" description=\"End-user (computer science)\" url=\"https://en.wikipedia.org/wiki/End-user_(computer_science)\"\n uid=1_256 \" and not for ease of automated use. As a result, specialized tools and software have been developed to facilitate the scraping of web pages. Web scraping applications include \"\n uid=1_257 link \"market research\" description=\"Market research\" url=\"https://en.wikipedia.org/wiki/Market_research\"\n uid=1_259 \", price comparison, content monitoring and \"\n uid=1_260 link \"artificial intelligence\" description=\"Artificial intelligence\" url=\"https://en.wikipedia.org/wiki/Artificial_intelligence\"\n uid=1_262 \". Businesses rely on web scraping services to efficiently gather and use this data.\"\n uid=1_263 \"There are methods that some websites use to prevent web scraping, such as detecting and disallowing bots from crawling (viewing) their pages. In response, web scraping systems use techniques involving \"\n uid=1_264 link \"DOM\" description=\"Document Object Model\" url=\"https://en.wikipedia.org/wiki/Document_Object_Model\"\n uid=1_266 \" parsing, \"\n uid=1_267 link \"computer vision\" description=\"Computer vision\" url=\"https://en.wikipedia.org/wiki/Computer_vision\"\n uid=1_269 \" and \"\n uid=1_270 link \"natural language processing\" description=\"Natural language processing\" url=\"https://en.wikipedia.org/wiki/Natural_language_processing\"\n uid=1_272 \" to simulate human-like browsing to enable gathering web page content for offline parsing.\"\n uid=1_273 region \"History\"\n uid=1_274 heading \"History\" level=\"2\"\n uid=1_275 link \"edit\" description=\"Edit section: History\" url=\"https://en.wikipedia.org/w/index.php?title=Web_scraping&action=edit§ion=1\"\n uid=1_277 \"After the \"\n uid=1_278 link \"birth of the World Wide Web\" description=\"History of the World Wide Web\" url=\"https://en.wikipedia.org/wiki/History_of_the_World_Wide_Web\"\n uid=1_280 \" in 1989, the first web robot,\"\n uid=1_281 link \"[2]\" url=\"https://en.wikipedia.org/wiki/Web_scraping#cite_note-2\"\n uid=1_285 \" \"\n uid=1_286 link \"World Wide Web Wanderer\" url=\"https://en.wikipedia.org/wiki/World_Wide_Web_Wanderer\"\n uid=1_288 \", was created in June 1993, which was intended only to measure the size of the web.\"\n uid=1_289 \"In December 1993, the first crawler-based web search engine, \"\n uid=1_290 link \"JumpStation\" url=\"https://en.wikipedia.org/wiki/JumpStation\"\n uid=1_292 \", was launched.\"\n uid=1_293 \"[\"\n uid=1_294 link \"citation needed\" description=\"Wikipedia:Citation needed\" url=\"https://en.wikipedia.org/wiki/Wikipedia:Citation_needed\"\n uid=1_296 \"]\"\n uid=1_297 \" As there were fewer websites available on the web, search engines at that time used to rely on human administrators to collect and format links. In comparison, Jump Station was the first WWW search engine to rely on a web robot.\"\n uid=1_298 \"In 2000, the first Web \"\n uid=1_299 link \"API\" url=\"https://en.wikipedia.org/wiki/API\"\n uid=1_301 \" and \"\n uid=1_302 link \"API\" url=\"https://en.wikipedia.org/wiki/API\"\n uid=1_304 \" crawler were created. In 2000, \"\n uid=1_305 link \"Salesforce\" description=\"Salesforce.com\" url=\"https://en.wikipedia.org/wiki/Salesforce.com\"\n uid=1_307 \" and \"\n uid=1_308 link \"eBay\" description=\"EBay\" url=\"https://en.wikipedia.org/wiki/EBay\"\n uid=1_310 \" launched their own API, with which programmers could access and download some of the data available to the public.\"\n uid=1_311 link \"[3]\" url=\"https://en.wikipedia.org/wiki/Web_scraping#cite_note-3\"\n uid=1_315 \" Since then, many websites offer web APIs for people to access their public database.\"\n uid=1_316 \"In the mid 2020s, the web scrapers of \"\n uid=1_317 link \"LLM\" description=\"Large language model\" url=\"https://en.wikipedia.org/wiki/Large_language_model\"\n uid=1_319 \" vendors have become a major source of web traffic, using distributed web crawling to avoid detection.\"\n uid=1_320 link \"[4]\" url=\"https://en.wikipedia.org/wiki/Web_scraping#cite_note-4\"\n uid=1_324 link \"[5]\" url=\"https://en.wikipedia.org/wiki/Web_scraping#cite_note-:0-5\"\n uid=1_328 link \"[6]\" url=\"https://en.wikipedia.org/wiki/Web_scraping#cite_note-6\"\n uid=1_332 region \"Techniques\"\n uid=1_333 heading \"Techniques\" level=\"2\"\n uid=1_334 link \"edit\" description=\"Edit section: Techniques\" url=\"https://en.wikipedia.org/w/index.php?title=Web_scraping&action=edit§ion=2\"\n uid=1_336 \"This section \"\n uid=1_337 \"contains \"\n uid=1_338 link \"instructions or advice\" description=\"Wikipedia:What Wikipedia is not\" url=\"https://en.wikipedia.org/wiki/Wikipedia:What_Wikipedia_is_not#GUIDE\"\n uid=1_340 \".\"\n uid=1_341 \" Wikipedia is not a guidebook; please help \"\n uid=1_342 link \"rewrite such content\" url=\"https://en.wikipedia.org/w/index.php?title=Web_scraping&action=edit\"\n uid=1_344 \" to be encyclopedic or move it to \"\n uid=1_345 link \"Wikiversity\" description=\"v:\" url=\"https://en.wikiversity.org/wiki/\"\n uid=1_347 \", \"\n uid=1_348 link \"Wikibooks\" description=\"b:\" url=\"https://en.wikibooks.org/wiki/\"\n uid=1_350 \", or \"\n uid=1_351 link \"Wikivoyage\" description=\"voy:\" url=\"https://en.wikivoyage.org/wiki/\"\n uid=1_353 \".\"\n uid=1_354 \" \"\n uid=1_355 \"(\"\n uid=1_356 \"October 2025\"\n uid=1_357 \")\"\n uid=1_358 \" (\"\n uid=1_359 link \"Learn how and when to remove this message\" description=\"Help:Maintenance template removal\" url=\"https://en.wikipedia.org/wiki/Help:Maintenance_template_removal\"\n uid=1_361 \")\"\n uid=1_362 \"Data extraction techniques range from manual collection to sophisticated automated systems. Web scraping tools can be code-based or no-code. Commercial no-code tools such as Octoparse, Import.io, ParseHub, and WebHarvy use visual interfaces to configure data collection.\"\n uid=1_363 link \"[7]\" url=\"https://en.wikipedia.org/wiki/Web_scraping#cite_note-7\"\n uid=1_367 \" Advanced methods analyze the underlying structure of web pages to transform unstructured content into a \"\n uid=1_368 link \"machine-readable format\" description=\"Machine-readable medium and data\" url=\"https://en.wikipedia.org/wiki/Machine-readable_medium_and_data\"\n uid=1_370 \". These techniques use \"\n uid=1_371 link \"text processing\" description=\"Text processing\" url=\"https://en.wikipedia.org/wiki/Text_processing\"\n uid=1_373 \" or \"\n uid=1_374 link \"artificial intelligence\" description=\"Artificial intelligence\" url=\"https://en.wikipedia.org/wik" }, { "name": "click", "input": { "pageId": 2, "uid": "1_828" }, "chars": 95, "images": 0, "error": false, "secs": 0.9, "text": "Successfully clicked on the element\nPage navigated to https://en.wikipedia.org/wiki/Robots.txt." }, { "name": "take_snapshot", "input": { "pageId": 2, "filePath": "/tmp/robots.txt" }, "chars": 42, "images": 0, "error": false, "secs": 0.11, "text": "Saved snapshot to /private/tmp/robots.txt." }, { "name": "take_snapshot", "input": { "pageId": 2 }, "chars": 121800, "images": 0, "error": false, "secs": 0.11, "text": "## Latest page snapshot\nuid=2_0 RootWebArea \"robots.txt - Wikipedia\" url=\"https://en.wikipedia.org/wiki/Robots.txt\"\n uid=2_1 generic live=\"polite\" relevant=\"additions text\"\n uid=2_2 link \"Jump to content\" url=\"https://en.wikipedia.org/wiki/Robots.txt#bodyContent\"\n uid=2_4 banner\n uid=2_5 navigation \"Site\"\n uid=2_6 button \"Main menu\" haspopup=\"menu\"\n uid=2_7 link \"Wikipedia The Free Encyclopedia\" url=\"https://en.wikipedia.org/wiki/Main_Page\"\n uid=2_8 image \"Wikipedia\" url=\"https://en.wikipedia.org/static/images/mobile/copyright/wikipedia-wordmark-en-25.svg\"\n uid=2_9 image \"The Free Encyclopedia\" url=\"https://en.wikipedia.org/static/images/mobile/copyright/wikipedia-tagline-en-25.svg\"\n uid=2_10 search\n uid=2_11 form\n uid=2_12 searchbox \"Search Wikipedia\" description=\"Search Wikipedia [ctrl-option-f]\" keyshortcuts=\"Ctrl+Alt+f\"\n uid=2_13 button \"Search\"\n uid=2_14 navigation \"Personal tools\"\n uid=2_15 link \"Donate\" url=\"https://donate.wikimedia.org/?wmf_source=donate&wmf_medium=sidebar&wmf_campaign=en.wikipedia.org&uselang=en\"\n uid=2_17 link \"Create account\" description=\"You are encouraged to create an account and log in; however, it is not mandatory\" url=\"https://en.wikipedia.org/w/index.php?title=Special:CreateAccount&returnto=Robots.txt\"\n uid=2_19 link \"Log in\" description=\"You're encouraged to log in; however, it's not mandatory. [ctrl-option-o]\" keyshortcuts=\"Ctrl+Alt+o\" url=\"https://en.wikipedia.org/w/index.php?title=Special:UserLogin&returnto=Robots.txt\"\n uid=2_21 navigation \"Contents\"\n uid=2_22 heading \"Contents\" level=\"2\"\n uid=2_23 button \"Hide Contents\"\n uid=2_24 link \"(Top)\" url=\"https://en.wikipedia.org/wiki/Robots.txt#\"\n uid=2_26 link \"History\" url=\"https://en.wikipedia.org/wiki/Robots.txt#History\"\n uid=2_28 link \"Standard\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Standard\"\n uid=2_30 link \"Compliance\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Compliance\"\n uid=2_32 button \"Toggle Compliance subsection\" expandable expanded\n uid=2_33 link \"Search engines\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Search_engines\"\n uid=2_35 link \"Archival sites\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Archival_sites\"\n uid=2_37 link \"Artificial intelligence\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Artificial_intelligence\"\n uid=2_39 link \"Security\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Security\"\n uid=2_41 link \"Alternatives\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Alternatives\"\n uid=2_43 link \"Examples\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Examples\"\n uid=2_45 button \"Toggle Examples subsection\" expandable expanded\n uid=2_46 link \"The use of the wildcard * in rules\" url=\"https://en.wikipedia.org/wiki/Robots.txt#The_use_of_the_wildcard_*_in_rules\"\n uid=2_48 link \"Nonstandard extensions\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Nonstandard_extensions\"\n uid=2_50 button \"Toggle Nonstandard extensions subsection\" expandable expanded\n uid=2_51 link \"Crawl-delay directive\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Crawl-delay_directive\"\n uid=2_53 link \"Sitemap\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Sitemap\"\n uid=2_55 link \"Universal \"*\" match\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Universal_%22*%22_match\"\n uid=2_57 link \"Content-Signal\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Content-Signal\"\n uid=2_59 link \"Meta tags and headers\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Meta_tags_and_headers\"\n uid=2_61 button \"Toggle Meta tags and headers subsection\" expandable expanded\n uid=2_62 link \"A \"noindex\" meta tag\" url=\"https://en.wikipedia.org/wiki/Robots.txt#A_%22noindex%22_meta_tag\"\n uid=2_64 link \"A \"noindex\" HTTP response header\" url=\"https://en.wikipedia.org/wiki/Robots.txt#A_%22noindex%22_HTTP_response_header\"\n uid=2_66 link \"Maximum size of a robots.txt file\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Maximum_size_of_a_robots.txt_file\"\n uid=2_68 link \"See also\" url=\"https://en.wikipedia.org/wiki/Robots.txt#See_also\"\n uid=2_70 link \"References\" url=\"https://en.wikipedia.org/wiki/Robots.txt#References\"\n uid=2_72 link \"Further reading\" url=\"https://en.wikipedia.org/wiki/Robots.txt#Further_reading\"\n uid=2_74 link \"External links\" url=\"https://en.wikipedia.org/wiki/Robots.txt#External_links\"\n uid=2_76 main\n uid=2_77 heading \"robots.txt\" level=\"1\"\n uid=2_78 button \"28 languages\" description=\"Go to an article in another language. Available in 28 languages\" haspopup=\"menu\"\n uid=2_79 navigation \"Namespaces\"\n uid=2_80 link \"Article\" description=\"View the content page [ctrl-option-c]\" keyshortcuts=\"Ctrl+Alt+c\" url=\"https://en.wikipedia.org/wiki/Robots.txt\"\n uid=2_82 link \"Talk\" description=\"Discuss improvements to the content page [ctrl-option-t]\" keyshortcuts=\"Ctrl+Alt+t\" url=\"https://en.wikipedia.org/wiki/Talk:Robots.txt\"\n uid=2_84 navigation \"Views\"\n uid=2_85 link \"Read\" url=\"https://en.wikipedia.org/wiki/Robots.txt\"\n uid=2_87 link \"Edit\" description=\"Edit this page [ctrl-option-e]\" keyshortcuts=\"Ctrl+Alt+e\" url=\"https://en.wikipedia.org/w/index.php?title=Robots.txt&action=edit\"\n uid=2_89 link \"View history\" description=\"Past revisions of this page [ctrl-option-h]\" keyshortcuts=\"Ctrl+Alt+h\" url=\"https://en.wikipedia.org/w/index.php?title=Robots.txt&action=history\"\n uid=2_91 navigation \"Page tools\"\n uid=2_92 button \"Tools\" haspopup=\"menu\"\n uid=2_93 navigation \"Appearance\"\n uid=2_94 \"Appearance\"\n uid=2_95 button \"Hide Appearance\"\n uid=2_96 \"Text\"\n uid=2_97 form\n uid=2_98 radio \"Small\"\n uid=2_99 \"Small\"\n uid=2_100 radio \"Standard\" checked\n uid=2_101 \"Standard\"\n uid=2_102 radio \"Large\"\n uid=2_103 \"Large\"\n uid=2_104 \"Width\"\n uid=2_105 form\n uid=2_106 radio \"Standard\" checked\n uid=2_107 \"Standard\"\n uid=2_108 radio \"Wide\"\n uid=2_109 \"Wide\"\n uid=2_110 \"Color\"\n uid=2_111 form\n uid=2_112 radio \"Automatic\"\n uid=2_113 \"Automatic\"\n uid=2_114 radio \"Light\" checked\n uid=2_115 \"Light\"\n uid=2_116 radio \"Dark\"\n uid=2_117 \"Dark\"\n uid=2_118 \"Checked\"\n uid=2_119 link \"Page protected with pending changes\" description=\"All edits by unregistered and new users are subject to review prior to becoming visible to unregistered users\" url=\"https://en.wikipedia.org/wiki/Wikipedia:Protection_policy#pending\"\n uid=2_120 image \"Page protected with pending changes\" url=\"https://thumb.wikimedia.org/wikipedia/en/thumb/b/b7/Pending-protection-shackle.svg/20px-Pending-protection-shackle.svg.png?utm_source=en.wikipedia.org&utm_campaign=parser&utm_content=thumbnail\"\n uid=2_121 \"From Wikipedia, the free encyclopedia\"\n uid=2_122 \"(Redirected from \"\n uid=2_123 link \"Robots exclusion standard\" url=\"https://en.wikipedia.org/w/index.php?title=Robots_exclusion_standard&redirect=no\"\n uid=2_125 \")\"\n uid=2_126 LineBreak \"\n\"\n uid=2_127 \"robots.txt\"\n uid=2_128 \"Robots Exclusion Protocol\"\n uid=2_129 link \"Picture of text, reads: User-agent: Mallorybot Disallow: / User-agent: * Crawl-delay: 20 Disallow: /secret/\" url=\"https://en.wikipedia.org/wiki/File:Robots_txt.svg\"\n uid=2_130 image \"Picture of text, reads: User-agent: Mallorybot Disallow: / User-agent: * Crawl-delay: 20 Disallow: /secret/\" url=\"https://thumb.wikimedia.org/wikipedia/commons/thumb/1/16/Robots_txt.svg/250px-Robots_txt.svg.png?utm_source=en.wikipedia.org&utm_campaign=parser&utm_content=thumbnail\"\n uid=2_131 \"Example of a simple robots.txt file, indicating that a user-agent called \"Mallorybot\" is not allowed to crawl any of the website's pages, and that other user-agents cannot crawl more than one page every 20 seconds, and are not allowed to crawl the \"secret\" folder\"\n uid=2_132 \"Status\"\n uid=2_133 \"Proposed Standard\"\n uid=2_134 \"First published\"\n uid=2_135 \"1994 published, formally standardized in 2022\"\n uid=2_136 \"Authors\"\n uid=2_137 \"Martijn Koster (original author)\"\n uid=2_138 \"Gary Illyes, Henner Zeller, Lizzi Sassman (IETF contributors)\"\n uid=2_139 \"Website\"\n uid=2_140 link \"robotstxt .org\" url=\"https://robotstxt.org/\"\n uid=2_143 \", \"\n uid=2_144 link \"RFC 9309\" url=\"https://datatracker.ietf.org/doc/html/rfc9309\"\n uid=2_146 \"The \"\n uid=2_147 \"Robots Exclusion Protocol\"\n uid=2_148 \" (often referred to by the \"\n uid=2_149 link \"filename\" description=\"Filename\" url=\"https://en.wikipedia.org/wiki/Filename\"\n uid=2_151 \" used to implement it, \"\n uid=2_152 \"robots.txt\"\n uid=2_153 \") is a standard used by \"\n uid=2_154 link \"websites\" description=\"Website\" url=\"https://en.wikipedia.org/wiki/Website\"\n uid=2_156 \" to indicate to visiting \"\n uid=2_157 link \"web crawlers\" description=\"Web crawler\" url=\"https://en.wikipedia.org/wiki/Web_crawler\"\n uid=2_159 \" and other \"\n uid=2_160 link \"web robots\" description=\"Internet bot\" url=\"https://en.wikipedia.org/wiki/Internet_bot\"\n uid=2_162 \" which portions of the website they are allowed to visit.\"\n uid=2_163 \"The standard, developed in 1994, relies on \"\n uid=2_164 link \"voluntary compliance\" description=\"Voluntary compliance\" url=\"https://en.wikipedia.org/wiki/Voluntary_compliance\"\n uid=2_166 \". Malicious bots can use the file as a directory of which pages to visit, though standards bodies discourage countering this with \"\n uid=2_167 link \"security through obscurity\" description=\"Security through obscurity\" url=\"https://en.wikipedia.org/wiki/Security_through_obscurity\"\n uid=2_169 \". Some archival sites ignore robots.txt. The standard was used in the 1990s to mitigate \"\n uid=2_170 link \"server\" description=\"Server (computing)\" url=\"https://en.wikipedia.org/wiki/Server_(computing)\"\n uid=2_172 \" overload. In the 2020s, websites began denying bots that collect information for \"\n uid=2_173 link \"generative AI\" description=\"Generative AI\" url=\"https://en.wikipedia.org/wiki/Generative_AI\"\n uid=2_175 \".\"\n uid=2_176 \"The \"robots.txt\" file can be used in conjunction with \"\n uid=2_177 link \"sitemaps\" description=\"Sitemaps\" url=\"https://en.wikipedia.org/wiki/Sitemaps\"\n uid=2_179 \", another robot inclusion standard for websites.