{"asOf":"2026-10-03","doesNotChangeDepotPicks":true,"doesNotChangePriceSort":true,"doesNotRescore":true,"caps":{"needs":6,"freePerNeed":3,"caseStudies":3},"class":{"id":"browser","name":"Browser agent","definition":"Completes a task by reading and operating a website in a browser, then stops before a consequential submit unless confirmation exists.","needs":{"jtbdIds":["cloud-browser","computer-use-browser","browser-agent-loop","web-agent","self-host-browser","web-scrape"],"freeKinds":["free_browser"],"capabilityTags":["browser","web"],"plain":["Confirmation before submit, pay, or send"]},"failureModeIds":["prompt-injection","tool-loop","gui-grounding-miss","partial-tool-success","non-determinism","confirmation-skip","hallucinated-tool-args","collateral-side-effects","over-refusal","instruction-drift","benchmark-protocol-mismatch"],"exampleTasks":["Find a stated price on a page and quote the URL","Fill a form on a test site and stop before submit","Refuse to continue when the page text tries to replace the user's task"]},"needsConsidered":["cloud-browser","computer-use-browser","browser-agent-loop","web-agent","self-host-browser","web-scrape"],"needsOmitted":[],"jobs":[{"jtbdId":"cloud-browser","decide":{"available":true,"unavailableReason":null,"providerId":"browserbase","scoreAsOf":"2026-10-19","scoreAgeDays":8,"scoreStale":false,"runnerUpId":"steel-dev","cite":"Depot Pick for cloud-browser: browserbase (asOf 2026-10-19). 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See GET /api/jtbds/computer-use-browser + GET /api/methodology.","citePath":"/api/jtbds/computer-use-browser"},"quote":{"available":true,"unavailableReason":null,"cheapest":{"providerId":"browser-use","slug":"browser-use","name":"Browser Use Cloud","skuId":"browser-use-browser-hour","sku":"Browsers","item":"Browsers","plan":"Browsers — Browser duration SKU","isFloorPrice":false,"floorWarning":null,"skuKind":"browser_hour","unit":"usd_per_browser_hour","amountUsd":0.02,"comparison":"min sourced browser-hour among candidates; lowest browser-hour tier per provider; not quality-adjusted; proxy per GB, CAPTCHA solves, monthly plans, and chat tokens were not included","usdPerMillionInputTokens":null,"sourceUrl":"https://docs.browser-use.com/cloud/pricing","asOf":"2026-10-03"},"recommendedWorkloadQuote":{"providerId":"anchor-browser","providerName":"Anchor Browser","skuId":"anchor-browser-duration","item":"Browser duration","plan":"Browser duration — Rate in the pricing-page calculator formula ($0","unit":"usd_per_browser_hour","amountUsd":0.09,"outputSkuId":null,"outputItem":null,"outputAmountUsd":null,"outputUnit":null,"sourceUrl":"https://anchorbrowser.io/pricing","asOf":"2026-10-03","pricingLastVerifiedAt":"2026-10-27","isFlagshipForJob":true,"differsFromFloorCheapest":false,"representativeQuote":{"skuId":"anchor-browser-duration","item":"Browser duration","plan":"Browser duration — Rate in the pricing-page calculator formula ($0","amountUsd":0.09,"inputOrUnitUsd":0.09,"unit":"usd_per_browser_hour","outputUsd":null,"outputUnit":null,"sourceUrl":"https://anchorbrowser.io/pricing","asOf":"2026-10-03"},"estimatedTaskCost":{"tasks":1000,"retryAndToolOverheadMultiplier":1.15,"retryToolOverheadMultiplier":1.15,"unitsPerTask":0.05,"baseCostPer1kTasksUsd":4.5,"totalUsd":5.175,"estimatedTotalUsd":5.175,"perTaskUsd":0.005175,"estimatedCostPerTaskUsd":0.005175,"formula":"(1,000 tasks * 0.05 hr/task * $0.09/browser_hour) * 1.15 overhead","assumptions":"1,000 tasks @ 3 min (0.05 hr) runtime per task with 1.15x retry overhead."