{"jtbdId":null,"categoryId":"cat-sandboxes-browsers","sort":"overall","minConfidence":"low","region":null,"asOf":"2026-10-19","freshness":{"scoreAsOfMin":"2026-09-14","scoreAsOfMax":"2026-10-19","contractAsOf":"2026-10-03","note":"asOf values come from each row's scores.asOf. They are not a live price or latency pull."},"rankContract":{"style":"editorial_weighted","notAnElo":true,"notComparableTo":["lmarena_elo","artificial_analysis_intelligence_index","openrouter_throughput_p50"],"sortMeans":"Higher catalog score first within this JTBD or category. Not cross-category comparable."},"priceSort":{"available":true,"param":"sort=price","direction":"ascending_cheapest_sourced_input_first","coverage":{"considered":37,"withSourcedInputTokenPrice":0,"excludedFromPriceSort":37,"label":"0 of 37 candidates have a sourced chat input $/1M; 37 candidates excluded from sort=price. Browser hours are not included."}},"unavailableFilters":[{"name":"throughput","reason":"No measured tokens/sec in this catalog. Do not invent TTFT."},{"name":"context_length","reason":"No structured context-window field yet. See research/gaps.md."}],"scoring":{"scale":"0-10","lockInRisk":"higher = more lock-in / worse; overall uses 10-lockInRisk","formula":"overall = 0.25*capabilityFit + 0.18*pricePerformance + 0.15*latencyReliability + 0.15*developerDx + 0.10*privacyPosture + 0.07*(10-lockInRisk) + 0.10*maturity. Raw lockInRisk stays higher=worse; only the aggregate inverts."},"results":[{"rank":1,"providerId":"e2b","slug":"e2b","name":"E2B","tagline":"Depot default code sandbox for agents. Use for untrusted code; Daytona when you need persistent…","status":"active","categoryIds":["cat-sandboxes-browsers"],"regions":["us","eu","global"],"overall":8.56,"scores":{"capabilityFit":9.4,"pricePerformance":8,"latencyReliability":8.6,"developerDx":9.4,"privacyPosture":8.5,"lockInRisk":4,"maturity":8,"overall":8.56,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["E2B: https://e2b.dev","E2B computer use docs: https://www.e2b.dev/docs/use-cases/computer-use"],"notes":"Depot default code sandbox for agents. Use for untrusted code; Daytona when you need persistent devworkspaces. Also the depot default Linux desktop sandbox for computer-use (e2b-desktop + VNC stream) when you already standardize on E2B."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":2,"providerId":"modal","slug":"modal","name":"Modal","tagline":"Depot darling for Python agent backends and bursty GPU jobs. If you think in functions not VMs, start here.","status":"active","categoryIds":["cat-gpu-cloud","cat-cpu-compute","cat-sandboxes-browsers"],"regions":["us","global"],"overall":8.44,"scores":{"capabilityFit":9,"pricePerformance":8.2,"latencyReliability":8.6,"developerDx":9.6,"privacyPosture":7.8,"lockInRisk":4.5,"maturity":8.2,"overall":8.44,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19","sources":["Modal: https://modal.com","Modal pricing: https://modal.com/pricing"],"notes":"Depot darling for Python agent backends and bursty GPU jobs. If you think in functions not VMs, start here."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":3,"providerId":"browserbase","slug":"browserbase","name":"Browserbase","tagline":"Depot default for agents that need a real browser. Pair with Stagehand/Browser Use for the reasoning loop.","status":"active","categoryIds":["cat-sandboxes-browsers","cat-search-scrape"],"regions":["us","global"],"overall":8.3,"scores":{"capabilityFit":9.2,"pricePerformance":7.5,"latencyReliability":8.8,"developerDx":9.4,"privacyPosture":7.5,"lockInRisk":5,"maturity":8.2,"overall":8.3,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19","sources":["Browserbase: https://www.browserbase.com","Browserbase pricing: https://www.browserbase.com/pricing"],"notes":"Depot default for agents that need a real browser. Pair with Stagehand/Browser Use for the reasoning loop."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":4,"providerId":"fly-io","slug":"fly-io","name":"Fly.io","tagline":"Excellent for globally distributed agent sidecars and Machines-based sandboxes. Prefer Railway/Render if you…","status":"active","categoryIds":["cat-cpu-compute","cat-sandboxes-browsers"],"regions":["global"],"overall":8.28,"scores":{"capabilityFit":8.8,"pricePerformance":8.2,"latencyReliability":8,"developerDx":8.8,"privacyPosture":7.8,"lockInRisk":3.5,"maturity":8.5,"overall":8.28,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Fly.io: https://fly.io","Fly Machines: https://fly.io/docs/machines/"],"notes":"Excellent for globally distributed agent sidecars and Machines-based sandboxes. Prefer Railway/Render if you want less infra thinking."