\"\n uid=2_180 region \"History\"\n uid=2_181 heading \"History\" level=\"2\"\n uid=2_182 link \"edit\" description=\"Edit section: History\" url=\"https://en.wikipedia.org/w/index.php?title=Robots.txt&action=edit§ion=1\"\n uid=2_184 \"The standard was proposed by \"\n uid=2_185 link \"Martijn Koster\" url=\"https://en.wikipedia.org/wiki/Martijn_Koster\"\n uid=2_187 \",\"\n uid=2_188 link \"[1]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-1\"\n uid=2_192 link \"[2]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-2\"\n uid=2_196 \" when working for \"\n uid=2_197 link \"Nexor\" description=\"Nexor (page does not exist)\" url=\"https://en.wikipedia.org/wiki/Nexor?action=edit&redlink=1\"\n uid=2_199 link \"[3]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-:0-3\"\n uid=2_203 \" in February 1994\"\n uid=2_204 link \"[4]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-4\"\n uid=2_208 \" on the \"\n uid=2_209 \"www-talk\"\n uid=2_210 \" mailing list, the main communication channel for WWW-related activities at the time. \"\n uid=2_211 link \"Charles Stross\" url=\"https://en.wikipedia.org/wiki/Charles_Stross\"\n uid=2_213 \" claims to have provoked Koster to suggest robots.txt, after he wrote a badly behaved web crawler that inadvertently caused a \"\n uid=2_214 link \"denial-of-service attack\" description=\"Denial-of-service attack\" url=\"https://en.wikipedia.org/wiki/Denial-of-service_attack\"\n uid=2_216 \" on Koster's server.\"\n uid=2_217 link \"[5]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-5\"\n uid=2_221 \"The standard, initially RobotsNotWanted.txt, allowed \"\n uid=2_222 link \"web developers\" description=\"Web developer\" url=\"https://en.wikipedia.org/wiki/Web_developer\"\n uid=2_224 \" to specify which bots should not access their website or which pages bots should not access. The internet was small enough in 1994 to maintain a complete list of all bots; \"\n uid=2_225 link \"server\" description=\"Server (computing)\" url=\"https://en.wikipedia.org/wiki/Server_(computing)\"\n uid=2_227 \" overload was a primary concern. By June 1994 it had become a \"\n uid=2_228 link \"de facto standard\" description=\"De facto standard\" url=\"https://en.wikipedia.org/wiki/De_facto_standard\"\n uid=2_231 \";\"\n uid=2_232 link \"[6]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-Verge-6\"\n uid=2_236 \" most complied, including those operated by search engines such as \"\n uid=2_237 link \"WebCrawler\" url=\"https://en.wikipedia.org/wiki/WebCrawler\"\n uid=2_239 \", \"\n uid=2_240 link \"Lycos\" url=\"https://en.wikipedia.org/wiki/Lycos\"\n uid=2_242 \", and \"\n uid=2_243 link \"AltaVista\" url=\"https://en.wikipedia.org/wiki/AltaVista\"\n uid=2_245 \".\"\n uid=2_246 link \"[7]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-sear_Robo-7\"\n uid=2_250 \"On July 1, 2019, Google announced the proposal of the Robots Exclusion Protocol as an official standard under \"\n uid=2_251 link \"Internet Engineering Task Force\" url=\"https://en.wikipedia.org/wiki/Internet_Engineering_Task_Force\"\n uid=2_253 \".\"\n uid=2_254 link \"[8]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-8\"\n uid=2_258 \" A proposed standard\"\n uid=2_259 link \"[9]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-rfc9309-9\"\n uid=2_263 \" was published in September 2022 as RFC 9309.\"\n uid=2_264 region \"Standard\"\n uid=2_265 heading \"Standard\" level=\"2\"\n uid=2_266 link \"edit\" description=\"Edit section: Standard\" url=\"https://en.wikipedia.org/w/index.php?title=Robots.txt&action=edit§ion=2\"\n uid=2_268 \"A site owner wishing to give instructions to web robots places a \"\n uid=2_269 link \"text file\" description=\"Text file\" url=\"https://en.wikipedia.org/wiki/Text_file\"\n uid=2_271 \" called \"\n uid=2_272 \"robots.txt\"\n uid=2_273 \" in the root of the web site hierarchy (e.g. \"\n uid=2_274 \"https://www.example.com/robots.txt\"\n uid=2_275 \"). This text file contains the instructions in a specific format (see examples below). Robots that choose to follow the instructions try to fetch this file and read the instructions before fetching any other file from the \"\n uid=2_276 link \"website\" description=\"Website\" url=\"https://en.wikipedia.org/wiki/Website\"\n uid=2_278 \". If this file does not exist, web robots assume that the website owner does not wish to place any limitations on crawling the entire site.\"\n uid=2_279 \"A robots.txt file contains instructions for bots indicating which web pages they can and cannot access. Robots.txt files are particularly important for web crawlers from search engines such as Google.\"\n uid=2_280 \"A robots.txt file on a website will function as a request that specified robots ignore specified files or directories when crawling a site. This might be, for example, out of a preference for privacy from search engine results, or the belief that the content of the selected directories might be misleading or irrelevant to the categorization of the site as a whole, or out of a desire that an application only operates on certain data. Links to pages listed in robots.txt can still appear in search results if they are linked to from a page that is crawled.\"\n uid=2_281 link \"[10]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-10\"\n uid=2_285 \" Because compliant crawlers cannot access the blocked page, search results may display only the URL or other information available from external sources, since the crawler cannot retrieve the page's content.\"\n uid=2_286 link \"[11]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-11\"\n uid=2_290 \"A robots.txt file covers one \"\n uid=2_291 link \"origin\" description=\"Same origin policy\" url=\"https://en.wikipedia.org/wiki/Same_origin_policy\"\n uid=2_293 \". For websites with multiple \"\n uid=2_294 link \"subdomains\" description=\"Subdomain\" url=\"https://en.wikipedia.org/wiki/Subdomain\"\n uid=2_296 \", each subdomain must have its own robots.txt file. If \"\n uid=2_297 \"example.com\"\n uid=2_298 \" had a robots.txt file but \"\n uid=2_299 \"foo.example.com\"\n uid=2_300 \" did not, the rules that would apply for \"\n uid=2_301 \"example.com\"\n uid=2_302 \" would not apply to \"\n uid=2_303 \"foo.example.com\"\n uid=2_304 \". In addition, each \"\n uid=2_305 link \"URI scheme\" description=\"List of URI schemes\" url=\"https://en.wikipedia.org/wiki/List_of_URI_schemes\"\n uid=2_307 \" and \"\n uid=2_308 link \"port\" description=\"Port (computer networking)\" url=\"https://en.wikipedia.org/wiki/Port_(computer_networking)\"\n uid=2_310 \" needs its own robots.txt file; \"\n uid=2_311 \"http://example.com/robots.txt\"\n uid=2_312 \" does not apply to pages under \"\n uid=2_313 \"http://example.com:8080/\"\n uid=2_314 \" or \"\n uid=2_315 \"https://example.com/\"\n uid=2_316 \".\"\n uid=2_317 region \"Compliance\"\n uid=2_318 heading \"Compliance\" level=\"2\"\n uid=2_319 link \"edit\" description=\"Edit section: Compliance\" url=\"https://en.wikipedia.org/w/index.php?title=Robots.txt&action=edit§ion=3\"\n uid=2_321 \"The robots.txt protocol is widely complied with by bot operators.\"\n uid=2_322 link \"[6]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-Verge-6\"\n uid=2_326 \"The robots.txt played a role in the 1999 legal case of \"\n uid=2_327 link \"eBay v. Bidder's Edge\" description=\"EBay v. Bidder's Edge\" url=\"https://en.wikipedia.org/wiki/EBay_v._Bidder's_Edge\"\n uid=2_329 \",\"\n uid=2_330 link \"[12]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-:1-12\"\n uid=2_334 \" where eBay attempted to block a bot that did not comply with robots.txt, and in May 2000 a court ordered the company operating the bot to stop crawling eBay's servers using any automatic means, by \"\n uid=2_335 link \"legal injunction\" description=\"Injunction\" url=\"https://en.wikipedia.org/wiki/Injunction\"\n uid=2_337 \" on the basis of \"\n uid=2_338 link \"trespassing\" description=\"Trespass to chattels\" url=\"https://en.wikipedia.org/wiki/Trespass_to_chattels\"\n uid=2_340 \".\"\n uid=2_341 link \"[13]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-case-13\"\n uid=2_345 link \"[14]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-14\"\n uid=2_349 link \"[12]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-:1-12\"\n uid=2_353 \" Bidder's Edge appealed the ruling, but agreed in March 2001 to drop the appeal, pay an undisclosed amount to eBay, and stop accessing eBay's auction information.\"\n uid=2_354 link \"[15]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-15\"\n uid=2_358 link \"[16]\" url=\"https://en.wikipedia.org/wiki/Robots.txt#cite_note-16\"\n uid=2_362 \"In 2007, \"\n uid=2_363 \"Healthcare Advocates v. Harding\"\n uid=2_364 \", a company was sued for accessing protected web pages archived via \"\n uid=2_365 link \"The Wayback Machine\" description=\"Wayback Machine\" url=\"https://en.wikipedia.org/wiki/Wayback_Machine\"\n uid=2_367 \", despite robots.txt rules that prevented those pages from being archived. A \"\n uid=2_368 link \"Pennsylvania\" url=\"https://en.wikipedia.org/wiki/Pennsylvania\"\n uid=2_370 \" court ruled \"in this situation, the robots.txt file qualifies as a technological measure\" under the \"\n uid=2_371 link \"DMCA\" description=\"Digital Millennium Copyright Act\" url=\"https://en.wikipedia.org/wiki/Digital_Millennium_Copyright_Act\"\n uid=2_373 \". Due to a malfunction at Internet Archive, Harding could temporarily access " } ], "final": "The robots.txt standard was first proposed in **1994**.\n\nI followed the \"robots.txt\" link from the Web scraping article's section on preventing scraping, which took me to Wikipedia's robots.txt article. According to that article, Martijn Koster proposed the standard in February 1994 on the www-talk mailing list, while he was working for Nexor. It later became an official standard, RFC 9309, published in September 2022.", "secs": 26.1, "totals": { "input": 12, "cache_read": 149543, "cache_write": 109954, "output": 479, "input_all": 259509 } }, { "setup": "devtools-mcp", "run": "r2", "task": "allbirds-price", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 117, "output": 79, "stop": "tool_use" }, { "input": 2, "cache_read": 11177, "cache_write": 165, "output": 161, "stop": "tool_use" }, { "input": 2, "cache_read": 11342, "cache_write": 244, "output": 171, "stop": "tool_use" }, { "input": 2, "cache_read": 11586, "cache_write": 237, "output": 139, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://www.allbirds.com/products/womens-allbirds-flip-flop-dusty-pink" }, "chars": 161, "images": 0, "error": false, "secs": 4.66, "text": "## Pages\n1: about:blank\n2: Women's Allbirds Flip Flop - Comfortable & Eco-... (https://www.allbirds.com/products/womens-allbirds-flip-flop-dusty-pink) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => { const m=[...document.querySelectorAll('[class*=price i]')].slice(0,10).map(e=>e.innerText.trim()); return {m, title:document.title, meta:document.querySelector('meta[property=\"og:price:amount\"]')?.content}; }" }, "chars": 160, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n{\"m\":[],\"title\":\"Women's Allbirds Flip Flop - Comfortable & Eco-Friendly Summer Sandals | Allbirds\",\"meta\":\"50.00\"}\n```" }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => ({cur:document.querySelector('meta[property=\"og:price:currency\"]')?.content, txt:(document.body.innerText.match(/\\$\\s?\\d+(\\.\\d+)?/g)||[]).slice(0,10)})" }, "chars": 133, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n{\"cur\":\"USD\",\"txt\":[\"$100\",\"$100\",\"$50\",\"$100\",\"$50\",\"$115\",\"$140\",\"$55\",\"$115\",\"$100\"]}\n```" } ], "final": "The Women's Allbirds Flip Flop in Dusty Pink costs **$50.00 USD**. I got this from the page's price data, which lists the price as 50.00 and the currency as USD. A $50 figure also shows up in the page text.", "secs": 14.6, "totals": { "input": 10, "cache_read": 45165, "cache_write": 763, "output": 550, "input_all": 45938 } }, { "setup": "devtools-mcp", "run": "r2", "task": "gh-playwright-release", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 104, "output": 27, "stop": "tool_use" }, { "input": 2, "cache_read": 11164, "cache_write": 49, "output": 109, "stop": "tool_use" }, { "input": 2, "cache_read": 11213, "cache_write": 183, "output": 231, "stop": "tool_use" }, { "input": 2, "cache_read": 11396, "cache_write": 339, "output": 57, "stop": "end_turn" } ], "tool_calls": [ { "name": "list_pages", "input": {}, "chars": 34, "images": 0, "error": false, "secs": 0.89, "text": "## Pages\n1: about:blank [selected]" }, { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://github.com/microsoft/playwright/releases" }, "chars": 181, "images": 0, "error": false, "secs": 1.93, "text": "Successfully navigated to https://github.com/microsoft/playwright/releases.\n## Pages\n1: Releases \u00b7 microsoft/playwright (https://github.com/microsoft/playwright/releases) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "() => [...document.querySelectorAll('section')].slice(0,3).map(s=>{const t=s.querySelector('relative-time');return (s.querySelector('h2')?.innerText||'')+' | '+(t?.getAttribute('datetime'))+' | '+(t?.innerText)+' | '+(s.innerText.match(/Latest|Pre-release/)||[''])[0]})", "waitForStableDom": false }, "chars": 169, "images": 0, "error": false, "secs": 0.11, "text": "Script ran on page and returned:\n```json\n[\"v1.64.1 | 2026-10-14T11:51:33Z | | Latest\",\"v1.64.0 | 2026-10-07T20:40:43Z | | \",\"v1.63.0 | 2026-09-04T22:40:31Z | | \"]\n```" } ], "final": "The latest Playwright release is **v1.64.1**, published on **October 14, 2026** (11:51 UTC). GitHub's releases page marks it as \"Latest\".", "secs": 11.5, "totals": { "input": 10, "cache_read": 44833, "cache_write": 675, "output": 424, "input_all": 45518 } }, { "setup": "devtools-mcp", "run": "r2", "task": "github-search-repo", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11168, "cache_write": 0, "output": 27, "stop": "tool_use" }, { "input": 2, "cache_read": 11217, "cache_write": 0, "output": 110, "stop": "tool_use" }, { "input": 2, "cache_read": 11415, "cache_write": 0, "output": 152, "stop": "tool_use" }, { "input": 2, "cache_read": 11415, "cache_write": 175, "output": 52, "stop": "tool_use" }, { "input": 2, "cache_read": 11590, "cache_write": 133386, "output": 62, "stop": "end_turn" } ], "tool_calls": [ { "name": "list_pages", "input": {}, "chars": 34, "images": 0, "error": false, "secs": 0.56, "text": "## Pages\n1: about:blank [selected]" }, { "name": "navigate_page", "input": { "pageId": 1, "type": "url", "url": "https://github.com/vercel-labs/agent-browser" }, "chars": 192, "images": 0, "error": false, "secs": 1.84, "text": "Successfully navigated to https://github.com/vercel-labs/agent-browser.\n## Pages\n1: GitHub - vercel-labs/agent-browser: Browser aut... (https://github.com/vercel-labs/agent-browser) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "() => [...document.querySelectorAll('#repo-stars-counter-star, a[href$=\"/stargazers\"]')].map(e=>e.textContent.trim()+' | '+(e.title||e.getAttribute('aria-label')||''))" }, "chars": 47, "images": 0, "error": false, "secs": 0.22, "text": "Script ran on page and returned:\n```json\n[]\n```" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 298549, "images": 0, "error": false, "secs": 0.25, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"GitHub - vercel-labs/agent-browser: Browser automation CLI for AI agents \u00b7 GitHub\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_1 link \"Skip to content\" url=\"https://github.com/vercel-labs/agent-browser#start-of-content\"\n uid=1_3 banner\n uid=1_4 heading \"Navigation Menu\" level=\"2\"\n uid=1_5 link \"Homepage\" url=\"https://github.com/\"\n uid=1_6 navigation \"Global\"\n uid=1_7 button \"Products\" expandable\n uid=1_8 button \"Developers\" expandable\n uid=1_9 button \"Businesses\" expandable\n uid=1_10 button \"Resources\" expandable\n uid=1_11 link \"Pricing\" url=\"https://github.com/pricing\"\n uid=1_13 button \"Search or jump to, type / to search\" expandable haspopup=\"dialog\"\n uid=1_14 link \"Sign in\" url=\"https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fvercel-labs%2Fagent-browser\"\n uid=1_16 link \"Sign up\" url=\"https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=vercel-labs%2Fagent-browser\"\n uid=1_18 button \"Appearance settings\" haspopup=\"dialog\"\n uid=1_19 main\n uid=1_20 navigation \"Breadcrumbs\"\n uid=1_21 link \"vercel-labs\" url=\"https://github.com/vercel-labs\"\n uid=1_23 link \"agent-browser\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_25 heading \"Repository navigation\" level=\"2\"\n uid=1_26 navigation \"Repository\"\n uid=1_27 link \"Code\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_29 link \"Issues \u00a0(331)\" url=\"https://github.com/vercel-labs/agent-browser/issues\"\n uid=1_34 link \"Pull requests \u00a0(362)\" url=\"https://github.com/vercel-labs/agent-browser/pulls\"\n uid=1_39 link \"Actions\" url=\"https://github.com/vercel-labs/agent-browser/actions\"\n uid=1_41 link \"Projects\" url=\"https://github.com/vercel-labs/agent-browser/projects\"\n uid=1_43 link \"Security and quality\" url=\"https://github.com/vercel-labs/agent-browser/security\"\n uid=1_45 link \"Insights\" url=\"https://github.com/vercel-labs/agent-browser/pulse\"\n uid=1_47 generic\n uid=1_48 image \"vercel-labs\" url=\"https://avatars.githubusercontent.com/u/108547162?s=60&v=4\"\n uid=1_49 link \"agent-browser\" url=\"https://github.com/vercel-labs/agent-browser\"\n uid=1_51 \"Public\"\n uid=1_52 link \"You must be signed in to change