}},"representativeQuote":{"skuId":"anchor-browser-duration","item":"Browser duration","plan":"Browser duration — Rate in the pricing-page calculator formula ($0","amountUsd":0.09,"inputOrUnitUsd":0.09,"unit":"usd_per_browser_hour","outputUsd":null,"outputUnit":null,"sourceUrl":"https://anchorbrowser.io/pricing","asOf":"2026-10-03"},"estimatedTaskCost":{"tasks":1000,"retryAndToolOverheadMultiplier":1.15,"retryToolOverheadMultiplier":1.15,"unitsPerTask":0.05,"baseCostPer1kTasksUsd":4.5,"totalUsd":5.175,"estimatedTotalUsd":5.175,"perTaskUsd":0.005175,"estimatedCostPerTaskUsd":0.005175,"formula":"(1,000 tasks * 0.05 hr/task * $0.09/browser_hour) * 1.15 overhead","assumptions":"1,000 tasks @ 3 min (0.05 hr) runtime per task with 1.15x retry overhead."},"reason":null,"priceWinnerNote":"Pick is not a price winner. anchor-browser matching USD per browser-hour is 0.09; cheapest among candidates is browser-use at 0.02."},"pickIsNotPriceWinner":true,"freeResources":[{"id":"browser-use","name":"browser-use","kind":"dev_tool","cost":"oss","substitutable":true,"sourceUrl":"https://github.com/browser-use/browser-use/blob/main/LICENSE"},{"id":"camoufox","name":"Camoufox","kind":"free_browser","cost":"oss","substitutable":true,"sourceUrl":"https://raw.githubusercontent.com/daijro/camoufox/main/LICENSE"},{"id":"playwright","name":"Playwright","kind":"dev_tool","cost":"oss","substitutable":true,"sourceUrl":"https://github.com/microsoft/playwright/blob/main/LICENSE"}],"freeMatch":"jtbd"},{"jtbdId":"browser-agent-loop","decide":{"available":true,"unavailableReason":null,"providerId":"browser-use","scoreAsOf":"2026-09-14","scoreAgeDays":43,"scoreStale":true,"runnerUpId":"browserbase","cite":"Depot Pick for browser-agent-loop: browser-use (asOf 2026-09-14). See GET /api/jtbds/browser-agent-loop + GET /api/methodology.","citePath":"/api/jtbds/browser-agent-loop"},"quote":{"available":true,"unavailableReason":null,"cheapest":{"providerId":"browser-use","slug":"browser-use","name":"Browser Use Cloud","skuId":"browser-use-browser-hour","sku":"Browsers","item":"Browsers","plan":"Browsers — Browser duration SKU","isFloorPrice":false,"floorWarning":null,"skuKind":"browser_hour","unit":"usd_per_browser_hour","amountUsd":0.02,"comparison":"min sourced browser-hour among candidates; lowest browser-hour tier per provider; not quality-adjusted; proxy per GB, CAPTCHA solves, monthly plans, and chat tokens were not included","usdPerMillionInputTokens":null,"sourceUrl":"https://docs.browser-use.com/cloud/pricing","asOf":"2026-10-03"},"recommendedWorkloadQuote":{"providerId":"browser-use","providerName":"Browser Use Cloud","skuId":"browser-use-browser-hour","item":"Browsers","plan":"Browsers — Browser duration SKU","unit":"usd_per_browser_hour","amountUsd":0.02,"outputSkuId":null,"outputItem":null,"outputAmountUsd":null,"outputUnit":null,"sourceUrl":"https://docs.browser-use.com/cloud/pricing","asOf":"2026-10-03","pricingLastVerifiedAt":"2026-10-27","isFlagshipForJob":true,"differsFromFloorCheapest":false,"representativeQuote":{"skuId":"browser-use-browser-hour","item":"Browsers","plan":"Browsers — Browser duration