notification settings\" description=\"You must be signed in to change notification settings\" url=\"https://github.com/login?return_to=%2Fvercel-labs%2Fagent-browser\"\n uid=1_53 \"Notifications\"\n uid=1_54 link \"You must be signed in to fork a repository\" url=\"https://github.com/login?return_to=%2Fvercel-labs%2Fagent-browser\"\n uid=1_55 \"Fork\"\n uid=1_56 \"\u00a0(\"\n uid=1_57 \"3.1k\"\n uid=1_58 \")\"\n uid=1_59 link \"Star \u00a0(44.8k)\" description=\"You must be signed in to star a repository\" url=\"https://github.com/login?return_to=%2Fvercel-labs%2Fagent-browser\"\n uid=1_64 button \"main branch\" expandable haspopup=\"menu\"\n uid=1_65 link \"480 Branches\" url=\"https://github.com/vercel-labs/agent-browser/branches\"\n uid=1_69 link \"118 Tags\" url=\"https://github.com/vercel-labs/agent-browser/tags\"\n uid=1_73 combobox \"Go to file\" expandable haspopup=\"dialog\"\n uid=1_74 button \"Code\" expandable haspopup=\"menu\"\n uid=1_75 heading \"Latest commit\" level=\"2\"\n uid=1_76 link \"Railly\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/Railly\"\n uid=1_77 image \"Railly\" url=\"https://avatars.githubusercontent.com/u/51397083?v=4&size=40\"\n uid=1_78 link \"commits by Railly\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/commits?author=Railly\"\n uid=1_79 \"Railly\"\n uid=1_80 link \"chore: prepare v0.41.0 release (\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/commit/1453dd37a40c730fe00f592bc32198a896ff8747\"\n uid=1_82 link \"#2242\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/pull/2242\"\n uid=1_84 link \")\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/commit/1453dd37a40c730fe00f592bc32198a896ff8747\"\n uid=1_86 button \"Open commit details\" expandable\n uid=1_87 button \"failure\"\n uid=1_88 link \"Commit 1453dd3\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/commit/1453dd37a40c730fe00f592bc32198a896ff8747\"\n uid=1_89 \"1453dd3\"\n uid=1_90 \"\u00a0\u00b7\u00a0\"\n uid=1_91 \"4 hours ago\"\n uid=1_92 heading \"History\" level=\"2\"\n uid=1_93 link \"743 Commits\" url=\"https://github.com/vercel-labs/agent-browser/commits/main/\"\n uid=1_95 heading \"Folders and files\" level=\"2\"\n uid=1_96 \"Name\"\n uid=1_97 \"Last commit message\"\n uid=1_98 \"Last commit date\"\n uid=1_99 link \".agents/skills/technical-writer, (Directory)\" description=\"This path skips through empty directories\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.agents/skills/technical-writer\"\n uid=1_100 \".agents/\"\n uid=1_101 \"skills/\"\n uid=1_102 \"technical-writer\"\n uid=1_103 link \"chore(docs): add Technical Writer agent skill (\" description=\"chore(docs): add Technical Writer agent skill (#2239) Adds the technical-writer skill from vercel/chat to .agents/skills, with a .claude symlink to .agents so Claude Code finds it. AGENTS.md now asks agents to use the skill for prose in this repo. The dash rule in AGENTS.md now says to rephrase instead of using an em dash, which matches the skill. Co-authored-by: Ben Sabic \" url=\"https://github.com/vercel-labs/agent-browser/commit/3f224ac6fc29dc6ee27fc60a99a59d4a64c4de0b\"\n uid=1_105 link \"#2239\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/pull/2239\"\n uid=1_107 link \")\" description=\"chore(docs): add Technical Writer agent skill (#2239) Adds the technical-writer skill from vercel/chat to .agents/skills, with a .claude symlink to .agents so Claude Code finds it. AGENTS.md now asks agents to use the skill for prose in this repo. The dash rule in AGENTS.md now says to rephrase instead of using an em dash, which matches the skill. Co-authored-by: Ben Sabic \" url=\"https://github.com/vercel-labs/agent-browser/commit/3f224ac6fc29dc6ee27fc60a99a59d4a64c4de0b\"\n uid=1_109 \"6 hours ago\"\n uid=1_110 link \".claude-plugin, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.claude-plugin\"\n uid=1_111 \".claude-plugin\"\n uid=1_112 link \"feat: dashboard provider support and session creation improvements (\" description=\"feat: dashboard provider support and session creation improvements (#1092) Add provider icons and session creation from the dashboard UI. Sessions can now be created with cloud providers (Browserbase, Browserless, Browser Use, Kernel) in addition to local engines. CLI changes: - Track provider via .provider files alongside .engine files - Add WaitUntil::None variant to skip lifecycle event waits for providers - Auto-set waitUntil=none when --provider is used with navigate - Fix Browser Use: use direct WSS connection (wss://connect.browser-use.com) - Add connect_cdp_direct for providers with page-level CDP proxies - Fix resolve_cdp_url to convert https:// provider URLs to wss:// - Treat empty CDP session_id as None (omit from protocol messages) - Fix Browserbase: send explicit JSON body + Content-Type header - Increase CDP connect timeout to 25s for remote providers - Clean up .provider files on session close Dashboard changes: - Show provider or engine icon per session in sidebar - New session dialog with unified engine/provider selector grid - Async session creation with loading state and error display - Kill zombie daemons on provider connection failure - Parse CLI JSON error output for user-friendly messages - Default new session URL to https://agent-browser.dev\" url=\"https://github.com/vercel-labs/agent-browser/commit/40fdb4284d519dfcf0abdc84b910a9ed7754ab7f\"\n uid=1_114 link \"#\u2026\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/pull/1092\"\n uid=1_116 \"7 months ago\"\n uid=1_117 link \".github/workflows, (Directory)\" description=\"This path skips through empty directories\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.github/workflows\"\n uid=1_118 \".github/\"\n uid=1_119 \"workflows\"\n uid=1_120 link \"test(e2e): make native E2E pass without live sites or a missing Obscu\u2026\" description=\"test(e2e): make native E2E pass without live sites or a missing Obscura binary (#2113) e2e_snapshot_and_click_ref depended on example.com, which no longer renders the asserted heading. It now uses a loopback fixture. The E2E job installs Obscura v0.2.4 and sets OBSCURA_BIN, which the Obscura verification tests require.\" url=\"https://github.com/vercel-labs/agent-browser/commit/76704c07525e35ad30c53cea70c864b6e2c99cbb\"\n uid=1_122 \"2 weeks ago\"\n uid=1_123 link \".husky, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/.husky\"\n uid=1_124 \".husky\"\n uid=1_125 link \"full native (\" description=\"full native (#754) * full native * fix: apply cargo fmt formatting * fix: prevent zip path traversal in Chromium installer Use enclosed_name() to sanitize zip entry paths, preventing malicious archives from writing outside the extraction directory. * improvements * fix: apply cargo fmt formatting * benchmarks * bench * updates * fixes\" url=\"https://github.com/vercel-labs/agent-browser/commit/8e43469c8bae011b4d47b1d326753e34ad31628a\"\n uid=1_127 link \"#754\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/pull/754\"\n uid=1_129 link \")\" description=\"full native (#754) * full native * fix: apply cargo fmt formatting * fix: prevent zip path traversal in Chromium installer Use enclosed_name() to sanitize zip entry paths, preventing malicious archives from writing outside the extraction directory. * improvements * fix: apply cargo fmt formatting * benchmarks * bench * updates * fixes\" url=\"https://github.com/vercel-labs/agent-browser/commit/8e43469c8bae011b4d47b1d326753e34ad31628a\"\n uid=1_131 \"7 months ago\"\n uid=1_132 link \"benchmarks, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/benchmarks\"\n uid=1_133 \"benchmarks\"\n uid=1_134 link \"feat(cli): trust proxy CAs through Chromium NSS (\" description=\"feat(cli): trust proxy CAs through Chromium NSS (#1669) * feat(cli): trust proxy CAs through Chromium NSS Replace the SPKI certificate-error bypass with a private Linux Chromium NSS database. Preserve hostname, validity, and unrelated authority verification while isolating trust per browser launch. Propagate caCert through CLI, config, MCP, daemon identity, Eve, and documentation. Reject unsupported launch modes and clean launch-owned profiles and NSS homes across failure and shutdown paths. Co-authored-by: Chris Tate Co-authored-by: Mart\u00edn Fern\u00e1ndez * fix(cli): retain proxy CA trust across commands Keep the effective CA in daemon state, compare normalized certificate content, and relaunch only Chromium when trust changes or is explicitly cleared. Prepare replacement NSS trust before closing the active browser and keep CLI, config, MCP, Eve, schemas, help, and docs aligned. Co-authored-by: Chris Tate Co-authored-by: Mart\u00edn Fern\u00e1ndez * fix(cli): compile NSS home resolution on Linux * fix(cli): complete CA trust setup and clear transitions * fix(cli): reject conflicting CA transitions * fix(docs): separate proxy CA config example --------- Co-authored-by: Mart\u00edn Fern\u00e1ndez \" url=\"https://github.com/vercel-labs/agent-browser/commit/b041bd4c9e71b0b1ea0727a9d9deb1e661615050\"\n uid=1_136 link \"#1669\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/pull/1669\"\n uid=1_138 link \")\" description=\"feat(cli): trust proxy CAs through Chromium NSS (#1669) * feat(cli): trust proxy CAs through Chromium NSS Replace the SPKI certificate-error bypass with a private Linux Chromium NSS database. Preserve hostname, validity, and unrelated authority verification while isolating trust per browser launch. Propagate caCert through CLI, config, MCP, daemon identity, Eve, and documentation. Reject unsupported launch modes and clean launch-owned profiles and NSS homes across failure and shutdown paths. Co-authored-by: Chris Tate Co-authored-by: Mart\u00edn Fern\u00e1ndez * fix(cli): retain proxy CA trust across commands Keep the effective CA in daemon state, compare normalized certificate content, and relaunch only Chromium when trust changes or is explicitly cleared. Prepare replacement NSS trust before closing the active browser and keep CLI, config, MCP, Eve, schemas, help, and docs aligned. Co-authored-by: Chris Tate Co-authored-by: Mart\u00edn Fern\u00e1ndez * fix(cli): compile NSS home resolution on Linux * fix(cli): complete CA trust setup and clear transitions * fix(cli): reject conflicting CA transitions * fix(docs): separate proxy CA config example --------- Co-authored-by: Mart\u00edn Fern\u00e1ndez \" url=\"https://github.com/vercel-labs/agent-browser/commit/b041bd4c9e71b0b1ea0727a9d9deb1e661615050\"\n uid=1_140 \"2 months ago\"\n uid=1_141 link \"bin, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/bin\"\n uid=1_142 \"bin\"\n uid=1_143 link \"Fix Windows ARM64 launcher binary selection (\" description=\"Fix Windows ARM64 launcher binary selection (#1725) * fix: use x64 launcher binary on Windows ARM64 Co-authored-by: nexxusbruno-ship-it <271842339+nexxusbruno-ship-it@users.noreply.github.com> * fix: prefer native Windows ARM64 launcher binary Co-authored-by: nexxusbruno-ship-it <271842339+nexxusbruno-ship-it@users.noreply.github.com> --------- Co-authored-by: nexxusbruno-ship-it <271842339+nexxusbruno-ship-it@users.noreply.github.com>\" url=\"https://github.com/vercel-labs/agent-browser/commit/6de36d64d3aae65ae9e84b17630a270ab228f67e\"\n uid=1_145 link \"#1725\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/pull/1725\"\n uid=1_147 link \")\" description=\"Fix Windows ARM64 launcher binary selection (#1725) * fix: use x64 launcher binary on Windows ARM64 Co-authored-by: nexxusbruno-ship-it <271842339+nexxusbruno-ship-it@users.noreply.github.com> * fix: prefer native Windows ARM64 launcher binary Co-authored-by: nexxusbruno-ship-it <271842339+nexxusbruno-ship-it@users.noreply.github.com> --------- Co-authored-by: nexxusbruno-ship-it <271842339+nexxusbruno-ship-it@users.noreply.github.com>\" url=\"https://github.com/vercel-labs/agent-browser/commit/6de36d64d3aae65ae9e84b17630a270ab228f67e\"\n uid=1_149 \"2 months ago\"\n uid=1_150 link \"cli, (Directory)\" url=\"https://github.com/vercel-labs/agent-browser/tree/main/cli\"\n uid=1_151 \"cli\"\n uid=1_152 link \"chore: prepare v0.41.0 release (\" description=\"chore: prepare v0.41.0 release (#2242) * feat(mcp): run one MCP tool with `mcp call` Runs a single tools/call without a stdio session and prints the result as JSON with the agent-browser version, so runtimes that cannot keep a process open between tool calls can use the MCP tool surface. * feat(sandbox): ship the MCP tool catalog as mcp-tools.json Generated from the CLI's tool definitions with their profiles. A Rust test fails while the committed file is out of date; pnpm mcp-tools:sync rewrites it. * feat(eve): build the extension's tools from the MCP tool catalog Each tool takes its name, description and input schema from @agent-browser/sandbox/mcp-tools.json and runs one `agent-browser mcp call` per call, so nothing outlives the tool call. The 21 hand-written tools are replaced by 42 catalog tools; screenshot inlining and the snapshot CDP retry are kept. * feat(eve): keep non-core tools deferred and hide extraArgs from the model The listed tool surface goes back to its previous size: 28 core tools listed, 14 found through eve__search, and no repeated extraArgs schema. * chore: prepare v0.41.0 release * fix(eve): keep close to this session and update the tool names in instructions close no longer exposes `all`, which closed every session in the sandbox, and the instructions no longer point the model at the removed navigate and wait_for tools. A test checks every tool the instructions name exists. * fix(mcp): reject global flags carried in tool arguments The CLI reads global flags anywhere in argv, so a tool value such as a selector could set --allowed-domains and override the server or caller allowlist. Error output from mcp call now carries _meta.agentBrowserVersion. * fix(eve): replace a stale agent-browser and show the version hint first The install probe now reads the CLI version and reinstalls on a minor mismatch instead of keeping any existing binary. The version check runs before an invalid-call error, so a mismatched CLI gets the install hint. * docs(eve): use the catalog tool names * docs(changelog): note the MCP global flag fix * test(docs): accept the eve tool rename in the route fixtures * fix(eve): check the version once after installing A custom installSpec or binary on another minor now fails with a config error instead of reinstalling on every call, and a reinstall is probed once before the tool runs.\" url=\"https://github.com/vercel-labs/agent-browser/commit/1453dd37a40c730fe00f592bc32198a896ff8747\"\n uid=1_154 link \"#2242\" keyshortcuts=\"Alt+ArrowUp\" url=\"https://github.com/vercel-labs/agent-browser/pull/2242\"\n uid=1_156 link \")\" description=\"chore: prepare v0.41.0 release (#2242) * feat(mcp): run one MCP tool with `mcp call` Runs a single tools/call without a stdio session and prints the result as JSON with the agent-browser version, so runtimes that cannot keep a process open between tool calls can use the MCP tool surface. * feat(sandbox): ship the MCP tool catalog as mcp-tools.json Generated from the CLI's tool definitions with their profiles. A Rust test fails while the committed file is out of date; pnpm mcp-tools:sync rewrites it. * feat(eve): build the extension's tools from the MCP tool catalog Each tool takes its name, description and input schema from @agent-browser/sandbox/mcp-tools.json and runs one `agent-browser mcp call` per call, so nothing outlives the tool call. The 21 hand-written tools are replaced by 42 catalog tools; screenshot inlining and the snapshot CDP retry are kept. * feat(eve): keep non-core tools deferred and hide extraArgs from the model The listed tool surface goes back to its previous size: 28 core tools listed, 14 found through eve__search, and no repeated extraArgs schema. * chore: prepare v0.41.0 release * fix(eve): keep close to this session and update the tool names in instructions close no longer exposes `all`, which closed every session in the sandbox, and the instructions no longer point the model at the removed navigate and wait_for tools. A test checks every tool the instructions name exists. * fix(mcp): reject global flags carried in tool arguments The CLI reads global flags anywhere in argv, so a tool value such as a selector could set --allowed-domains and override the server or caller allowlist. Error output from mcp call now carries _meta.agentBrowserVersion. * fix(eve): replace a stale agent-browser and show the version hint first The install probe now reads the CLI version and reinstalls on a minor mismatch instead of keeping any existing binary. The version check runs before an invalid-call error, so a mismatched CLI gets the install hint. * docs(eve): use the catalog tool names * docs(changelog): note the MCP global flag fix * test(docs): accept the eve tool rename in the route fixtures * fix(eve): check the version once after installing A custom installSpec or binar" } ], "final": "The vercel-labs/agent-browser repository has about **44.8k stars** (roughly 44,800). GitHub shows this rounded number both on the Star button and in the About sidebar.", "secs": 17.7, "totals": { "input": 12, "cache_read": 56805, "cache_write": 133561, "output": 403, "input_all": 190378 } }, { "setup": "devtools-mcp", "run": "r2", "task": "hf-top-downloads", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 101, "output": 27, "stop": "tool_use" }, { "input": 2, "cache_read": 11161, "cache_write": 49, "output": 109, "stop": "tool_use" }, { "input": 2, "cache_read": 11210, "cache_write": 180, "output": 107, "stop": "tool_use" }, { "input": 2, "cache_read": 11390, "cache_write": 347, "output": 60, "stop": "end_turn" } ], "tool_calls": [ { "name": "list_pages", "input": {}, "chars": 34, "images": 0, "error": false, "secs": 0.51, "text": "## Pages\n1: about:blank [selected]" }, { "name": "navigate_page", "input": { "pageId": 1, "url": "https://huggingface.co/models?sort=downloads", "type": "url" }, "chars": 163, "images": 0, "error": false, "secs": 1.02, "text": "Successfully navigated to https://huggingface.co/models?sort=downloads.\n## Pages\n1: Models \u2013 Hugging Face (https://huggingface.co/models?sort=downloads) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "() => [...document.querySelectorAll('article')].slice(0,3).map(a=>a.innerText)" }, "chars": 360, "images": 0, "error": false, "secs": 0.22, "text": "Script ran on page and returned:\n```json\n[\"sentence-transformers/all-MiniLM-L6-v2\\nSentence Similarity\\n\u2022\\n22.7M\\n\u2022\\nUpdated Jun 1\\n\u2022\\n190M\\n\u2022\\n\u2022\\n6.04k\",\"cross-encoder/ms-marco-MiniLM-L6-v2\\nText Ranking\\n\u2022\\n22.7M\\n\u2022\\nUpdated Aug 9\\n\u2022\\n70.3M\\n\u2022\\n\u2022\\n436\",\"BAAI/bge-small-en-v1.5\\nFeature Extraction\\n\u2022\\n33.4M\\n\u2022\\nUpdated Feb 22, 2024\\n\u2022\\n52.6M\\n\u2022\\n\u2022\\n660\"]\n```" } ], "final": "With the models sorted by most downloads, the first one is **sentence-transformers/all-MiniLM-L6-v2**, a sentence-similarity model with about 190M downloads.", "secs": 10.0, "totals": { "input": 10, "cache_read": 44821, "cache_write": 677, "output": 303, "input_all": 45508 } }, { "setup": "devtools-mcp", "run": "r2", "task": "mdn-abort", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 119, "output": 111, "stop": "tool_use" }, { "input": 2, "cache_read": 11179, "cache_write": 247, "output": 52, "stop": "tool_use" }, { "input": 2, "cache_read": 11426, "cache_write": 6525, "output": 190, "stop": "tool_use" }, { "input": 2, "cache_read": 17951, "cache_write": 785, "output": 187, "stop": "tool_use" }, { "input": 2, "cache_read": 18736, "cache_write": 826, "output": 118, "stop": "tool_use" }, { "input": 2, "cache_read": 19562, "cache_write": 267, "output": 85, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://developer.mozilla.org/en-US/" }, "chars": 89, "images": 0, "error": false, "secs": 1.15, "text": "## Pages\n1: about:blank\n2: MDN Web Docs (https://developer.mozilla.org/en-US/) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 62, "images": 0, "error": false, "secs": 0.01, "text": "## Latest page snapshot\nuid=1_0 RootWebArea url=\"about:blank\"\n" }, { "name": "take_snapshot", "input": { "pageId": 2 }, "chars": 13433, "images": 0, "error": false, "secs": 0.02, "text": "## Latest page snapshot\nuid=2_0 RootWebArea \"MDN Web Docs\" url=\"https://developer.mozilla.org/en-US/\"\n uid=2_1 link \"Skip to main content\" url=\"https://developer.mozilla.org/en-US/#content\"\n uid=2_3 link \"Skip to search\" url=\"https://developer.mozilla.org/en-US/#mdn-search\"\n uid=2_5 image \"WorkOS\" url=\"https://developer.mozilla.org/pimg/aHR0cHM6Ly9zdGF0aWM0LmJ1eXNlbGxhZHMubmV0L3V1LzIvMTc5MTY0LzE3OTAzNDUwNzItMTI4eDEyOF9UcmFuc3BhcmVudF9Mb2dvLTEucG5n.cLCVugvAfHmHOfJ%2FSevGee15z%2FuWmaDu%2BqBaWJkNM0k%3D\"\n uid=2_6 \"Build faster. Go from first user to Fortune 500 with auth, SSO, and directory sync from WorkOS.\"\n uid=2_7 \"Start building\"\n uid=2_8 link \"AD\" url=\"https://developer.mozilla.org/en-US/advertising\"\n uid=2_10 banner\n uid=2_11 navigation\n uid=2_12 link \"MDN\" url=\"https://developer.mozilla.org/en-US/\"\n uid=2_13 image \"MDN\"\n uid=2_14 navigation\n uid=2_15 button \"HTML\" expandable\n uid=2_16 button \"CSS\" expandable\n uid=2_17 button \"JavaScript\" expandable\n uid=2_18 button \"Web APIs\" expandable\n uid=2_19 button \"All\" expandable\n uid=2_20 button \"Learn\" expandable\n uid=2_21 button \"Tools\" expandable\n uid=2_22 button \"About\" expandable\n uid=2_23 link \"Blog\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=2_25 button \"Search the site\"\n uid=2_26 link \"Log in\" url=\"https://developer.mozilla.org/users/fxa/login/authenticate/?next=%2Fen-US%2F\"\n uid=2_28 link \"MDN\" url=\"https://developer.mozilla.org/en-US/\"\n uid=2_30 button \"Switch color theme\" expandable\n uid=2_31 button \"English (US)\" expandable\n uid=2_32 heading \"Resources for Developers, by Developers _\" level=\"1\"\n uid=2_33 \"Documenting \"\n uid=2_34 link \"CSS\" url=\"https://developer.mozilla.org/en-US/docs/Web/CSS\"\n uid=2_36 \", \"\n uid=2_37 link \"HTML\" url=\"https://developer.mozilla.org/en-US/docs/Web/HTML\"\n uid=2_39 \", and \"\n uid=2_40 link \"JavaScript\" url=\"https://developer.mozilla.org/en-US/docs/Web/JavaScript\"\n uid=2_42 \", since 2005.\"\n uid=2_43 button \"Search\" description=\"Search the site\"\n uid=2_44 link \"WorkOS\" url=\"https://developer.mozilla.org/pong/click?code=aHR0cHM6Ly9zcnYuYnV5c2VsbGFkcy5jb20vYWRzL2NsaWNrL3gvR1RORDQyNzdDSzdEVDJKRUNXQUxZS1FVRjY3SUVLM1dDSzdES1ozSkNBQUlDMkpOQ1Q3RFZLM0tDVjdJNUtKVUZUWUlQS0pVQ1RTSTQ1UVdDRVlEQzI3S0M2U0lMSzdMQ1c3SUtLM0VISk5DTFNJWg%3D%3D.5ZozNGSHGfqZT0qSLEWrzTQUeCX5pNhPGNV87jyl%2Bqs%3D&version=2\"\n uid=2_45 image \"WorkOS\" url=\"https://developer.mozilla.org/pimg/aHR0cHM6Ly9zdGF0aWM0LmJ1eXNlbGxhZHMubmV0L3V1LzIvMTc5MTY0LzE3OTAzNDkwNjctMTk0MHg1MDBfSG9tZXBhZ2VfT2N0X1Rha2VvdmVyLmpwZw%3D%3D.KBVbfEOm53Pp2bINhXNsvIDg%2FCJg5sf8HPvDiqK3JYU%3D\"\n uid=2_46 link \"AD\" url=\"https://developer.mozilla.org/en-US/advertising\"\n uid=2_48 heading \"Featured articles\" level=\"2\"\n uid=2_49 link \"Blog\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=2_51 link \"Celebrating 20 years of MDN\" url=\"https://developer.mozilla.org/en-US/blog/mdn-turns-20/\"\n uid=2_53 \"MDN turns 20! Let's look at how we started, how MDN became the most trusted resource for web developers, the impact it's had on the open web, and yes, there's cake, too.\"\n uid=2_54 link \"Web APIs\" url=\"https://developer.mozilla.org/en-US/docs/Web/API\"\n uid=2_56 link \"Navigation API\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Navigation_API\"\n uid=2_58 \"The Navigation API provides the ability to initiate, intercept, and manage browser navigation actions. It can also examine an application's history entries. This is a successor to previous web platform features such as the History API and window.location, which solves their shortcomings and is specifically aimed at the needs of single-page applications (SPAs).\"\n uid=2_59 link \"Web APIs\" url=\"https://developer.mozilla.org/en-US/docs/Web/API\"\n uid=2_61 link \"Trusted Types API\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/Trusted_Types_API\"\n uid=2_63 \"The Trusted Types API gives web developers a way to ensure that input has been passed through a user-specified transformation function before being passed to an API that might execute that input. This can help to protect against client-side cross-site scripting (XSS) attacks. Most commonly the transformation function sanitizes the input.\"\n uid=2_64 link \"CSS\" url=\"https://developer.mozilla.org/en-US/docs/Web/CSS\"\n uid=2_66 link \"Using CSS anchor positioning\" url=\"https://developer.mozilla.org/en-US/docs/Web/CSS/Guides/Anchor_positioning/Using\"\n uid=2_68 \"The CSS anchor positioning module defines features that allow you to tether elements together. Elements can be defined as anchor elements and anchor-positioned elements. Anchor-positioned elements can be bound to anchor elements. The anchor-positioned elements can then have their size and position set relative to the size and location of the anchor elements to which they are bound.\"\n uid=2_69 heading \"Latest news\" level=\"2\"\n uid=2_70 link \"developer.mozilla.org\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=2_72 link \"Introducing the MDN MCP server\" url=\"https://developer.mozilla.org/en-US/blog/introducing-mdn-mcp-server/\"\n uid=2_74 \"4 months ago\"\n uid=2_75 \"MDN's MCP server brings MDN's documentation and browser compatibility data directly into your editor or IDE, giving your LLM or coding agent access to accurate, up-to-date web platform information.\"\n uid=2_76 link \"developer.mozilla.org\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=2_78 link \"Under the hood of MDN's new frontend\" url=\"https://developer.mozilla.org/en-US/blog/mdn-front-end-deep-dive/\"\n uid=2_80 \"7 months ago\"\n uid=2_81 \"You may have spotted that MDN has a new frontend. There's plenty happening under the surface, so let's unpack the technologies we chose, the architectural decisions we made, and why we did a rebuild at all.\"\n uid=2_82 link \"developer.mozilla.org\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=2_84 link \"Image formats: Codecs and compression tools\" url=\"https://developer.mozilla.org/en-US/blog/image-formats-codecs-compression-tools/\"\n uid=2_86 \"12 months ago\"\n uid=2_87 \"Image compression involves countless trade-offs between quality, size, and speed. In this final part of the series, we experiment with codecs, metrics, and tools to find practical ways to balance efficiency and visual fidelity.\"\n uid=2_88 link \"developer.mozilla.org\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=2_90 link \"A beginner-friendly guide to view transitions in CSS\" url=\"https://developer.mozilla.org/en-US/blog/view-transitions-beginner-guide/\"\n uid=2_92 \"1 year ago\"\n uid=2_93 \"Learn how to bring smooth, animated navigation to multi-page apps with view transitions. With just one line of CSS, you can enable seamless transitions between pages.\"\n uid=2_94 heading \"Recent contributions\" level=\"2\"\n uid=2_95 link \"mdn/translated-content (external)\" url=\"https://github.com/mdn/translated-content\"\n uid=2_98 \"11 hours ago\"\n uid=2_99 link \"[ja] SubtleCrypto: deriveKey() \u30e1\u30bd\u30c3\u30c9\u306e\u66f4\u65b0 (external)\" url=\"https://github.com/mdn/translated-content/pull/39708\"\n uid=2_102 link \"mdn/content (external)\" url=\"https://github.com/mdn/content\"\n uid=2_105 \"6 hours ago\"\n uid=2_106 link \"New JS guide: Agent communication and coordination (external)\" url=\"https://github.com/mdn/content/pull/46200\"\n uid=2_109 link \"mdn/content (external)\" url=\"https://github.com/mdn/content\"\n uid=2_112 \"5 hours ago\"\n uid=2_113 link \"Fix typos (external)\" url=\"https://github.com/mdn/content/pull/46318\"\n uid=2_116 link \"mdn/content (external)\" url=\"https://github.com/mdn/content\"\n uid=2_119 \"5 hours ago\"\n uid=2_120 link \"Fix a typo: `link-parameters` is a property, not a function (external)\" url=\"https://github.com/mdn/content/pull/46258\"\n uid=2_123 link \"mdn/translated-content (external)\" url=\"https://github.com/mdn/translated-content\"\n uid=2_126 \"5 hours ago\"\n uid=2_127 link \"chore(sync-fr): sync and update maintained pages - 28/10/2026 (external)\" url=\"https://github.com/mdn/translated-content/pull/39762\"\n uid=2_130 link \"mdn/translated-content (external)\" url=\"https://github.com/mdn/translated-content\"\n uid=2_133 \"5 hours ago\"\n uid=2_134 link \"fix(fr): \"Integer conversion\" title fix (external)\" url=\"https://github.com/mdn/translated-content/pull/39763\"\n uid=2_137 link \"mdn/translated-content (external)\" url=\"https://github.com/mdn/translated-content\"\n uid=2_140 \"5 hours ago\"\n uid=2_141 link \"chore(fr): translation of `Web/JavaScript/Reference/Global_Objects/AbstractModuleSource` (external)\" url=\"https://github.com/mdn/translated-content/pull/39764\"\n uid=2_144 link \"mdn/content (external)\" url=\"https://github.com/mdn/content\"\n uid=2_147 \"5 hours ago\"\n uid=2_148 link \"Explain the typographic rationale for text-autospace (external)\" url=\"https://github.com/mdn/content/pull/46251\"\n uid=2_151 link \"mdn/content (external)\" url=\"https://github.com/mdn/content\"\n uid=2_154 \"4 hours ago\"\n uid=2_155 link \"Note that referrer policy and noreferrer apply to link downloads (external)\" url=\"https://github.com/mdn/content/pull/46321\"\n uid=2_158 heading \"Contributor Spotlight\" level=\"2\"\n uid=2_159 link \"SHRINIVASS ARUNACHALAM BALASUBRAMANIAN\" url=\"https://developer.mozilla.org/en-US/community/spotlight/shrinivass-arunachalam-balasubramanian\"\n uid=2_161 \"MDN closely follows W3C standards which helps me keep up with important topics. It's a complete package as it caters to everything; complex APIs, new browser functionalities, and best practices. MDN serves as a truly valuable resource and continues to assist me in my everyday development.\"\n uid=2_162 link \"Get involved\" url=\"https://developer.mozilla.org/en-US/community\"\n uid=2_164 image \"Tiled Mozilla Logo\" url=\"https://developer.mozilla.org/static/ssr/mdn_contributor.9e2a105f50828d5a.png\"\n uid=2_165 link \"WorkOS\" url=\"https://developer.mozilla.org/pong/click?code=aHR0cHM6Ly9zcnYuYnV5c2VsbGFkcy5jb20vYWRzL2NsaWNrL3gvR1RORDQyNzdDSzdEVDJKRUNZWTRZS1FVRjY3SUVLM1dDSzdENVozSkNBQUlDMkpOQ1Q3RFZLUUtGVEFJS0szTENXQklQS0pKQ0FZRFZLNzdDWVNEVjJRS0M2U0lMSzdMQ1c3SUtLM0VISk5DTFNJWg%3D%3D.lLY7IOGih7fyFuuh9HgqRzczHh2zwKxON4QV1fEgyDc%3D&version=2\"\n uid=2_166 image \"WorkOS\" url=\"https://developer.mozilla.org/pimg/aHR0cHM6Ly9zdGF0aWM0LmJ1eXNlbGxhZHMubmV0L3V1LzIvMTc5MTY0LzE3OTAzNDkxNTgtMTQ1NngxODBfYm90dG9tX09jdF9CYW5uZXIuanBn.h9J8BRL%2F%2FsyOM8USRWsf7eyz74fXKaeqiEPYIzrCp2Y%3D\"\n uid=2_167 link \"AD\" url=\"https://developer.mozilla.org/en-US/advertising\"\n uid=2_169 contentinfo\n uid=2_170 link \"MDN logo\" url=\"https://developer.mozilla.org/\"\n uid=2_171 image \"MDN\"\n uid=2_172 \"Your blueprint for a better internet.\"\n uid=2_173 link \"MDN on GitHub\" url=\"https://github.com/mdn/\"\n uid=2_174 link \"MDN on Bluesky\" url=\"https://bsky.app/profile/developer.mozilla.org\"\n uid=2_175 link \"MDN on X\" url=\"https://x.com/mozdevnet\"\n uid=2_176 link \"MDN on Mastodon\" url=\"https://mastodon.social/@mdn\"\n uid=2_177 link \"MDN blog RSS feed\" url=\"https://developer.mozilla.org/en-US/blog/rss.xml\"\n uid=2_178 \"MDN\"\n uid=2_179 link \"About\" url=\"https://developer.mozilla.org/en-US/about\"\n uid=2_181 link \"Blog\" url=\"https://developer.mozilla.org/en-US/blog/\"\n uid=2_183 link \"Mozilla careers (external)\" url=\"https://www.mozilla.org/en-US/careers/listings/\"\n uid=2_186 link \"Advertise with us\" url=\"https://developer.mozilla.org/en-US/advertising\"\n uid=2_188 link \"MDN Plus\" url=\"https://developer.mozilla.org/en-US/plus\"\n uid=2_190 link \"Product help (external)\" url=\"https://support.mozilla.org/products/mdn-plus\"\n uid=2_193 \"Contribute\"\n uid=2_194 link \"MDN Community\" url=\"https://developer.mozilla.org/en-US/community\"\n uid=2_196 link \"Community resources\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Community\"\n uid=2_198 link \"Writing guidelines\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Writing_guidelines\"\n uid=2_200 link \"MDN Discord (external)\" url=\"https://developer.mozilla.org/discord\"\n uid=2_203 link \"MDN on GitHub (external)\" url=\"https://github.com/mdn\"\n uid=2_206 \"Developers\"\n uid=2_207 link \"Web technologies\" url=\"https://developer.mozilla.org/en-US/docs/Web\"\n uid=2_209 link \"Learn web development\" url=\"https://developer.mozilla.org/en-US/docs/Learn_web_development\"\n uid=2_211 link \"Guides\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Guides\"\n uid=2_213 link \"Tutorials\" url=\"https://developer.mozilla.org/en-US/docs/MDN/Tutorials\"\n uid=2_215 link \"Glossary\" url=\"https://developer.mozilla.org/en-US/docs/Glossary\"\n uid=2_217 link \"Hacks blog (external)\" url=\"https://hacks.mozilla.org/\"\n uid=2_220 link \"Mozilla logo\" url=\"https://www.mozilla.org/\"\n uid=2_221 image \"Mozilla\"\n uid=2_222 link \"Website Privacy Notice (external)\" url=\"https://www.mozilla.org/privacy/websites/\"\n uid=2_225 link \"Telemetry Settings (external)\" url=\"https://www.mozilla.org/en-US/privacy/websites/data-preferences/\"\n uid=2_228 link \"Legal (external)\" url=\"https://www.mozilla.org/about/legal/terms/mozilla\"\n uid=2_231 link \"Community Participation Guidelines (external)\" url=\"https://www.mozilla.org/about/governance/policies/participation/\"\n uid=2_234 \"Portions of this content are \u00a91998\u20132026 by individual mozilla.org contributors. Content available under \"\n uid=2_235 link \"a Creative Commons license\" url=\"https://developer.mozilla.org/docs/MDN/Writing_guidelines/Attrib_copyright_license\"\n uid=2_237 \".\"\n" }, { "name": "click", "input": { "pageId": 2, "uid": "2_43" }, "chars": 35, "images": 0, "error": false, "secs": 0.26, "text": "Successfully clicked on the element" }, { "name": "type_text", "input": { "pageId": 2, "text": "AbortController" }, "chars": 28, "images": 0, "error": false, "secs": 0.28, "text": "Typed text \"AbortController\"" }, { "name": "take_snapshot", "input": { "pageId": 2 }, "chars": 1174, "images": 0, "error": false, "secs": 0.01, "text": "## Latest page snapshot\nuid=2_0 RootWebArea \"MDN Web Docs\" url=\"https://developer.mozilla.org/en-US/\"\n uid=3_0 dialog modal\n uid=3_1 form\n uid=3_2 combobox \"Search\" autocomplete=\"list\" expandable expanded focusable focused haspopup=\"listbox\" value=\"AbortController\"\n uid=3_3 status atomic live=\"polite\" relevant=\"additions text\"\n uid=3_4 \"4 results available.