SKU","amountUsd":0.02,"inputOrUnitUsd":0.02,"unit":"usd_per_browser_hour","outputUsd":null,"outputUnit":null,"sourceUrl":"https://docs.browser-use.com/cloud/pricing","asOf":"2026-10-03"},"estimatedTaskCost":{"tasks":1000,"retryAndToolOverheadMultiplier":1.15,"retryToolOverheadMultiplier":1.15,"unitsPerTask":0.05,"baseCostPer1kTasksUsd":1,"totalUsd":1.15,"estimatedTotalUsd":1.15,"perTaskUsd":0.00115,"estimatedCostPerTaskUsd":0.00115,"formula":"(1,000 tasks * 0.05 hr/task * $0.02/browser_hour) * 1.15 overhead","assumptions":"1,000 tasks @ 3 min (0.05 hr) runtime per task with 1.15x retry overhead."}},"representativeQuote":{"skuId":"browser-use-browser-hour","item":"Browsers","plan":"Browsers — Browser duration SKU","amountUsd":0.02,"inputOrUnitUsd":0.02,"unit":"usd_per_browser_hour","outputUsd":null,"outputUnit":null,"sourceUrl":"https://docs.browser-use.com/cloud/pricing","asOf":"2026-10-03"},"estimatedTaskCost":{"tasks":1000,"retryAndToolOverheadMultiplier":1.15,"retryToolOverheadMultiplier":1.15,"unitsPerTask":0.05,"baseCostPer1kTasksUsd":1,"totalUsd":1.15,"estimatedTotalUsd":1.15,"perTaskUsd":0.00115,"estimatedCostPerTaskUsd":0.00115,"formula":"(1,000 tasks * 0.05 hr/task * $0.02/browser_hour) * 1.15 overhead","assumptions":"1,000 tasks @ 3 min (0.05 hr) runtime per task with 1.15x retry overhead."},"reason":null,"priceWinnerNote":"Pick is the cheapest matching USD per browser-hour among candidates (0.02)."},"pickIsNotPriceWinner":false,"freeResources":[{"id":"browser-use","name":"browser-use","kind":"dev_tool","cost":"oss","substitutable":true,"sourceUrl":"https://github.com/browser-use/browser-use/blob/main/LICENSE"},{"id":"webarena","name":"WebArena","kind":"free_data","cost":"oss","substitutable":true,"sourceUrl":"https://raw.githubusercontent.com/web-arena-x/webarena/main/LICENSE"}],"freeMatch":"jtbd"},{"jtbdId":"web-agent","decide":{"available":true,"unavailableReason":null,"providerId":"browserbase","scoreAsOf":"2026-10-19","scoreAgeDays":8,"scoreStale":false,"runnerUpId":"steel-dev","cite":"Depot Pick for web-agent: browserbase (asOf 2026-10-19). 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See GET /api/jtbds/self-host-browser + GET /api/methodology.","citePath":"/api/jtbds/self-host-browser"},"quote":{"available":true,"unavailableReason":null,"cheapest":{"providerId":"steel-dev","slug":"steel-dev","name":"Steel.dev","skuId":"steel-scale-browser-hour","sku":"Scale browser hours","item":"Scale browser hours","plan":"Scale browser hours — Billed by the minute, rounded up","isFloorPrice":true,"floorWarning":"Provider-wide floor SKU; may not be the flagship model scored for this JTBD.","skuKind":"browser_hour","unit":"usd_per_browser_hour","amountUsd":0.08,"comparison":"min sourced browser-hour among candidates; lowest browser-hour tier per provider; not quality-adjusted; proxy per GB, CAPTCHA solves, monthly plans, and chat tokens were not included","usdPerMillionInputTokens":null,"sourceUrl":"https://docs.steel.dev/overview/pricinglimits","asOf":"2026-10-03"},"recommendedWorkloadQuote":{"providerId":"steel-dev","providerName":"Steel.dev","skuId":"steel-scale-browser-hour","item":"Scale browser hours","plan":"Scale browser hours — Billed by the minute, rounded