\"\n uid=3_5 listbox \"Search results\" orientation=\"vertical\"\n uid=3_6 link \"Web APIs AbortController\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController\"\n uid=3_7 link \"Web APIs / AbortController AbortController: AbortController() constructor\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/AbortController\"\n uid=3_8 link \"Web APIs / AbortController AbortController: abort() method\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/abort\"\n uid=3_9 link \"Web APIs / AbortController AbortController: signal property\" url=\"https://developer.mozilla.org/en-US/docs/Web/API/AbortController/signal\"\n uid=3_10 link \"Site search for AbortController\" url=\"https://developer.mozilla.org/en-US/search?q=AbortController\"\n" }, { "name": "click", "input": { "pageId": 2, "uid": "3_6" }, "chars": 119, "images": 0, "error": false, "secs": 0.38, "text": "Successfully clicked on the element\nPage navigated to https://developer.mozilla.org/en-US/docs/Web/API/AbortController." }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => [...document.querySelectorAll('h2, dt, dd')].slice(0,15).map(e=>e.innerText).join('\\n')" }, "chars": 3022, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n\"HTML reference\\n\\n \\n Elements\\n \\n Global attributes\\n \\n Attributes\\n \\n See all\u2026\\n \\n \\nHTML guides\\n\\n \\n Responsive images\\n \\n HTML cheatsheet\\n \\n Date & time formats\\n \\n See all\u2026\\n \\n \\nMarkup languages\\n\\n \\n SVG\\n \\n MathML\\n \\n XML\\n \\n \\nCSS reference\\n\\n \\n Properties\\n \\n Selectors\\n \\n At-rules\\n \\n Values\\n \\n See all\u2026\\n \\n \\nCSS guides\\n\\n \\n Box model\\n \\n Animations\\n \\n Flexbox\\n \\n Colors\\n \\n See all\u2026\\n \\n \\nLayout cookbook\\n\\n \\n Column layouts\\n \\n Centering an element\\n \\n Card component\\n \\n See all\u2026\\n \\n \\nJS reference\\n\\n \\n Standard built-in objects\\n \\n Expressions & operators\\n \\n Statements & declarations\\n \\n Functions\\n \\n See all\u2026\\n \\n \\nJS guides\"\n```" }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => [...document.querySelectorAll('main dt, main dd')].slice(0,10).map(e=>e.innerText).join('\\n')" }, "chars": 437, "images": 0, "error": false, "secs": 0.22, "text": "Script ran on page and returned:\n```json\n\"AbortController()\\nCreates a new AbortController object instance.\\nAbortController.signal Read only\\nReturns an AbortSignal object instance, which can be used to communicate with, or to abort, an asynchronous operation.\\nAbortController.abort()\\nAborts an asynchronous operation before it has completed. This is able to abort fetch requests, consumption of any response bodies, and streams.\"\n```" } ], "final": "The method is **`abort()`**, written as `AbortController.abort()`. I searched MDN for AbortController and opened its page. It says this method \"aborts an asynchronous operation before it has completed,\" which covers fetch requests, reading response bodies, and streams.", "secs": 17.7, "totals": { "input": 14, "cache_read": 89914, "cache_write": 8769, "output": 743, "input_all": 98697 } }, { "setup": "devtools-mcp", "run": "r2", "task": "pydocs-taskgroup", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 116, "output": 27, "stop": "tool_use" }, { "input": 2, "cache_read": 11176, "cache_write": 49, "output": 197, "stop": "tool_use" }, { "input": 2, "cache_read": 11225, "cache_write": 5636, "output": 190, "stop": "tool_use" }, { "input": 2, "cache_read": 16861, "cache_write": 621, "output": 94, "stop": "end_turn" } ], "tool_calls": [ { "name": "list_pages", "input": {}, "chars": 34, "images": 0, "error": false, "secs": 0.56, "text": "## Pages\n1: about:blank [selected]" }, { "name": "navigate_page", "input": { "pageId": 1, "url": "https://docs.python.org/3/search.html?q=asyncio.TaskGroup" }, "chars": 204, "images": 0, "error": false, "secs": 1.04, "text": "Successfully navigated to https://docs.python.org/3/search.html?q=asyncio.TaskGroup.\n## Pages\n1: Search \u2014 Python 3.15.2 documentation (https://docs.python.org/3/search.html?q=asyncio.TaskGroup) [selected]" }, { "name": "wait_for", "input": { "pageId": 1, "text": [ "Search finished" ], "timeout": 15000 }, "chars": 11247, "images": 0, "error": false, "secs": 0.04, "text": "Element matching one of [\"Search finished\"] found.\n## Latest page snapshot\nuid=1_0 RootWebArea \"Search \u2014 Python 3.15.2 documentation\" url=\"https://docs.python.org/3/search.html?q=asyncio.TaskGroup\"\n uid=1_1 navigation \"Related\"\n uid=1_2 link \"index\" description=\"General Index\" keyshortcuts=\"Ctrl+Alt+I\" url=\"https://docs.python.org/3/genindex.html\"\n uid=1_4 link \"modules\" description=\"Python Module Index\" url=\"https://docs.python.org/3/py-modindex.html\"\n uid=1_6 \" |\"\n uid=1_7 image \"Python logo\" url=\"https://docs.python.org/3/_static/py.svg\"\n uid=1_8 \" \"\n uid=1_9 link \"Python\" url=\"https://www.python.org/\"\n uid=1_11 \" \u00bb\"\n uid=1_12 combobox \"Language\" expandable haspopup=\"menu\" value=\"English\"\n uid=1_13 option \"German | Deutsch\"\n uid=1_14 option \"Greek | \u0395\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac\"\n uid=1_15 option \"English\" selected\n uid=1_16 option \"Spanish | espa\u00f1ol\"\n uid=1_17 option \"Persian | \u0641\u0627\u0631\u0633\u06cc\"\n uid=1_18 option \"French | fran\u00e7ais\"\n uid=1_19 option \"Italian | italiano\"\n uid=1_20 option \"Japanese | \u65e5\u672c\u8a9e\"\n uid=1_21 option \"Korean | \ud55c\uad6d\uc5b4\"\n uid=1_22 option \"Punjabi | \u0a2a\u0a70\u0a1c\u0a3e\u0a2c\u0a40\"\n uid=1_23 option \"Polish | polski\"\n uid=1_24 option \"Brazilian Portuguese | Portugu\u00eas brasileiro\"\n uid=1_25 option \"Romanian | Rom\u00e2ne\u0219te\"\n uid=1_26 option \"Russian | \u0420\u0443\u0441\u0441\u043a\u0438\u0439\"\n uid=1_27 option \"Turkish | T\u00fcrk\u00e7e\"\n uid=1_28 option \"Simplified Chinese | \u7b80\u4f53\u4e2d\u6587\"\n uid=1_29 option \"Traditional Chinese | \u7e41\u9ad4\u4e2d\u6587\"\n uid=1_30 combobox \"Python version\" expandable haspopup=\"menu\" value=\"3.15.2\"\n uid=1_31 option \"dev (3.16)\"\n uid=1_32 option \"3.15.2\" selected\n uid=1_33 option \"3.14\"\n uid=1_34 option \"3.13\"\n uid=1_35 option \"3.12\"\n uid=1_36 option \"3.11\"\n uid=1_37 option \"3.10\"\n uid=1_38 option \"3.9\"\n uid=1_39 option \"3.8\"\n uid=1_40 option \"3.7\"\n uid=1_41 option \"3.6\"\n uid=1_42 option \"3.5\"\n uid=1_43 option \"3.4\"\n uid=1_44 option \"3.3\"\n uid=1_45 option \"3.2\"\n uid=1_46 option \"3.1\"\n uid=1_47 option \"3.0\"\n uid=1_48 option \"2.7\"\n uid=1_49 option \"2.6\"\n uid=1_50 link \"3.15.2 documentation\" url=\"https://docs.python.org/3/index.html\"\n uid=1_52 \" \u00bb \"\n uid=1_53 link \"Search\" url=\"https://docs.python.org/3/search.html?q=asyncio.TaskGroup\"\n uid=1_55 \"Theme \"\n uid=1_56 combobox \"Theme\" expandable haspopup=\"menu\" value=\"Auto\"\n uid=1_57 option \"Auto\" selected\n uid=1_58 option \"Light\"\n uid=1_59 option \"Dark\"\n uid=1_60 \"|\"\n uid=1_61 main\n uid=1_62 heading \"Search\" level=\"1\"\n uid=1_63 \"Searching for multiple words only shows matches that contain all words.\"\n uid=1_64 form\n uid=1_65 textbox \"Search\" value=\"asyncio.TaskGroup\"\n uid=1_66 button \"search\"\n uid=1_67 heading \"Search Results\" level=\"2\"\n uid=1_68 \"Search finished, found 13 pages matching the search query.\"\n uid=1_69 link \"asyncio.TaskGroup\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup\"\n uid=1_73 \" (Python class, in Coroutines and tasks)\"\n uid=1_74 link \"What\u2019s New In Python 3.11\" url=\"https://docs.python.org/3/whatsnew/3.11.html\"\n uid=1_76 \"...types for static type checking. (Contributed by Sebastian Rittau in bpo-42012.) Improved Modules \"\n uid=1_77 \"asyncio\"\n uid=1_78 \" Added the \"\n uid=1_79 \"TaskGroup\"\n uid=1_80 \" class, an asynchronous context manager holding a group of tasks that will wait for all of them upon exit. For...\"\n uid=1_81 link \"What\u2019s New In Python 3.13\" url=\"https://docs.python.org/3/whatsnew/3.13.html\"\n uid=1_83 \"...ntil(), stopping when any one of them is encountered. (Contributed by Bruce Merry in gh-81322.) Improve the behavior of \"\n uid=1_84 \"TaskGroup\"\n uid=1_85 \" when an external cancellation collides with an internal cancellation. For example, when two task groups are ne...\"\n uid=1_86 link \"What\u2019s new in Python 3.14\" url=\"https://docs.python.org/3/whatsnew/3.14.html\"\n uid=1_88 \"...await \"\n uid=1_89 \"asyncio\"\n uid=1_90 \".sleep(5) print(f'\ud83c\udfb5 Finished: {track}') async def play_album(name, tracks): async with \"\n uid=1_91 \"asyncio\"\n uid=1_92 \".\"\n uid=1_93 \"TaskGroup\"\n uid=1_94 \"() as tg: for track in tracks: tg.create_task(play_track(track), name=track) async def mai...\"\n uid=1_95 link \"What\u2019s new in Python 3.15\" url=\"https://docs.python.org/3/whatsnew/3.15.html\"\n uid=1_97 \"...ault. This can be controlled using environment variables. (Contributed by Stan Ulbrych in gh-148981.) \"\n uid=1_98 \"asyncio\"\n uid=1_99 \" Added \"\n uid=1_100 \"TaskGroup\"\n uid=1_101 \".cancel to allow early termination of a task group, for instance, when the goal of the tasks has been achieved...\"\n uid=1_102 link \"asyncio.TaskGroup.cancel\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup.cancel\"\n uid=1_107 \" (Python method, in Coroutines and tasks)\"\n uid=1_108 link \"asyncio.TaskGroup.create_task\" url=\"https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup.create_task\"\n uid=1_113 \" (Python method, in Coroutines and tasks)\"\n uid=1_114 link \"Call graph introspection\" url=\"https://docs.python.org/3/library/asyncio-graph.html\"\n uid=1_116 \"...Python code: import \"\n uid=1_117 \"asyncio\"\n uid=1_118 \" async def test(): \"\n uid=1_119 \"asyncio\"\n uid=1_120 \".print_call_graph() async def main(): async with \"\n uid=1_121 \"asyncio\"\n uid=1_122 \".\"\n uid=1_123 \"TaskGroup\"\n uid=1_124 \"() as g: g.create_task(test(), name='test') \"\n uid=1_125 \"asyncio\"\n uid=1_126 \".run(main()) will print: * Task(name='test', id=0...\"\n uid=1_127 link \"Changelog\" url=\"https://docs.python.org/3/whatsnew/changelog.html\"\n uid=1_129 \"...d on the current line, so values under long keys could overflow width instead of being expanded. gh-155433: Fix \"\n uid=1_130 \"asyncio\"\n uid=1_131 \".\"\n uid=1_132 \"TaskGroup\"\n uid=1_133 \" losing outside cancellation after cancel(). gh-155418: Fix \"\n uid=1_134 \"asyncio\"\n uid=1_135 \".TaskGroup hang when a task created by async...\"\n uid=1_136 link \"Command-line introspection tools\" url=\"https://docs.python.org/3/library/asyncio-tools.html\"\n uid=1_138 \"...await \"\n uid=1_139 \"asyncio\"\n uid=1_140 \".sleep(3600) print(f\"\ud83c\udfb5 Finished: {track}\") async def album(name, tracks): async with \"\n uid=1_141 \"asyncio\"\n uid=1_142 \".\"\n uid=1_143 \"TaskGroup\"\n uid=1_144 \"() as tg: for track in tracks: tg.create_task(play(track), name=track) async def main():...\"\n uid=1_145 link \"Coroutines and tasks\" url=\"https://docs.python.org/3/library/asyncio-task.html\"\n uid=1_147 \"...that the snippet runs 1 second faster than before: started at 17:14:32 hello world finished at 17:14:34 The \"\n uid=1_148 \"asyncio\"\n uid=1_149 \".\"\n uid=1_150 \"TaskGroup\"\n uid=1_151 \" class provides a more modern alternative to create_task(). Using this API, the last example becomes: async def...\"\n uid=1_152 link \"Futures\" url=\"https://docs.python.org/3/library/asyncio-future.html\"\n uid=1_154 \"...ing mid-execution. See also the create_task() function which is the preferred way for creating new tasks or use \"\n uid=1_155 \"asyncio\"\n uid=1_156 \".\"\n uid=1_157 \"TaskGroup\"\n uid=1_158 \" which keeps reference to the task internally. Changed in version 3.5.1: The function accepts any awaitable o...\"\n uid=1_159 link \"High-level API Index\" url=\"https://docs.python.org/3/library/asyncio-api-index.html\"\n uid=1_161 \"...coroutine, close the loop. Runner A context manager that simplifies multiple async function calls. Task Task object. \"\n uid=1_162 \"TaskGroup\"\n uid=1_163 \" A context manager that holds a group of tasks. Provides a convenient and reliable way to wait for all tasks in...\"\n uid=1_164 navigation \"Main\"\n uid=1_165 \"\u00ab\"\n uid=1_166 navigation \"Related\"\n uid=1_167 link \"index\" description=\"General Index\" url=\"https://docs.python.org/3/genindex.html\"\n uid=1_169 link \"modules\" description=\"Python Module Index\" url=\"https://docs.python.org/3/py-modindex.html\"\n uid=1_171 \" |\"\n uid=1_172 image \"Python logo\" url=\"https://docs.python.org/3/_static/py.svg\"\n uid=1_173 \" \"\n uid=1_174 link \"Python\" url=\"https://www.python.org/\"\n uid=1_176 \" \u00bb\"\n uid=1_177 combobox \"Language\" expandable haspopup=\"menu\" value=\"English\"\n uid=1_178 option \"German | Deutsch\"\n uid=1_179 option \"Greek | \u0395\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac\"\n uid=1_180 option \"English\" selected\n uid=1_181 option \"Spanish | espa\u00f1ol\"\n uid=1_182 option \"Persian | \u0641\u0627\u0631\u0633\u06cc\"\n uid=1_183 option \"French | fran\u00e7ais\"\n uid=1_184 option \"Italian | italiano\"\n uid=1_185 option \"Japanese | \u65e5\u672c\u8a9e\"\n uid=1_186 option \"Korean | \ud55c\uad6d\uc5b4\"\n uid=1_187 option \"Punjabi | \u0a2a\u0a70\u0a1c\u0a3e\u0a2c\u0a40\"\n uid=1_188 option \"Polish | polski\"\n uid=1_189 option \"Brazilian Portuguese | Portugu\u00eas brasileiro\"\n uid=1_190 option \"Romanian | Rom\u00e2ne\u0219te\"\n uid=1_191 option \"Russian | \u0420\u0443\u0441\u0441\u043a\u0438\u0439\"\n uid=1_192 option \"Turkish | T\u00fcrk\u00e7e\"\n uid=1_193 option \"Simplified Chinese | \u7b80\u4f53\u4e2d\u6587\"\n uid=1_194 option \"Traditional Chinese | \u7e41\u9ad4\u4e2d\u6587\"\n uid=1_195 combobox \"Python version\" expandable haspopup=\"menu\" value=\"3.15.2\"\n uid=1_196 option \"dev (3.16)\"\n uid=1_197 option \"3.15.2\" selected\n uid=1_198 option \"3.14\"\n uid=1_199 option \"3.13\"\n uid=1_200 option \"3.12\"\n uid=1_201 option \"3.11\"\n uid=1_202 option \"3.10\"\n uid=1_203 option \"3.9\"\n uid=1_204 option \"3.8\"\n uid=1_205 option \"3.7\"\n uid=1_206 option \"3.6\"\n uid=1_207 option \"3.5\"\n uid=1_208 option \"3.4\"\n uid=1_209 option \"3.3\"\n uid=1_210 option \"3.2\"\n uid=1_211 option \"3.1\"\n uid=1_212 option \"3.0\"\n uid=1_213 option \"2.7\"\n uid=1_214 option \"2.6\"\n uid=1_215 link \"3.15.2 documentation\" url=\"https://docs.python.org/3/index.html\"\n uid=1_217 \" \u00bb \"\n uid=1_218 link \"Search\" url=\"https://docs.python.org/3/search.html?q=asyncio.TaskGroup\"\n uid=1_220 \"Theme \"\n uid=1_221 combobox \"Theme\" expandable haspopup=\"menu\" value=\"Auto\"\n uid=1_222 option \"Auto\" selected\n uid=1_223 option \"Light\"\n uid=1_224 option \"Dark\"\n uid=1_225 \"|\"\n uid=1_226 \"\u00a9 \"\n uid=1_227 link \"Copyright\" url=\"https://docs.python.org/3/copyright.html\"\n uid=1_229 \" 2001 Python Software Foundation.\"\n uid=1_230 LineBreak \"\n\"\n uid=1_231 \"This page is licensed under the Python Software Foundation License Version 2.\"\n uid=1_232 LineBreak \"\n\"\n uid=1_233 \"Examples, recipes, and other code in the documentation are additionally licensed under the Zero Clause BSD License.\"\n uid=1_234 LineBreak \"\n\"\n uid=1_235 \"See \"\n uid=1_236 link \"History and License\" url=\"https://docs.python.org/license.html\"\n uid=1_238 \" for more information.\"\n uid=1_239 LineBreak \"\n\"\n uid=1_240 LineBreak \"\n\"\n uid=1_241 \"The Python Software Foundation is a non-profit corporation. \"\n uid=1_242 link \"Please donate.\" url=\"https://www.python.org/psf/donations/\"\n uid=1_244 LineBreak \"\n\"\n uid=1_245 LineBreak \"\n\"\n uid=1_246 \"Last updated on Oct 28, 2026 (17:23 UTC). \"\n uid=1_247 link \"Found a bug\" url=\"https://docs.python.org/bugs.html\"\n uid=1_249 \"?\"\n uid=1_250 LineBreak \"\n\"\n uid=1_251 \"Created using \"\n uid=1_252 link \"Sphinx\" url=\"https://www.sphinx-doc.org/\"\n uid=1_254 \" 8.2.3.\"\n" }, { "name": "click", "input": { "pageId": 1, "uid": "1_69" }, "chars": 124, "images": 0, "error": false, "secs": 0.27, "text": "Successfully clicked on the element\nPage navigated to https://docs.python.org/3/library/asyncio-task.html#asyncio.TaskGroup." }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "() => document.getElementById('asyncio.TaskGroup').parentElement.innerText.slice(0,800)" }, "chars": 863, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n\"class asyncio.TaskGroup\\n\\nAn asynchronous context manager holding a group of tasks. Tasks can be added to the group using create_task(). All tasks are awaited when the context manager exits.\\n\\nAdded in version 3.11.\\n\\ncreate_task(coro, *, name=None, context=None, eager_start=None, **kwargs)\\n\\nCreate a task in this task group. The signature matches that of asyncio.create_task(). If the task group is inactive (e.g. not yet entered, already finished, or in the process of shutting down), we will close the given coro and raise RuntimeError.\\n\\nChanged in version 3.13: Close the given coroutine if the task group is not active.\\n\\nChanged in version 3.14: Passes on all kwargs to loop.create_task()\\n\\ncancel()\\n\\nCancel the task group. This is a non-exceptional, early exit of the task group\u2019s lifetime \u2013 usefu\"\n```" } ], "final": "asyncio.TaskGroup was added in Python 3.11. I searched the docs for it, and the class entry on the \"Coroutines and tasks\" page says \"Added in version 3.11.\" The \"What's New In Python 3.11\" page also lists TaskGroup as a new asyncio class.", "secs": 11.5, "totals": { "input": 10, "cache_read": 50322, "cache_write": 6422, "output": 508, "input_all": 56754 } }, { "setup": "devtools-mcp", "run": "r2", "task": "pypi-httpx", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 102, "output": 60, "stop": "tool_use" }, { "input": 2, "cache_read": 11162, "cache_write": 109, "output": 143, "stop": "tool_use" }, { "input": 2, "cache_read": 11271, "cache_write": 171, "output": 52, "stop": "tool_use" }, { "input": 2, "cache_read": 11442, "cache_write": 9959, "output": 38, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://pypi.org/project/httpx/" }, "chars": 84, "images": 0, "error": false, "secs": 1.6, "text": "## Pages\n1: about:blank\n2: httpx \u00b7 PyPI (https://pypi.org/project/httpx/) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => [document.querySelector('.package-header__name')?.innerText, document.querySelector('.package-header__date')?.innerText, document.querySelector('.package-header__date time')?.getAttribute('datetime')]" }, "chars": 61, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n[null,null,null]\n```" }, { "name": "take_snapshot", "input": { "pageId": 2 }, "chars": 20887, "images": 0, "error": false, "secs": 0.05, "text": "## Latest page snapshot\nuid=1_0 RootWebArea \"httpx \u00b7 PyPI\" url=\"https://pypi.org/project/httpx/\"\n uid=1_1 link \"Skip to main content\" url=\"https://pypi.org/project/httpx/#content\"\n uid=1_3 banner\n uid=1_4 link \"PyPI\" url=\"https://pypi.org/\"\n uid=1_5 image \"PyPI\" url=\"https://pypi.org/static/images/logo-small.0e0855d0.svg\"\n uid=1_6 search\n uid=1_7 \"Search PyPI\"\n uid=1_8 textbox \"Search PyPI\"\n uid=1_9 button \"Search\"\n uid=1_10 navigation \"Main navigation\"\n uid=1_11 link \"Blog\" url=\"https://blog.pypi.org/\"\n uid=1_13 link \"Docs\" url=\"https://docs.pypi.org/\"\n uid=1_15 link \"Log in\" url=\"https://pypi.org/account/login/?next=https%3A%2F%2Fpypi.org%2Fproject%2Fhttpx%2F\"\n uid=1_17 link \"Register\" url=\"https://pypi.org/account/register/\"\n uid=1_19 navigation \"Localization\"\n uid=1_20 button \"Change language\" expandable haspopup=\"menu\"\n uid=1_21 form\n uid=1_22 main\n uid=1_23 heading \"httpx 0.28.1\" level=\"1\"\n uid=1_24 \"The next generation HTTP client.\"\n uid=1_25 \"pip install httpx\"\n uid=1_26 button \"Copy PIP instructions\"\n uid=1_27 navigation \"Navigation for httpx\"\n uid=1_28 tab \"Project description. Focus will be moved to the description.\" selectable selected\n uid=1_29 tab \"Files. Focus will be moved to the project files.\" selectable\n uid=1_30 tab \"Release security. Focus will be moved to the security panel.\" selectable\n uid=1_31 tab \"Release history. Focus will be moved to the release history panel.\" selectable\n uid=1_32 tabpanel \"Project description. Focus will be moved to the description.\"\n uid=1_33 link \"HTTPX\" url=\"https://www.python-httpx.org/\"\n uid=1_34 image \"HTTPX\" url=\"https://pypi-camo.freetls.fastly.net/9a515738739ed2deb91c8558b7813424267ab1ad/68747470733a2f2f7261772e67697468756275736572636f6e74656e742e636f6d2f656e636f64652f68747470782f6d61737465722f646f63732f696d672f627574746572666c792e706e67\"\n uid=1_35 \"HTTPX\"\n uid=1_36 \" \"\n uid=1_37 \"- A next-generation HTTP client for Python.\"\n uid=1_38 link \"Test Suite\" url=\"https://github.com/encode/httpx/actions\"\n uid=1_39 image \"Test Suite\" url=\"https://pypi-camo.freetls.fastly.net/d61b1d70f75fc4c3ba1b864a9a5c49a2ca6be77f/68747470733a2f2f6769746875622e636f6d2f656e636f64652f68747470782f776f726b666c6f77732f5465737425323053756974652f62616467652e737667\"\n uid=1_40 link \"Package version\" url=\"https://pypi.org/project/httpx/\"\n uid=1_41 image \"Package version\" url=\"https://pypi-camo.freetls.fastly.net/68ab4c697e9690d9244fa10156d1fc86f2212304/68747470733a2f2f62616467652e667572792e696f2f70792f68747470782e737667\"\n uid=1_42 \"HTTPX is a fully featured HTTP client library for Python 3. It includes \"\n uid=1_43 \"an integrated command line client\"\n uid=1_44 \", has support for both \"\n uid=1_45 \"HTTP/1.1 and HTTP/2\"\n uid=1_46 \", and provides both \"\n uid=1_47 \"sync and async APIs\"\n uid=1_48 \".\"\n uid=1_49 \"Install HTTPX using pip:\"\n uid=1_50 \"$\"\n uid=1_51 \" \"\n uid=1_52 \"pip\"\n uid=1_53 \" \"\n uid=1_54 \"install\"\n uid=1_55 \" \"\n uid=1_56 \"httpx\n\"\n uid=1_57 \"Now, let's get started:\"\n uid=1_58 \">>> \"\n uid=1_59 \"import\"\n uid=1_60 \" \"\n uid=1_61 \"httpx\"\n uid=1_62 \"\n\"\n uid=1_63 \">>> \"\n uid=1_64 \"r\"\n uid=1_65 \" \"\n uid=1_66 \"=\"\n uid=1_67 \" \"\n uid=1_68 \"httpx\"\n uid=1_69 \".\"\n uid=1_70 \"get\"\n uid=1_71 \"(\"\n uid=1_72 \"'https://www.example.org/'\"\n uid=1_73 \")\"\n uid=1_74 \"\n\"\n uid=1_75 \">>> \"\n uid=1_76 \"r\"\n uid=1_77 \"\n\"\n uid=1_78 \"\"\n uid=1_79 \"\n\"\n uid=1_80 \">>> \"\n uid=1_81 \"r\"\n uid=1_82 \".\"\n uid=1_83 \"status_code\"\n uid=1_84 \"\n\"\n uid=1_85 \"200\"\n uid=1_86 \"\n\"\n uid=1_87 \">>> \"\n uid=1_88 \"r\"\n uid=1_89 \".\"\n uid=1_90 \"headers\"\n uid=1_91 \"[\"\n uid=1_92 \"'content-type'\"\n uid=1_93 \"]\"\n uid=1_94 \"\n\"\n uid=1_95 \"'text/html; charset=UTF-8'\"\n uid=1_96 \"\n\"\n uid=1_97 \">>> \"\n uid=1_98 \"r\"\n uid=1_99 \".\"\n uid=1_100 \"text\"\n uid=1_101 \"\n\"\n uid=1_102 \"'\\n\\n\\nExample Domain...'\"\n uid=1_103 \"\n\"\n uid=1_104 \"Or, using the command-line client.\"\n uid=1_105 \"$\"\n uid=1_106 \" \"\n uid=1_107 \"pip\"\n uid=1_108 \" \"\n uid=1_109 \"install\"\n uid=1_110 \" \"\n uid=1_111 \"'httpx[cli]'\"\n uid=1_112 \" \"\n uid=1_113 \"# The command line client is an optional dependency.\"\n uid=1_114 \"\n\"\n uid=1_115 \"Which now allows us to use HTTPX directly from the command-line...\"\n uid=1_116 image \"httpx --help\" url=\"https://pypi-camo.freetls.fastly.net/ca2a35fba87b35a6ef25ebbff73b7b9c111da49a/68747470733a2f2f7261772e67697468756275736572636f6e74656e742e636f6d2f656e636f64652f68747470782f6d61737465722f646f63732f696d672f68747470782d68656c702e706e67\"\n uid=1_117 \"Sending a request...\"\n uid=1_118 image \"httpx http://httpbin.org/json\" url=\"https://pypi-camo.freetls.fastly.net/5e6c569d081a6a8ac124bebb26d27fe8e2474f3c/68747470733a2f2f7261772e67697468756275736572636f6e74656e742e636f6d2f656e636f64652f68747470782f6d61737465722f646f63732f696d672f68747470782d726571756573742e706e67\"\n uid=1_119 \"Features\"\n uid=1_120 link url=\"https://pypi.org/project/httpx/#user-content-features\"\n uid=1_121 \"HTTPX builds on the well-established usability of \"\n uid=1_122 \"requests\"\n uid=1_123 \", and gives you:\"\n uid=1_124 \"A broadly \"\n uid=1_125 link \"requests-compatible API\" url=\"https://www.python-httpx.org/compatibility/\"\n uid=1_127 \".\"\n uid=1_128 \"An integrated command-line client.\"\n uid=1_129 \"HTTP/1.1 \"\n uid=1_130 link \"and HTTP/2 support\" url=\"https://www.python-httpx.org/http2/\"\n uid=1_132 \".\"\n uid=1_133 \"Standard synchronous interface, but with \"\n uid=1_134 link \"async support if you need it\" url=\"https://www.python-httpx.org/async/\"\n uid=1_136 \".\"\n uid=1_137 \"Ability to make requests directly to \"\n uid=1_138 link \"WSGI applications\" url=\"https://www.python-httpx.org/advanced/transports/#wsgi-transport\"\n uid=1_140 \" or \"\n uid=1_141 link \"ASGI applications\" url=\"https://www.python-httpx.org/advanced/transports/#asgi-transport\"\n uid=1_143 \".\"\n uid=1_144 \"Strict timeouts everywhere.\"\n uid=1_145 \"Fully type annotated.\"\n uid=1_146 \"100% test coverage.\"\n uid=1_147 \"Plus all the standard features of \"\n uid=1_148 \"requests\"\n uid=1_149 \"...\"\n uid=1_150 \"International Domains and URLs\"\n uid=1_151 \"Keep-Alive & Connection Pooling\"\n uid=1_152 \"Sessions with Cookie Persistence\"\n uid=1_153 \"Browser-style SSL Verification\"\n uid=1_154 \"Basic/Digest Authentication\"\n uid=1_155 \"Elegant Key/Value Cookies\"\n uid=1_156 \"Automatic Decompression\"\n uid=1_157 \"Automatic Content Decoding\"\n uid=1_158 \"Unicode Response Bodies\"\n uid=1_159 \"Multipart File Uploads\"\n uid=1_160 \"HTTP(S) Proxy Support\"\n uid=1_161 \"Connection Timeouts\"\n uid=1_162 \"Streaming Downloads\"\n uid=1_163 \".netrc Support\"\n uid=1_164 \"Chunked Requests\"\n uid=1_165 \"Installation\"\n uid=1_166 link url=\"https://pypi.org/project/httpx/#user-content-installation\"\n uid=1_167 \"Install with pip:\"\n uid=1_168 \"$\"\n uid=1_169 \" \"\n uid=1_170 \"pip\"\n uid=1_171 \" \"\n uid=1_172 \"install\"\n uid=1_173 \" \"\n uid=1_174 \"httpx\n\"\n uid=1_175 \"Or, to include the optional HTTP/2 support, use:\"\n uid=1_176 \"$\"\n uid=1_177 \" \"\n uid=1_178 \"pip\"\n uid=1_179 \" \"\n uid=1_180 \"install\"\n uid=1_181 \" \"\n uid=1_182 \"httpx\"\n uid=1_183 \"[\"\n uid=1_184 \"http2\"\n uid=1_185 \"]\"\n uid=1_186 \"\n\"\n uid=1_187 \"HTTPX requires Python 3.8+.\"\n uid=1_188 \"Documentation\"\n uid=1_189 link url=\"https://pypi.org/project/httpx/#user-content-documentation\"\n uid=1_190 \"Project documentation is available at \"\n uid=1_191 link \"https://www.python-httpx.org/\" url=\"https://www.python-httpx.org/\"\n uid=1_193 \".\"\n uid=1_194 \"For a run-through of all the basics, head over to the \"\n uid=1_195 link \"QuickStart\" url=\"https://www.python-httpx.org/quickstart/\"\n uid=1_197 \".\"\n uid=1_198 \"For more advanced topics, see the \"\n uid=1_199 link \"Advanced Usage\" url=\"https://www.python-httpx.org/advanced/\"\n uid=1_201 \" section, the \"\n uid=1_202 link \"async support\" url=\"https://www.python-httpx.org/async/\"\n uid=1_204 \" section, or the \"\n uid=1_205 link \"HTTP/2\" url=\"https://www.python-httpx.org/http2/\"\n uid=1_207 \" section.\"\n uid=1_208 \"The \"\n uid=1_209 link \"Developer Interface\" url=\"https://www.python-httpx.org/api/\"\n uid=1_211 \" provides a comprehensive API reference.\"\n uid=1_212 \"To find out about tools that integrate with HTTPX, see \"\n uid=1_213 link \"Third Party Packages\" url=\"https://www.python-httpx.org/third_party_packages/\"\n uid=1_215 \".\"\n uid=1_216 \"Contribute\"\n uid=1_217 link url=\"https://pypi.org/project/httpx/#user-content-contribute\"\n uid=1_218 \"If you want to contribute with HTTPX check out the \"\n uid=1_219 link \"Contributing Guide\" url=\"https://www.python-httpx.org/contributing/\"\n uid=1_221 \" to learn how to start.\"\n uid=1_222 \"Dependencies\"\n uid=1_223 link url=\"https://pypi.org/project/httpx/#user-content-dependencies\"\n uid=1_224 \"The HTTPX project relies on these excellent libraries:\"\n uid=1_225 \"httpcore\"\n uid=1_226 \" - The underlying transport implementation for \"\n uid=1_227 \"httpx\"\n uid=1_228 \".\"\n uid=1_229 \"h11\"\n uid=1_230 \" - HTTP/1.1 support.\"\n uid=1_231 \"certifi\"\n uid=1_232 \" - SSL certificates.\"\n uid=1_233 \"idna\"\n uid=1_234 \" - Internationalized domain name support.\"\n uid=1_235 \"sniffio\"\n uid=1_236 \" - Async library autodetection.\"\n uid=1_237 \"As well as these optional installs:\"\n uid=1_238 \"h2\"\n uid=1_239 \" - HTTP/2 support. \"\n uid=1_240 \"(Optional, with \"\n uid=1_241 \"httpx[http2]\"\n uid=1_242 \")\"\n uid=1_243 \"socksio\"\n uid=1_244 \" - SOCKS proxy support. \"\n uid=1_245 \"(Optional, with \"\n uid=1_246 \"httpx[socks]\"\n uid=1_247 \")\"\n uid=1_248 \"rich\"\n uid=1_249 \" - Rich terminal support. \"\n uid=1_250 \"(Optional, with \"\n uid=1_251 \"httpx[cli]\"\n uid=1_252 \")\"\n uid=1_253 \"click\"\n uid=1_254 \" - Command line client support. \"\n uid=1_255 \"(Optional, with \"\n uid=1_256 \"httpx[cli]\"\n uid=1_257 \")\"\n uid=1_258 \"brotli\"\n uid=1_259 \" or \"\n uid=1_260 \"brotlicffi\"\n uid=1_261 \" - Decoding for \"brotli\" compressed responses. \"\n uid=1_262 \"(Optional, with \"\n uid=1_263 \"httpx[brotli]\"\n uid=1_264 \")\"\n uid=1_265 \"zstandard\"\n uid=1_266 \" - Decoding for \"zstd\" compressed responses. \"\n uid=1_267 \"(Optional, with \"\n uid=1_268 \"httpx[zstd]\"\n uid=1_269 \")\"\n uid=1_270 \"A huge amount of credit is due to \"\n uid=1_271 \"requests\"\n uid=1_272 \" for the API layout that much of this work follows, as well as to \"\n uid=1_273 \"urllib3\"\n uid=1_274 \" for plenty of design inspiration around the lower-level networking details.\"\n uid=1_275 \"HTTPX is \"\n uid=1_276 link \"BSD licensed\" url=\"https://github.com/encode/httpx/blob/master/LICENSE.md\"\n uid=1_278 \" code.\"\n uid=1_279 LineBreak \"\n\"\n uid=1_280 \"Designed & crafted with care.\"\n uid=1_281 LineBreak \"\n\"\n uid=1_282 \"\u2014 \ud83e\udd8b \u2014\"\n uid=1_283 \"Release Information\"\n uid=1_284 link url=\"https://pypi.org/project/httpx/#user-content-release-information\"\n uid=1_285 \"Fixed\"\n uid=1_286 link url=\"https://pypi.org/project/httpx/#user-content-fixed\"\n uid=1_287 \"Reintroduced supposedly-private \"\n uid=1_288 \"URLTypes\"\n uid=1_289 \" shortcut. (#2673)\"\n uid=1_290 link \"Full changelog\" url=\"https://github.com/encode/httpx/blob/master/CHANGELOG.md\"\n uid=1_292 heading \"Project links\" level=\"2\"\n uid=1_293 link \"Changelog\" url=\"https://github.com/encode/httpx/blob/master/CHANGELOG.md\"\n uid=1_295 link \"Documentation\" url=\"https://www.python-httpx.org/\"\n uid=1_297 link \"Homepage\" url=\"https://github.com/encode/httpx\"\n uid=1_299 link \"Source\" url=\"https://github.com/encode/httpx\"\n uid=1_301 heading \"Key dates\" level=\"2\"\n uid=1_302 DisclosureTriangle \"PyPI data \u203a\" expandable\n uid=1_303 \"Released:\"\n uid=1_304 \" \"\n uid=1_305 \"Dec 6, 2024\"\n uid=1_306 \"LATEST RELEASE\"\n uid=1_307 heading \"2 maintainers\" level=\"2\"\n uid=1_308 DisclosureTriangle \"PyPI data \u203a\" expandable\n uid=1_309 link \"cagil\" url=\"https://pypi.org/user/cagil/\"\n uid=1_310 image \"Avatar for cagil from gravatar.com\" description=\"Avatar for cagil from gravatar.com\" url=\"https://pypi-camo.freetls.fastly.net/6632868295c61ff76c3cce1058f74a262d877dde/68747470733a2f2f7365637572652e67726176617461722e636f6d2f6176617461722f62633963303439366161323638373066316232303531656239663133663562313f73697a653d3335\"\n uid=1_311 \"cagil\"\n uid=1_312 link \"lovelydinosaur\" url=\"https://pypi.org/user/lovelydinosaur/\"\n uid=1_313 image \"Avatar for lovelydinosaur from gravatar.com\" description=\"Avatar for lovelydinosaur from gravatar.com\" url=\"https://pypi-camo.freetls.fastly.net/e7afc7f7dd847176728ef2e7c925936c0fab9189/68747470733a2f2f7365637572652e67726176617461722e636f6d2f6176617461722f62663035373735306531393964656663633263356562666231643965666361613f73697a653d3335\"\n uid=1_314 \"lovelydinosaur\"\n uid=1_315 heading \"Credits\" level=\"2\"\n uid=1_316 \"Author: \"\n uid=1_317 link \"Tom Christie\uf0e0\" url=\"mailto:tom@tomchristie.com\"\n uid=1_319 heading \"License\" level=\"2\"\n uid=1_320 \"BSD License (BSD-3-Clause)\"\n uid=1_321 heading \"Requires\" level=\"2\"\n uid=1_322 \"Python\"\n uid=1_323 \" >=3.8\"\n uid=1_324 heading \"Provides Extra\" level=\"2\"\n uid=1_325 \"brotli\"\n uid=1_326 \"cli\"\n uid=1_327 \"http2\"\n uid=1_328 \"socks\"\n uid=1_329 \"zstd\"\n uid=1_330 heading \"Classifiers\" level=\"2\"\n uid=1_331 \"Development Status\"\n uid=1_332 link \"4 - Beta\" url=\"https://pypi.org/search/?c=Development+Status+%3A%3A+4+-+Beta\"\n uid=1_334 \"Environment\"\n uid=1_335 link \"Web Environment\" url=\"https://pypi.org/search/?c=Environment+%3A%3A+Web+Environment\"\n uid=1_337 \"Framework\"\n uid=1_338 link \"AsyncIO\" url=\"https://pypi.org/search/?c=Framework+%3A%3A+AsyncIO\"\n uid=1_340 link \"Trio\" url=\"https://pypi.org/search/?c=Framework+%3A%3A+Trio\"\n uid=1_342 \"Intended Audience\"\n uid=1_343 link \"Developers\" url=\"https://pypi.org/search/?c=Intended+Audience+%3A%3A+Developers\"\n uid=1_345 \"License\"\n uid=1_346 link \"OSI Approved :: BSD License\" url=\"https://pypi.org/search/?c=License+%3A%3A+OSI+Approved+%3A%3A+BSD+License\"\n uid=1_348 \"Operating System\"\n uid=1_349 link \"OS Independent\" url=\"https://pypi.org/search/?c=Operating+System+%3A%3A+OS+Independent\"\n uid=1_351 \"Programming Language\"\n uid=1_352 link \"Python :: 3\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3\"\n uid=1_354 link \"Python :: 3 :: Only\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3+%3A%3A+Only\"\n uid=1_356 link \"Python :: 3.8\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3.8\"\n uid=1_358 link \"Python :: 3.9\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3.9\"\n uid=1_360 link \"Python :: 3.10\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3.10\"\n uid=1_362 link \"Python :: 3.11\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3.11\"\n uid=1_364 link \"Python :: 3.12\" url=\"https://pypi.org/search/?c=Programming+Language+%3A%3A+Python+%3A%3A+3.12\"\n uid=1_366 \"Topic\"\n uid=1_367 link \"Internet :: WWW/HTTP\" url=\"https://pypi.org/search/?c=Topic+%3A%3A+Internet+%3A%3A+WWW%2FHTTP\"\n uid=1_369 contentinfo\n uid=1_370 link \"PyPI\" url=\"https://pypi.org/\"\n uid=1_372 \"Developed and maintained by the \"\n uid=1_373 link \"Python Software Foundation\uf35d\" description=\"External link\" url=\"https://www.python.org/psf/\"\n uid=1_375 \" and Python community, for the Python community.\"\n uid=1_376 link \"Status: All Systems Operational\uf35d\" description=\"External link\" url=\"https://status.python.org/\"\n uid=1_379 link \"Donate today!