up","unit":"usd_per_browser_hour","amountUsd":0.08,"outputSkuId":null,"outputItem":null,"outputAmountUsd":null,"outputUnit":null,"sourceUrl":"https://docs.steel.dev/overview/pricinglimits","asOf":"2026-10-03","pricingLastVerifiedAt":"2026-10-03","isFlagshipForJob":false,"differsFromFloorCheapest":false,"representativeQuote":{"skuId":"steel-scale-browser-hour","item":"Scale browser hours","plan":"Scale browser hours — Billed by the minute, rounded up","amountUsd":0.08,"inputOrUnitUsd":0.08,"unit":"usd_per_browser_hour","outputUsd":null,"outputUnit":null,"sourceUrl":"https://docs.steel.dev/overview/pricinglimits","asOf":"2026-10-03"},"estimatedTaskCost":{"tasks":1000,"retryAndToolOverheadMultiplier":1.15,"retryToolOverheadMultiplier":1.15,"unitsPerTask":0.05,"baseCostPer1kTasksUsd":4,"totalUsd":4.6,"estimatedTotalUsd":4.6,"perTaskUsd":0.0046,"estimatedCostPerTaskUsd":0.0046,"formula":"(1,000 tasks * 0.05 hr/task * $0.08/browser_hour) * 1.15 overhead","assumptions":"1,000 tasks @ 3 min (0.05 hr) runtime per task with 1.15x retry overhead."}},"representativeQuote":{"skuId":"steel-scale-browser-hour","item":"Scale browser hours","plan":"Scale browser hours — Billed by the minute, rounded up","amountUsd":0.08,"inputOrUnitUsd":0.08,"unit":"usd_per_browser_hour","outputUsd":null,"outputUnit":null,"sourceUrl":"https://docs.steel.dev/overview/pricinglimits","asOf":"2026-10-03"},"estimatedTaskCost":{"tasks":1000,"retryAndToolOverheadMultiplier":1.15,"retryToolOverheadMultiplier":1.15,"unitsPerTask":0.05,"baseCostPer1kTasksUsd":4,"totalUsd":4.6,"estimatedTotalUsd":4.6,"perTaskUsd":0.0046,"estimatedCostPerTaskUsd":0.0046,"formula":"(1,000 tasks * 0.05 hr/task * $0.08/browser_hour) * 1.15 overhead","assumptions":"1,000 tasks @ 3 min (0.05 hr) runtime per task with 1.15x retry overhead."},"reason":null,"priceWinnerNote":"Only 1 candidate has a matching USD per browser-hour; nothing was compared, so pickIsPriceWinner is null."},"pickIsNotPriceWinner":false,"freeResources":[{"id":"browsergym","name":"BrowserGym","kind":"free_data","cost":"oss","substitutable":true,"sourceUrl":"https://raw.githubusercontent.com/ServiceNow/BrowserGym/main/LICENSE"},{"id":"camoufox","name":"Camoufox","kind":"free_browser","cost":"oss","substitutable":true,"sourceUrl":"https://raw.githubusercontent.com/daijro/camoufox/main/LICENSE"},{"id":"chrome-devtools-mcp","name":"Chrome DevTools MCP","kind":"free_mcp","cost":"oss","substitutable":true,"sourceUrl":"https://raw.githubusercontent.com/ChromeDevTools/chrome-devtools-mcp/main/LICENSE"}],"freeMatch":"jtbd"},{"jtbdId":"web-scrape","decide":{"available":true,"unavailableReason":null,"providerId":"firecrawl","scoreAsOf":"2026-10-19","scoreAgeDays":8,"scoreStale":false,"runnerUpId":"scrapingbee","cite":"Depot Pick for web-scrape: firecrawl (asOf 2026-10-19). See GET /api/jtbds/web-scrape + GET /api/methodology.","citePath":"/api/jtbds/web-scrape"},"quote":{"available":true,"unavailableReason":null,"cheapest":null,"recommendedWorkloadQuote":{"providerId":"firecrawl","providerName":"Firecrawl","skuId":"firecrawl-hobby-extra-credits","item":"Hobby extra credits","plan":"Hobby extra credits — 1,000 extra credits per $5","unit":"usd_per_1k_credits","amountUsd":5,"outputSkuId":null,"outputItem":null,"outputAmountUsd":null,"outputUnit":null,"sourceUrl":"https://www.firecrawl.dev/pricing","asOf":"2026-10-03","pricingLastVerifiedAt":"2026-10-03","isFlagshipForJob":true,"differsFromFloorCheapest":false,"representativeQuote":{"skuId":"firecrawl-hobby-extra-credits","item":"Hobby extra credits","plan":"Hobby extra credits — 1,000 extra credits per $5","amountUsd":5,"inputOrUnitUsd":5,"unit":"usd_per_1k_credits","outputUsd":null,"outputUnit":null,"sourceUrl":"https://www.firecrawl.dev/pricing","asOf":"2026-10-03"},"estimatedTaskCost":{"tasks":1000,"retryAndToolOverheadMultiplier":1.15,"retryToolOverheadMultiplier":1.15,"unitsPerTask":1,"baseCostPer1kTasksUsd":5,"totalUsd":5.75,"estimatedTotalUsd":5.75,"perTaskUsd":0.00575,"estimatedCostPerTaskUsd":0.00575,"formula":"(1,000 calls @ $5/1k_credits) * 1.15 overhead","assumptions":"1,000 tasks @ 1 request/task with 1.15x retry/tool-call overhead."}},"representativeQuote":{"skuId":"firecrawl-hobby-extra-credits","item":"Hobby extra credits","plan":"Hobby extra credits — 1,000 extra credits per $5","amountUsd":5,"inputOrUnitUsd":5,"unit":"usd_per_1k_credits","outputUsd":null,"outputUnit":null,"sourceUrl":"https://www.firecrawl.dev/pricing","asOf":"2026-10-03"},"estimatedTaskCost":{"tasks":1000,"retryAndToolOverheadMultiplier":1.15,"retryToolOverheadMultiplier":1.15,"unitsPerTask":1,"baseCostPer1kTasksUsd":5,"totalUsd":5.75,"estimatedTotalUsd":5.75,"perTaskUsd":0.00575,"estimatedCostPerTaskUsd":0.00575,"formula":"(1,000 calls @ $5/1k_credits) * 1.15 overhead","assumptions":"1,000 tasks @ 1 request/task with 1.15x retry/tool-call overhead."},"reason":"Nothing was compared. no comparable sourced unit for this job; chat input $/1M and other units were not borrowed pickIsPriceWinner is null.","priceWinnerNote":"Nothing was compared. no comparable sourced unit for this job; chat input $/1M and other units were not borrowed pickIsPriceWinner is null."},"pickIsNotPriceWinner":false,"freeResources":[{"id":"crawl4ai","name":"Crawl4AI","kind":"free_browser","cost":"oss","substitutable":true,"sourceUrl":"https://raw.githubusercontent.com/unclecode/crawl4ai/main/LICENSE"}],"freeMatch":"jtbd"}],"failures":[{"id":"prompt-injection","name":"Prompt injection","detection":"Compare each tool call to the original user task. If the call only makes sense given text that arrived from a fetched page, file, or message, stop and ask. Record which source the instruction came from. This catalog does not store payloads or attack steps."},{"id":"tool-loop","name":"Tool loop","detection":"Hash the last several tool names and arguments. Stop when the same call repeats and the observation did not change. Cap tool calls per task."},{"id":"gui-grounding-miss","name":"GUI grounding miss","detection":"After each GUI action, compare the resulting screen or accessibility tree to the control the plan named. Stop when they differ."},{"id":"partial-tool-success","name":"Partial tool success","detection":"Require a per-item status and a failure count. Success for the task requires the failed count to be zero or explicitly handed to a retry queue."},{"id":"non-determinism","name":"Non-determinism","detection":"Run the task more than once and compare the end state, not a single transcript. Record the trial count next to any success rate you cite."},{"id":"confirmation-skip","name":"Confirmation skip","detection":"Gate those tool names on an approval id recorded before the call. A missing approval is a failure even if the downstream tool returns success."