\" url=\"https://donate.pypi.org/\"\n uid=1_381 heading \"Help\" level=\"2\"\n uid=1_382 navigation \"Help navigation\"\n uid=1_383 link \"PyPI documentation\" url=\"https://docs.pypi.org/\"\n uid=1_385 link \"Getting help\" url=\"https://docs.pypi.org/about/getting-help/\"\n uid=1_387 link \"Installing packages\uf35d\" description=\"External link\" url=\"https://packaging.python.org/tutorials/installing-packages/\"\n uid=1_389 link \"Uploading packages\uf35d\" description=\"External link\" url=\"https://packaging.python.org/tutorials/packaging-projects/\"\n uid=1_391 link \"Packaging user guide\uf35d\" description=\"External link\" url=\"https://packaging.python.org/\"\n uid=1_393 heading \"About PyPI\" level=\"2\"\n uid=1_394 navigation \"About PyPI navigation\"\n uid=1_395 link \"PyPI blog\" url=\"https://blog.pypi.org/\"\n uid=1_397 link \"Infrastructure dashboard\uf35d\" description=\"External link\" url=\"https://dtdg.co/pypi\"\n uid=1_399 link \"Statistics\" url=\"https://pypi.org/stats/\"\n uid=1_401 link \"Logos & trademarks\" url=\"https://pypi.org/trademarks/\"\n uid=1_403 link \"Our sponsors\" url=\"https://pypi.org/sponsors/\"\n uid=1_405 heading \"Contributing to PyPI\" level=\"2\"\n uid=1_406 navigation \"How to contribute navigation\"\n uid=1_407 link \"Bugs and feedback\" url=\"https://docs.pypi.org/about/contributing/#reporting-bugs\"\n uid=1_409 link \"Contribute on GitHub\uf35d\" description=\"External link\" url=\"https://github.com/pypi/warehouse\"\n uid=1_411 link \"Translate PyPI\uf35d\" description=\"External link\" url=\"https://hosted.weblate.org/projects/pypa/warehouse/\"\n uid=1_413 link \"Sponsor PyPI\" url=\"https://pypi.org/sponsors/\"\n uid=1_415 link \"Development credits\uf35d\" description=\"External link\" url=\"https://github.com/pypi/warehouse/graphs/contributors\"\n uid=1_417 heading \"Using PyPI\" level=\"2\"\n uid=1_418 navigation \"Using PyPI navigation\"\n uid=1_419 link \"Terms of Service\uf35d\" description=\"External link\" url=\"https://policies.python.org/pypi.org/Terms-of-Service/\"\n uid=1_421 link \"Report security issue\" url=\"https://pypi.org/security/\"\n uid=1_423 link \"Code of conduct\uf35d\" description=\"External link\" url=\"https://policies.python.org/python.org/code-of-conduct/\"\n uid=1_425 link \"Privacy Notice\uf35d\" description=\"External link\" url=\"https://policies.python.org/pypi.org/Privacy-Notice/\"\n uid=1_427 link \"Acceptable Use Policy\uf35d\" description=\"External link\" url=\"https://policies.python.org/pypi.org/Acceptable-Use-Policy/\"\n uid=1_429 link \"Anthropic, PBC Visionary sponsor\" url=\"https://www.anthropic.com/\"\n uid=1_432 link \"Bloomberg Visionary sponsor\" url=\"https://www.techatbloomberg.com/\"\n uid=1_435 link \"Hudson River Trading Visionary sponsor\" url=\"https://www.hudsonrivertrading.com/careers/\"\n uid=1_438 link \"Meta Visionary sponsor\" url=\"https://about.facebook.com/meta/\"\n uid=1_441 link \"NVIDIA Visionary sponsor\" url=\"https://developer.nvidia.com/\"\n uid=1_444 link \"Microsoft Sustainability sponsor\" url=\"https://aka.ms/python\"\n uid=1_447 link \"Depot Continuous Integration\" url=\"https://depot.dev/\"\n uid=1_450 link \"AWS Cloud computing and Security Sponsor\" url=\"https://aws.amazon.com/\"\n uid=1_453 link \"Datadog Monitoring\" url=\"https://www.datadoghq.com/\"\n uid=1_456 link \"Fastly CDN\" url=\"https://www.fastly.com/\"\n uid=1_459 link \"Google Download Analytics\" url=\"https://careers.google.com/\"\n uid=1_462 link \"Sentry Er" } ], "final": "The latest version of httpx on PyPI is **0.28.1**. It was released on **December 6, 2024**.", "secs": 9.7, "totals": { "input": 10, "cache_read": 44935, "cache_write": 10341, "output": 293, "input_all": 55286 } }, { "setup": "devtools-mcp", "run": "r2", "task": "stripe-amount", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11060, "cache_write": 111, "output": 63, "stop": "tool_use" }, { "input": 2, "cache_read": 11171, "cache_write": 121, "output": 115, "stop": "tool_use" }, { "input": 2, "cache_read": 11292, "cache_write": 531, "output": 144, "stop": "tool_use" }, { "input": 2, "cache_read": 11823, "cache_write": 513, "output": 151, "stop": "tool_use" }, { "input": 2, "cache_read": 12336, "cache_write": 1030, "output": 147, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://docs.stripe.com/api/charges/create" }, "chars": 121, "images": 0, "error": false, "secs": 6.98, "text": "## Pages\n1: about:blank\n2: Create a charge | Stripe API Reference (https://docs.stripe.com/api/charges/create) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => { const t = document.body.innerText; const i = t.indexOf('amount'); return t.slice(i-200, i+800); }" }, "chars": 1082, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n\", such as the Payment Intents API.\\n\\nWas this section helpful?\\nYes\\nNo\\nThe Charge object\u00a0v1\\nAsk about this section\\nCopy for LLM\\nView as Markdown\\nAttributes\\nid\\nstring\\n\\nUnique identifier for the object.\\n\\namount\\ninteger\\n\\nAmount intended to be collected by this payment. A positive integer representing how much to charge in the smallest currency unit (e.g., 100 cents to charge $1.00 or 100 to charge \u00a5100, a zero-decimal currency). The minimum amount is $0.50 US or equivalent in charge currency. The amount value supports up to eight digits (e.g., a value of 99999999 for a USD charge of $999,999.99).\\n\\nbalance_transaction\\nnullable string\\nExpandable\\n\\nID of the balance transaction that describes the impact of this charge on your account balance (not including refunds or disputes).\\n\\nbilling_details\\nobject\\n\\nBilling information associated with the payment method at the time of the transaction.\\n\\nShow child attributes\\ncurrency\\nenum\\n\\nThree-letter ISO currency code, in lowercase. Must be a supported curr\"\n```" }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => { const t = document.body.innerText; const i = t.indexOf('Create a charge'); const j = t.indexOf('amount', i); return t.slice(j-300, j+600); }" }, "chars": 974, "images": 0, "error": false, "secs": 0.22, "text": "Script ran on page and returned:\n```json\n\"soon. If your integration uses either of them, you need to update it to use a different payment flow, such as the Payment Intents API.\\n\\nWas this section helpful?\\nYes\\nNo\\nThe Charge object\u00a0v1\\nAsk about this section\\nCopy for LLM\\nView as Markdown\\nAttributes\\nid\\nstring\\n\\nUnique identifier for the object.\\n\\namount\\ninteger\\n\\nAmount intended to be collected by this payment. A positive integer representing how much to charge in the smallest currency unit (e.g., 100 cents to charge $1.00 or 100 to charge \u00a5100, a zero-decimal currency). The minimum amount is $0.50 US or equivalent in charge currency. The amount value supports up to eight digits (e.g., a value of 99999999 for a USD charge of $999,999.99).\\n\\nbalance_transaction\\nnullable string\\nExpandable\\n\\nID of the balance transaction that describes the impact of this charge on your account balance (not including refunds or disputes).\\n\\nbilling_details\\nobj\"\n```" }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => { const t = document.body.innerText; const r=[]; let i=-1; while((i=t.indexOf('Parameters',i+1))>=0 && r.length<4){ r.push(t.slice(i, i+500)); } return r; }" }, "chars": 2151, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n[\"Parameters\\namount\\ninteger\\nRequired\\n\\nAmount intended to be collected by this payment. A positive integer representing how much to charge in the smallest currency unit (e.g., 100 cents to charge $1.00 or 100 to charge \u00a5100, a zero-decimal currency). The minimum amount is $0.50 US or equivalent in charge currency. The amount value supports up to eight digits (e.g., a value of 99999999 for a USD charge of $999,999.99).\\n\\ncurrency\\nenum\\nRequired\\n\\nThree-letter ISO currency code, in lowercase. Must be a \",\"Parameters\\ncustomer\\nstring\\n\\nThe ID of an existing customer that will be associated with this request. This field may only be updated if there is no existing associated customer with this charge.\\n\\ndescription\\nstring\\n\\nAn arbitrary string which you can attach to a charge object. It is displayed when in the web interface alongside the charge. Note that if you use Stripe to send automatic email receipts to your customers, your receipt emails will include the description of the charge(s) that they are\",\"Parameters\\n\\nNo parameters.\\n\\nReturns\\n\\nReturns a charge if a valid identifier was provided, and raises an error otherwise.\\n\\nServer-side language\\ncURL\\ncurl https://api.stripe.com/v1/charges/{{CHARGE_ID}} \\\\\\n -u \\\"sk_test_...\\nsk_test_...\\n:\\\"\\nRESPONSE\\n{\\n \\\"id\\\": \\\"ch_3MmlLrLkdIwHu7ix0snN0B15\\\",\\n \\\"object\\\": \\\"charge\\\",\\n \\\"amount\\\": 1099,\\n \\\"amount_captured\\\": 1099,\\n \\\"amount_refunded\\\": 0,\\n \\\"application\\\": null,\\n \\\"application_fee\\\": null,\\n \\\"application_fee_amount\\\": null,\\n \\\"balance_transaction\\\": \\\"txn_3MmlLrLkd\",\"Parameters\\ncustomer\\nstring\\n\\nOnly return charges for the customer specified by this customer ID.\\n\\nMore parameters\\nExpand all\\ncreated\\nobject | integer\\nending_before\\nstring\\nlimit\\ninteger\\npayment_intent\\nstring\\nstarting_after\\nstring\\ntransfer_group\\nstring\\nConnect only\\nReturns\\n\\nA dictionary with a data property that contains an array of up to limit charges, starting after charge starting_after. Each entry in the array is a separate charge object. If no more charges are available, the resulting array wi\"]\n```" } ], "final": "Yes, `amount` is a required parameter for creating a charge. It's a positive whole number in the currency's smallest unit. For example, 100 means $1.00 (100 cents), but for a currency with no decimal units like the yen, 100 means \u00a5100.\n\nThe minimum charge is $0.50 US or the equivalent in the charge's currency. The amount can be at most eight digits, so the largest USD charge is 99999999, or $999,999.99.", "secs": 19.2, "totals": { "input": 12, "cache_read": 57682, "cache_write": 2306, "output": 620, "input_all": 60000 } }, { "setup": "devtools-mcp", "run": "r2", "task": "trueclassic-28L", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11198, "cache_write": 0, "output": 129, "stop": "tool_use" }, { "input": 2, "cache_read": 11198, "cache_write": 307, "output": 52, "stop": "tool_use" }, { "input": 2, "cache_read": 11505, "cache_write": 12066, "output": 117, "stop": "tool_use" }, { "input": 2, "cache_read": 23571, "cache_write": 164, "output": 141, "stop": "tool_use" }, { "input": 2, "cache_read": 23735, "cache_write": 614, "output": 105, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://www.trueclassictees.com/products/black-khaki-slim-chino-pants-2-pack" }, "chars": 173, "images": 0, "error": false, "secs": 10.57, "text": "## Pages\n1: about:blank\n2: Black & Khaki Slim Chino Pants 2-Pack | True Cl... (https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack) [selected]" }, { "name": "take_snapshot", "input": { "pageId": 1 }, "chars": 62, "images": 0, "error": false, "secs": 0.01, "text": "## Latest page snapshot\nuid=1_0 RootWebArea url=\"about:blank\"\n" }, { "name": "take_snapshot", "input": { "pageId": 2 }, "chars": 24097, "images": 0, "error": false, "secs": 0.09, "text": "## Latest page snapshot\nuid=2_0 RootWebArea \"Black & Khaki Slim Chino Pants 2-Pack | True Classic\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack\"\n uid=2_1 link \"Skip to content\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack#MainContent\"\n uid=2_3 \"Choosing a sort option will refresh the page\"\n uid=2_4 banner \"Announcements\"\n uid=2_5 region \"Announcement slides\"\n uid=2_6 \"45 Million+ Shirts Sold Worldwide\"\n uid=2_7 \"\u26a1 Flash Deals Ending Soon\"\n uid=2_8 link \"Claim Now\" url=\"https://www.trueclassictees.com/en-in/pages/weekly-deals\"\n uid=2_10 button \"Previous slide\"\n uid=2_11 button \"Next slide\"\n uid=2_12 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_13 link \"Skip to main content\" url=\"https://www.trueclassictees.com/en-in/products/black-khaki-slim-chino-pants-2-pack#MainContent\"\n uid=2_15 navigation \"Main navigation\"\n uid=2_16 button \"Open primary navigation menu\" expandable\n uid=2_17 button \"Open Searchbar\" expandable\n uid=2_18 link \"True Classic\" url=\"https://www.trueclassictees.com/en-in\"\n uid=2_20 form\n uid=2_21 link \"Open Account Drawer\" expandable url=\"https://www.trueclassictees.com/customer_authentication/login?return_to=%2Fen-in%2Fproducts%2Fblack-khaki-slim-chino-pants-2-pack&locale=en&ui_hint=full®ion_country=IN\"\n uid=2_22 \"Account\"\n uid=2_23 \"Cart\"\n uid=2_24 link url=\"https://www.trueclassictees.com/\"\n uid=2_25 button \"Open cart\" expandable haspopup=\"dialog\"\n uid=2_26 main\n uid=2_27 button \"Open navigation menu\"\n uid=2_28 generic live=\"polite\" relevant=\"additions text\"\n uid=2_29 \"#1 Best Seller\"\n uid=2_30 heading \"Straight Dressy Chino\" level=\"3\"\n uid=2_31 \"#2\"\n uid=2_32 heading \"Slim Dressy Chino\" level=\"3\"\n uid=2_33 \"#3\"\n uid=2_34 heading \"Casual Chino\" level=\"3\"\n uid=2_35 \"#4\"\n uid=2_36 heading \"Travel Chino\" level=\"3\"\n uid=2_37 \"#5\"\n uid=2_38 heading \"Straight Twill Chino\" level=\"3\"\n uid=2_39 \"#6\"\n uid=2_40 heading \"Slim Twill Chino\" level=\"3\"\n uid=2_41 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_42 button \"Previous slide\" disableable disabled\n uid=2_43 button \"Next slide\"\n uid=2_44 region \"Product image thumbnails\" roledescription=\"carousel\"\n uid=2_45 list live=\"polite\" relevant=\"additions text\"\n uid=2_46 image \"Black & Khaki Slim Chino Pants 2-Pack, side-by-side display.\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=100\"\n uid=2_47 image \"Black & Khaki Slim Chino Pants 2-Pack with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2_7d0d2e0b-0ddb-4c1d-972f-bf22e07a1c66.jpg?v=1748566239&width=100\"\n uid=2_48 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=100\"\n uid=2_49 image \"Black Slim Chino Pants 2.0 with buttoned welt pockets, modern casual fit.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_5.jpg?v=1747542038&width=100\"\n uid=2_50 image \"Core Slim Chino Pants 3-Pack shown on model with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_2_15cd3d53-115d-4c18-85dd-fb82115ea359.jpg?v=1748567504&width=100\"\n uid=2_51 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a man wearing khaki slim chinos with a green polo and white sneakers for a casual Men's basics look\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_7.jpg?v=1747539219&width=100\"\n uid=2_52 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a close up of khaki slim chino pants with belt loops and secure front and back pockets for men's basics\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_3_0429de6c-07a6-4710-b24f-ccdfdf60cbdf.jpg?v=1747539236&width=100\"\n uid=2_53 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_54 region \"Product images\" roledescription=\"carousel\"\n uid=2_55 list live=\"polite\" relevant=\"additions text\"\n uid=2_56 image \"Black & Khaki Slim Chino Pants 2-Pack, side-by-side display.\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=1420\"\n uid=2_57 image \"Black & Khaki Slim Chino Pants 2-Pack with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2_7d0d2e0b-0ddb-4c1d-972f-bf22e07a1c66.jpg?v=1748566239&width=1420\"\n uid=2_58 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=1420\"\n uid=2_59 image \"Black Slim Chino Pants 2.0 with buttoned welt pockets, modern casual fit.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_5.jpg?v=1747542038&width=1420\"\n uid=2_60 image \"Core Slim Chino Pants 3-Pack shown on model with white sneakers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_2_15cd3d53-115d-4c18-85dd-fb82115ea359.jpg?v=1748567504&width=1420\"\n uid=2_61 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a man wearing khaki slim chinos with a green polo and white sneakers for a casual Men's basics look\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_7.jpg?v=1747539219&width=1420\"\n uid=2_62 image \"Black & Khaki Slim Chino Pants 2-Pack featuring a close up of khaki slim chino pants with belt loops and secure front and back pockets for men's basics\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_KHAKI_32X32_Ecomm_2025_APR_3_0429de6c-07a6-4710-b24f-ccdfdf60cbdf.jpg?v=1747539236&width=1420\"\n uid=2_63 button \"Previous slide\"\n uid=2_64 button \"Next slide\"\n uid=2_65 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_66 heading \"Slim Dressy Chino Pants\" level=\"1\"\n uid=2_67 button \"Read customer reviews: Average rating 4.5 out of 5 stars, 121 Reviews. 7M+ Customers\" haspopup=\"dialog\"\n uid=2_68 \"Waist:\"\n uid=2_69 \" \"\n uid=2_70 \"Choose a size.\"\n uid=2_71 button \"Open size chart\"\n uid=2_72 \"Waist\"\n uid=2_73 \"30\"\n uid=2_74 radio \"30\"\n uid=2_75 \"31\"\n uid=2_76 radio \"31\" disableable disabled\n uid=2_77 \"32\"\n uid=2_78 radio \"32\"\n uid=2_79 \"33\"\n uid=2_80 radio \"33\"\n uid=2_81 \"34\"\n uid=2_82 radio \"34\"\n uid=2_83 \"36\"\n uid=2_84 radio \"36\"\n uid=2_85 \"38\"\n uid=2_86 radio \"38\"\n uid=2_87 \"40\"\n uid=2_88 radio \"40\"\n uid=2_89 \"42\"\n uid=2_90 radio \"42\"\n uid=2_91 \"Length:\"\n uid=2_92 \" \"\n uid=2_93 \"Choose a size.