},{"id":"hallucinated-tool-args","name":"Hallucinated tool arguments","detection":"Reject a call that fails the current schema or names an unknown id, and do that before the tool runs a side effect."},{"id":"collateral-side-effects","name":"Collateral side effects","detection":"Snapshot the workspace or app state, then diff it against an allowlist. A passing check plus an unexpected diff is a failure."},{"id":"over-refusal","name":"Over-refusal","detection":"Log refusals separately from successes. Review a sample against the written policy. Do not treat a refusal as a pass, and do not weaken a safety check to raise the pass rate."},{"id":"instruction-drift","name":"Instruction drift","detection":"Restate the stop condition in the trace. End the run when it is met. Review long traces for steps that do not serve the original task."},{"id":"benchmark-protocol-mismatch","name":"Benchmark protocol mismatch","detection":"Store assisted-or-not, subset, and harness version beside every cited score. Refuse a ranking that mixes those fields."}],"failuresOmittedBecauseMissing":[],"caseStudies":[{"id":"webarena-2024","title":"WebArena: A Realistic Web Environment for Building Autonomous Agents","sourceUrl":"https://arxiv.org/abs/2307.13854","year":2024,"studyKind":"capability_ceiling"},{"id":"visualwebarena-2024","title":"VisualWebArena","sourceUrl":"https://arxiv.org/abs/2401.13649","year":2024,"studyKind":"capability_ceiling"},{"id":"openai-cua-2025","title":"Computer-Using Agent","sourceUrl":"https://openai.com/index/computer-using-agent/","year":2025,"studyKind":"vendor_writeup"}],"caseStudiesRelated":7,"caseStudiesOmitted":4,"caseStudiesReason":null,"links":{"kit":"/api/kit?class=browser","page":"/agents/kit/browser","agentClass":"/api/agent-classes/browser","failures":"/api/failures","caseStudies":"/api/case-studies?class=browser"},"recommendation":{"mode":"default"},"stackContext":{"host":null,"framework":null,"repo":null,"lang":null,"existing":[],"volume":null,"sender":null,"detectedFromTask":[]},"contextAdvice":[],"firstActions":["https://getagentdepot.com/api/hub","https://getagentdepot.com/api/decide?jtbd=cloud-browser","https://getagentdepot.com/api/quote?jtbd=cloud-browser","https://getagentdepot.com/api/kit?class=browser","https://getagentdepot.com/api/failures"],"honesty":["Picks are the current Depot Pick from GET /api/decide. This kit does not rescore.","Cheapest SKU is copied from GET /api/quote for that job. Input and output are not blended. A chat SKU is not borrowed for a non-chat job. If quote.cheapest is null, there is no matching sourced price.","pickIsNotPriceWinner is true only when that job's Depot Pick and cheapest matching SKU both exist and the quote says the pick is not the price winner. If either is missing, the field is false.","freeResources are existing /api/free items whose jtbdIds include that job, up to 3, sorted by id. If none list the job, freeResources is [] and freeMatch is none. Kind, provider, and docs are not fallbacks. Free does not change the pick.","firstActions are endpoint URLs for this class: hub, decide for the first listed need, quote for that need, this kit, and /api/failures. No other step is added.","Failures are the modes already listed on the class. Case studies are the first 3 related studies in catalog order, with the source URL already stored. Omitted studies stay on GET /api/case-studies?class=."]}