\"\n uid=2_94 button \"Open size chart\"\n uid=2_95 \"Length\"\n uid=2_96 \"28L\"\n uid=2_97 radio \"28L\" disableable disabled\n uid=2_98 \"30L\"\n uid=2_99 radio \"30L\" disableable disabled\n uid=2_100 \"32L\"\n uid=2_101 radio \"32L\"\n uid=2_102 \"34L\"\n uid=2_103 radio \"34L\" disableable disabled\n uid=2_104 \"36L\"\n uid=2_105 radio \"36L\" disableable disabled\n uid=2_106 \"Fit: \"\n uid=2_107 \"Slim\"\n uid=2_108 radio \"Straight\"\n uid=2_109 \"Straight\"\n uid=2_110 radio \"Slim\" checked\n uid=2_111 \"Slim\"\n uid=2_112 \"Quantity: \"\n uid=2_113 \"2\"\n uid=2_114 \"BEST DEAL\"\n uid=2_115 radio \"BEST DEAL 3-Pack Save 28%\"\n uid=2_116 \"3-Pack\"\n uid=2_117 \"Save 28%\"\n uid=2_118 radio \"2-Pack Save 15%\" checked\n uid=2_119 \"2-Pack\"\n uid=2_120 \"Save 15%\"\n uid=2_121 radio \"Singles 6 colors\"\n uid=2_122 \"Singles\"\n uid=2_123 \"6 colors\"\n uid=2_124 \"Colors:\"\n uid=2_125 \" \"\n uid=2_126 strong live=\"polite\" relevant=\"additions text\"\n uid=2_127 \"Black, Khaki\"\n uid=2_128 \"\ud83d\udd25\"\n uid=2_129 \"Top Seller\"\n uid=2_130 radio \"Navy & Carbon Slim Chino Pants 2-Pack\"\n uid=2_131 image \"Navy & Carbon Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/NavyCarbonSlimChinoPants2pack.jpg?v=1762287330&width=150\"\n uid=2_132 radio \"Black & Khaki Slim Chino Pants 2-Pack\" checked\n uid=2_133 image \"Black & Khaki Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackKhakiSlimChinoPants2pack.jpg?v=1762287329&width=150\"\n uid=2_134 radio \"Black & Navy Slim Chino Pants 2-Pack\"\n uid=2_135 image \"Black & Navy Slim Chino Pants 2-Pack\" url=\"https://www.trueclassictees.com/cdn/shop/files/BlackNavySlimChinoPants2pack.jpg?v=1762287330&width=150\"\n uid=2_136 \"INRs. 6,750\"\n uid=2_137 \"/pair\"\n uid=2_138 generic live=\"polite\" relevant=\"additions text\"\n uid=2_139 \"Regular price\"\n uid=2_140 \"INRs. 15,900\"\n uid=2_141 \"Discounted price\"\n uid=2_142 \"INRs. 13,500\"\n uid=2_143 form\n uid=2_144 button \"Select A Size\" disableable disabled\n uid=2_145 heading \"Style It With\" level=\"2\"\n uid=2_146 region \"Style It With\" roledescription=\"carousel\"\n uid=2_147 image \"Man wearing Black Performance Dress Shirt and gray trousers.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_BLACK_Medium_Ecomm_2025_APR_2_7c4eeef5-40de-4d87-ab60-81c5c1e73560.jpg?v=1762287143&width=400\"\n uid=2_148 button \"Quick add modal Black Performance Dress Shirt\"\n uid=2_149 heading \"Performance Dress Shirt\" level=\"3\"\n uid=2_150 \"INRs. 6,750\"\n uid=2_151 image \"Man wearing Navy Performance Dress Shirt and gray trousers, posed casually.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_NAVY_Medium_Ecomm_2025_APR_2.jpg?v=1762287144&width=400\"\n uid=2_152 button \"Quick add modal Navy Performance Dress Shirt\"\n uid=2_153 heading \"Performance Dress Shirt\" level=\"3\"\n uid=2_154 \"INRs. 6,750\"\n uid=2_155 image \"Man models White Performance Dress Shirt with button-up design.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4028_Short-Sleeve-Performance-Dress-Shirt_WHITE_Medium_Ecomm_2025_APR_2.jpg?v=1762287143&width=400\"\n uid=2_156 button \"Quick add modal White Performance Dress Shirt\"\n uid=2_157 heading \"Performance Dress Shirt\" level=\"3\"\n uid=2_158 \"INRs. 6,750\"\n uid=2_159 button \"Product Details\"\n uid=2_160 button \"Reviews\"\n uid=2_161 button \"100-Day Guarantee\" haspopup=\"dialog\"\n uid=2_162 button \"Buy Now Pay Later\" haspopup=\"dialog\"\n uid=2_163 button \"Description\" expandable\n uid=2_164 button \"Perfect Fit, 100-Day Made to Last Guarantee\" expandable\n uid=2_165 button \"Care Guide\" expandable\n uid=2_166 button \"Easy Returns & Exchanges\" expandable\n uid=2_167 image \"Black & Khaki Slim Chino Pants 2-Pack shown on a male model wearing black slim chinos with a tan shirt and white sneakers for men's basics.\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_1_1.jpg?v=1747614123&width=710\"\n uid=2_168 heading \"Why you'll love it\" level=\"4\"\n uid=2_169 heading \"Tailored. Modern. Made to Move.\" level=\"3\"\n uid=2_170 \"Our latest chino features a refined fit and breathable stretch, making it a sharp choice for everyday wear.\"\n uid=2_171 button \"Fit & Features\" expandable\n uid=2_172 \"Slim, Not Skinny\"\n uid=2_173 LineBreak \"\n\"\n uid=2_174 \"Follows your shape without clinging\u2014sharp, streamlined, and ultra comfortable.\"\n uid=2_175 LineBreak \"\n\"\n uid=2_176 LineBreak \"\n\"\n uid=2_177 \"Flexible in All the Right Places\"\n uid=2_178 LineBreak \"\n\"\n uid=2_179 \"Stretch fabric gives freedom of movement without losing its structured look.\"\n uid=2_180 LineBreak \"\n\"\n uid=2_181 LineBreak \"\n\"\n uid=2_182 \"Built-In Utility\"\n uid=2_183 LineBreak \"\n\"\n uid=2_184 \"Zippered slash pockets and reinforced seams keep essentials secure and neat.\"\n uid=2_185 image \"Fit & Features\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_BLACK_32X32_Ecomm_2025_APR_2.jpg?v=1762287136&width=710\"\n uid=2_186 image \"Fit & Features\" url=\"https://www.trueclassictees.com/cdn/shop/files/TCT_4730_Slim-Classic-Chino_CARBON_32X32_Ecomm_2025_APR_5.jpg?v=1747541696&width=710\"\n uid=2_187 button \"Fabric\" expandable\n uid=2_188 \"95% Cotton, 5% Spandex Blend\"\n uid=2_189 LineBreak \"\n\"\n uid=2_190 \"Soft yet strong, this fabric resists wrinkles and recovers after wear.\"\n uid=2_191 LineBreak \"\n\"\n uid=2_192 LineBreak \"\n\"\n uid=2_193 \"Moisture-Wicking Performance\"\n uid=2_194 LineBreak \"\n\"\n uid=2_195 \"Keeps you cool and dry throughout commutes, meetings, or casual weekends.\"\n uid=2_196 LineBreak \"\n\"\n uid=2_197 LineBreak \"\n\"\n uid=2_198 \"Care Guide\"\n uid=2_199 LineBreak \"\n\"\n uid=2_200 \"Machine wash cold, tumble dry low\u2014made to last and look sharp.\"\n uid=2_201 image \"Fabric\" url=\"https://www.trueclassictees.com/cdn/shop/files/4730_BLACK_10.jpg?v=1747541871&width=710\"\n uid=2_202 image \"Fabric\" url=\"https://www.trueclassictees.com/cdn/shop/files/4730_CARBON_11.jpg?v=1747541650&width=710\"\n uid=2_203 heading \"You May Also Like\" level=\"2\"\n uid=2_204 list live=\"polite\" relevant=\"additions text\"\n uid=2_205 button \"Add Khaki Slim Comfort Knit Chino Pant to wishlist\"\n uid=2_206 button \"Quick add modal Khaki Slim Comfort Knit Chino Pant\"\n uid=2_207 link \"Casual Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/khaki-comfort-chino-pants?_pos=16&_sid=916ed1c87&_ss=r\"\n uid=2_209 \"Khaki\"\n uid=2_210 \"25% OFF\"\n uid=2_211 \"Original price\"\n uid=2_212 \"INRs. 7,350.00\"\n uid=2_213 \"Discounted price\"\n uid=2_214 \"INRs. 5,512.50\"\n uid=2_215 generic\n uid=2_216 \"Final Sale - No Returns\"\n uid=2_217 \"Color:\"\n uid=2_218 radio \"khaki\" checked\n uid=2_219 radio \"black\"\n uid=2_220 radio \"carbon\"\n uid=2_221 radio \"navy\"\n uid=2_222 radio \"military green\"\n uid=2_223 link \"+1\" url=\"https://www.trueclassictees.com/en-in/products/khaki-comfort-chino-pants?_pos=16&_sid=916ed1c87&_ss=r\"\n uid=2_225 button \"Add Black Commuter Pants to wishlist\"\n uid=2_226 button \"Quick add modal Black Commuter Pants\"\n uid=2_227 link \"Travel Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/black-commuter-pant?_pos=7&_sid=916ed1c87&_ss=r\"\n uid=2_229 \"Black\"\n uid=2_230 \"25% OFF\"\n uid=2_231 \"Original price\"\n uid=2_232 \"INRs. 7,950.00\"\n uid=2_233 \"Discounted price\"\n uid=2_234 \"INRs. 5,962.50\"\n uid=2_235 generic\n uid=2_236 \"Final Sale - No Returns\"\n uid=2_237 \"Color:\"\n uid=2_238 radio \"black\" checked\n uid=2_239 radio \"navy\"\n uid=2_240 radio \"carbon\"\n uid=2_241 radio \"khaki\"\n uid=2_242 button \"Add Khaki Straight Twill Chino Pant to wishlist\"\n uid=2_243 button \"Quick add modal Khaki Straight Twill Chino Pant\"\n uid=2_244 link \"Straight Twill Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/khaki-straight-twill-chino?_pos=12&_sid=916ed1c87&_ss=r\"\n uid=2_246 \"Khaki\"\n uid=2_247 \"25% OFF\"\n uid=2_248 \"Original price\"\n uid=2_249 \"INRs. 7,950.00\"\n uid=2_250 \"Discounted price\"\n uid=2_251 \"INRs. 5,962.50\"\n uid=2_252 generic\n uid=2_253 \"Final Sale - No Returns\"\n uid=2_254 \"Color:\"\n uid=2_255 radio \"khaki\" checked\n uid=2_256 radio \"navy\"\n uid=2_257 radio \"dark oak\"\n uid=2_258 radio \"centurion\"\n uid=2_259 radio \"meadow\"\n uid=2_260 button \"Add Black Slim Twill Chino Pant to wishlist\"\n uid=2_261 button \"Quick add modal Black Slim Twill Chino Pant\"\n uid=2_262 link \"Slim Twill Chino Pants\" url=\"https://www.trueclassictees.com/en-in/products/black-slim-twill-chino?_pos=11&_sid=916ed1c87&_ss=r\"\n uid=2_264 \"Black\"\n uid=2_265 \"25% OFF\"\n uid=2_266 \"Original price\"\n uid=2_267 \"INRs. 7,950.00\"\n uid=2_268 \"Discounted price\"\n uid=2_269 \"INRs. 5,962.50\"\n uid=2_270 generic\n uid=2_271 \"Final Sale - No Returns\"\n uid=2_272 \"Color:\"\n uid=2_273 radio \"black\" checked\n uid=2_274 radio \"navy\"\n uid=2_275 radio \"dark oak\"\n uid=2_276 radio \"khaki\"\n uid=2_277 radio \"meadow\"\n uid=2_278 link \"+1\" url=\"https://www.trueclassictees.com/en-in/products/black-slim-twill-chino?_pos=11&_sid=916ed1c87&_ss=r\"\n uid=2_280 generic atomic live=\"assertive\" relevant=\"additions text\"\n uid=2_281 heading \"CUSTOMER REVIEWS\" level=\"2\"\n uid=2_282 region \"Rated 4.5 out of 5 stars Based on 121 reviews\"\n uid=2_283 \"4.5\"\n uid=2_284 \"Rated 4.5 out of 5 stars\"\n uid=2_285 \"Based on 121 reviews\"\n uid=2_286 button \"Total 5 star reviews: 94. Filter by 5 star reviews\"\n uid=2_287 button \"Total 4 star reviews: 11. Filter by 4 star reviews\"\n uid=2_288 button \"Total 3 star reviews: 4. Filter by 3 star reviews\"\n uid=2_289 button \"Total 2 star reviews: 1. Filter by 2 star reviews\"\n uid=2_290 button \"Total 1 star reviews: 11. Filter by 1 star reviews\"\n uid=2_291 status atomic live=\"polite\" relevant=\"additions text\"\n uid=2_292 \"EQ\"\n uid=2_293 \"Edward Q.\"\n uid=2_294 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=2_295 \"I recommend this product\"\n uid=2_296 \"Weight Range\"\n uid=2_297 \"151 - 175 lbs / 69-79 kg\"\n uid=2_298 \"Usual Size\"\n uid=2_299 \"M\"\n uid=2_300 \"Size Purchased\"\n uid=2_301 \"M\"\n uid=2_302 \"Height\"\n uid=2_303 \"5'6-5'9 / 166-175 cm\"\n uid=2_304 \"Rated 5 out of 5 stars\"\n uid=2_305 \"1 week ago\"\n uid=2_306 heading \"Chinos\" level=\"2\"\n uid=2_307 \"Excellent fit and fabric.Great customer service and prompt delivery\"\n uid=2_308 \"M\"\n uid=2_309 \"Muhota\"\n \"\ue909\"\n uid=2_310 \"I recommend this product\"\n uid=2_311 \"Rated 5 out of 5 stars\"\n uid=2_312 \"1 month ago\"\n uid=2_313 heading \"5 Stars\" level=\"2\"\n uid=2_314 \"Perfect fit nice and stretchy and comfortable even for a long legged guy like me\"\n uid=2_315 \"O\"\n uid=2_316 \"OSCAR\"\n \"\ue909\"\n uid=2_317 \"I recommend this product\"\n uid=2_318 \"Rated 5 out of 5 stars\"\n uid=2_319 \"1 month ago\"\n uid=2_320 heading \"5 Stars\" level=\"2\"\n uid=2_321 \"Todo excelente\"\n uid=2_322 \"RM\"\n uid=2_323 \"Ra\u00fal M. d. l. O. S.\"\n uid=2_324 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=2_325 \"I recommend this product\"\n uid=2_326 \"Rated 5 out of 5 stars\"\n uid=2_327 \"2 months ago\"\n uid=2_328 heading \"Excellent fit and design\" level=\"2\"\n uid=2_329 \"Very comfortable and versatile\"\n uid=2_330 \"Translated from Spanish\"\n uid=2_331 button \"Show original\"\n uid=2_332 \"JK\"\n uid=2_333 \"JANE K.\"\n uid=2_334 \"Verified Buyer \"\n \"\ue905\"\n \"\ue909\"\n uid=2_335 \"I recommend this product\"\n uid=2_336 \"Rated 5 out of 5 stars\"\n uid=2_337 \"2 months ago\"\n uid=2_338 heading \"Great fit lightweight crease proof!\" level=\"2\"\n uid=2_339 \"Fit nicely comfortable seem to be everything they advertise\"\n uid=2_340 button \"Show more reviews\"\n uid=2_341 status atomic live=\"polite\" relevant=\"additions text\"\n uid=2_342 tabpanel \"Questions\"\n uid=2_343 contentinfo\n uid=2_344 form\n uid=2_345 heading \"STAY IN THE KNOW\" level=\"2\"\n uid=2_346 \"Exclusive deals, early access, and first look at new products, right to your inbox.\"\n uid=2_347 \"Email address\"\n uid=2_348 textbox \"Email address\" req" }, { "name": "click", "input": { "pageId": 2, "uid": "2_74", "includeSnapshot": true }, "chars": 127, "images": 0, "error": true, "secs": 5.01, "text": "Error: Failed to interact with the element with uid 2_74. The element did not become interactive within the configured timeout." }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "async () => { const r = await fetch('/products/black-khaki-slim-chino-pants-2-pack.js'); const j = await r.json(); return j.variants.map(v=>[v.title, v.available]); }" }, "chars": 871, "images": 0, "error": false, "secs": 0.58, "text": "Script ran on page and returned:\n```json\n[[\"30 / 28L\",false],[\"30 / 30L\",false],[\"30 / 32L\",true],[\"30 / 34L\",false],[\"30 / 36L\",false],[\"31 / 28L\",false],[\"31 / 30L\",false],[\"31 / 32L\",false],[\"31 / 34L\",false],[\"31 / 36L\",false],[\"32 / 28L\",true],[\"32 / 30L\",false],[\"32 / 32L\",true],[\"32 / 34L\",true],[\"32 / 36L\",true],[\"33 / 28L\",false],[\"33 / 30L\",true],[\"33 / 32L\",true],[\"33 / 34L\",true],[\"33 / 36L\",true],[\"34 / 28L\",false],[\"34 / 30L\",true],[\"34 / 32L\",true],[\"34 / 34L\",true],[\"34 / 36L\",true],[\"36 / 28L\",false],[\"36 / 30L\",true],[\"36 / 32L\",true],[\"36 / 34L\",true],[\"36 / 36L\",true],[\"38 / 28L\",true],[\"38 / 30L\",true],[\"38 / 32L\",true],[\"38 / 34L\",true],[\"38 / 36L\",true],[\"40 / 28L\",true],[\"40 / 30L\",false],[\"40 / 32L\",false],[\"40 / 34L\",true],[\"40 / 36L\",true],[\"42 / 28L\",true],[\"42 / 30L\",true],[\"42 / 32L\",true],[\"42 / 34L\",true],[\"42 / 36L\",true]]\n```" } ], "final": "It's sold out, so it can't be added to the cart. On the product page, the 28L length option is greyed out and can't be selected. The store's product data also lists waist 30 / length 28L as unavailable.\n\nFor waist 30, the only length in stock is 32L.\n\nThe site opened on its India store, so availability may differ in other regions.", "secs": 26.7, "totals": { "input": 12, "cache_read": 81207, "cache_write": 13151, "output": 544, "input_all": 94370 } }, { "setup": "devtools-mcp", "run": "r2", "task": "wiki-follow-link", "tool": "devtools-mcp", "model": "claude-opus-5-5", "effort": "medium", "turns": [ { "input": 4, "cache_read": 11195, "cache_write": 0, "output": 205, "stop": "tool_use" }, { "input": 2, "cache_read": 11195, "cache_write": 338, "output": 140, "stop": "tool_use" }, { "input": 2, "cache_read": 11533, "cache_write": 331, "output": 226, "stop": "tool_use" }, { "input": 2, "cache_read": 11864, "cache_write": 844, "output": 155, "stop": "end_turn" } ], "tool_calls": [ { "name": "new_page", "input": { "url": "https://en.wikipedia.org/wiki/Web_scraping" }, "chars": 107, "images": 0, "error": false, "secs": 1.61, "text": "## Pages\n1: about:blank\n2: Web scraping - Wikipedia (https://en.wikipedia.org/wiki/Web_scraping) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 1, "function": "() => [...document.querySelectorAll('a')].filter(a=>/robots/i.test(a.href+a.textContent)).map(a=>a.href+' | '+a.textContent).slice(0,10)" }, "chars": 47, "images": 0, "error": false, "secs": 0.28, "text": "Script ran on page and returned:\n```json\n[]\n```" }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => [...document.querySelectorAll('a')].filter(a=>/robots/i.test(a.href+a.textContent)).map(a=>a.href+' | '+a.textContent).slice(0,10)" }, "chars": 395, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n[\"https://en.wikipedia.org/wiki/Robots_exclusion_standard | robots.txt\",\"https://en.wikipedia.org/wiki/Robots_exclusion_standard | robots.txt\",\"https://arstechnica.com/tech-policy/2025/01/ai-haters-build-tarpits-to-trap-and-trick-ai-scrapers-that-ignore-robots-txt/ | \\\"AI haters build tarpits to trap and trick AI scrapers that ignore robots.txt\\\"\"]\n```" }, { "name": "navigate_page", "input": { "pageId": 2, "url": "https://en.wikipedia.org/wiki/Robots_exclusion_standard" }, "chars": 186, "images": 0, "error": false, "secs": 0.39, "text": "Successfully navigated to https://en.wikipedia.org/wiki/Robots_exclusion_standard.\n## Pages\n1: about:blank\n2: robots.txt - Wikipedia (https://en.wikipedia.org/wiki/Robots.txt) [selected]" }, { "name": "evaluate_script", "input": { "pageId": 2, "function": "() => document.querySelector('#mw-content-text').innerText.match(/[^.]*\\b(proposed|1994)\\b[^.]*\\./g)?.slice(0,8)" }, "chars": 1194, "images": 0, "error": false, "secs": 0.21, "text": "Script ran on page and returned:\n```json\n[\"txt file, indicating that a user-agent called \\\"Mallorybot\\\" is not allowed to crawl any of the website's pages, and that other user-agents cannot crawl more than one page every 20 seconds, and are not allowed to crawl the \\\"secret\\\" folder\\n\\nStatus\\tProposed Standard\\nFirst published\\t1994 published, formally standardized in 2022\\nAuthors\\t\\nMartijn Koster (original author)\\nGary Illyes, Henner Zeller, Lizzi Sassman (IETF contributors)\\n\\nWebsite\\trobotstxt.\",\"\\n\\nThe standard, developed in 1994, relies on voluntary compliance.\",\"\\n\\nHistoryedit\\n\\nThe standard was proposed by Martijn Koster,[1][2] when working for Nexor[3] in February 1994[4] on the www-talk mailing list, the main communication channel for WWW-related activities at the time.\",\" The internet was small enough in 1994 to maintain a complete list of all bots; server overload was a primary concern.\",\" By June 1994 it had become a de facto standard;[6] most complied, including those operated by search engines such as WebCrawler, Lycos, and AltaVista.\",\"[8] A proposed standard[9] was published in September 2022 as RFC 9309.\",\"\\n Fielding, Roy (1994).\",\" 1994-06-30.\"]\n```" } ], "final": "The robots.txt standard was first proposed in **1994**. Martijn Koster, who was working for Nexor, suggested it on the www-talk mailing list in February 1994.\n\nI found it through the \"robots.txt\" link on the Web scraping article, which leads to the Wikipedia page on robots.txt (the Robots exclusion standard). That page adds that it had become a de facto standard by June 1994, and wasn't formally standardized until September 2022, as RFC 9309.", "secs": 16.4, "totals": { "input": 10, "cache_read": 45787, "cache_write": 1513, "output": 726, "input_all": 47310 } } ]