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":5,"providerId":"steel-dev","slug":"steel-dev","name":"Steel.dev","tagline":"Pick Steel when you need to self-host browsers or hate SaaS lock-in. Browserbase wins on polish.","status":"active","categoryIds":["cat-sandboxes-browsers","cat-search-scrape"],"regions":["global"],"overall":8.27,"scores":{"capabilityFit":8.6,"pricePerformance":8.5,"latencyReliability":8,"developerDx":8.6,"privacyPosture":8.5,"lockInRisk":2.5,"maturity":7.2,"overall":8.27,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Steel pricing/limits: https://docs.steel.dev/overview/pricinglimits","Steel.dev: https://steel.dev","Steel docs: https://docs.steel.dev","Steel GitHub: https://github.com/steel-dev/steel-browser"],"notes":"Pick Steel when you need to self-host browsers or hate SaaS lock-in. Browserbase wins on polish."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":6,"providerId":"browserless","slug":"browserless","name":"Browserless","tagline":"Veteran choice for headless fleets. Great if you already speak Playwright fleets, not just agents.","status":"active","categoryIds":["cat-sandboxes-browsers","cat-search-scrape"],"regions":["global","us","eu"],"overall":8.25,"scores":{"capabilityFit":8.8,"pricePerformance":7.8,"latencyReliability":8.6,"developerDx":8.5,"privacyPosture":7.5,"lockInRisk":3.5,"maturity":8.8,"overall":8.25,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Browserless: https://www.browserless.io"],"notes":"Veteran choice for headless fleets. Great if you already speak Playwright fleets, not just agents."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":7,"providerId":"scrapfly","slug":"scrapfly","name":"Scrapfly","tagline":"Excellent Firecrawl peer when you need anti-bot + cloud browser with transparent credits. Prefer Firecrawl…","status":"active","categoryIds":["cat-search-scrape","cat-sandboxes-browsers"],"regions":["global","eu","us"],"overall":8.25,"scores":{"capabilityFit":8.6,"pricePerformance":8,"latencyReliability":8.2,"developerDx":8.8,"privacyPosture":8.5,"lockInRisk":3.5,"maturity":8,"overall":8.25,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Scrapfly pricing: https://scrapfly.io/pricing","Scrapfly: https://scrapfly.io"],"notes":"Excellent Firecrawl peer when you need anti-bot + cloud browser with transparent credits. Prefer Firecrawl for simplest LLM markdown; Apify for Actor fleets."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":8,"providerId":"daytona","slug":"daytona","name":"Daytona","tagline":"Choose when agents need sticky filesystems and full dev environments. E2B for disposable code exec. Confirm…","status":"active","categoryIds":["cat-sandboxes-browsers","cat-cpu-compute"],"regions":["global"],"overall":8.24,"scores":{"capabilityFit":8.8,"pricePerformance":8.2,"latencyReliability":8.2,"developerDx":8.8,"privacyPosture":8,"lockInRisk":3,"maturity":7.2,"overall":8.24,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Daytona pricing: https://www.daytona.io/pricing","Daytona billing docs: https://www.daytona.io/docs/en/billing/","Daytona: https://daytona.io","Daytona docs: https://www.daytona.io/docs","Agent sandbox landscape 2026: https://shipengtao.com/en/agent-sandbox/"],"notes":"Choose when agents need sticky filesystems and full dev environments. E2B for disposable code exec. Confirm licensing after 2026 closed-source shift."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":9,"providerId":"fly-machines","slug":"fly-machines","name":"Fly Machines","tagline":"DIY sandbox substrate with global edge. Prefer E2B unless you need custom machine control.","status":"active","categoryIds":["cat-sandboxes-browsers","cat-cpu-compute"],"regions":["global"],"overall":8.21,"scores":{"capabilityFit":8.5,"pricePerformance":8.5,"latencyReliability":8.2,"developerDx":8,"privacyPosture":7.8,"lockInRisk":3,"maturity":8.5,"overall":8.21,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Fly Machines: https://fly.io/docs/machines/"],"notes":"DIY sandbox substrate with global edge. Prefer E2B unless you need custom machine control."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":10,"providerId":"apify","slug":"apify","name":"Apify","tagline":"Depot pick when you need a scraper marketplace / reusable Actors, not just a crawl API. Firecrawl for…","status":"active","categoryIds":["cat-search-scrape","cat-sandboxes-browsers"],"regions":["global","eu","us"],"overall":8.21,"scores":{"capabilityFit":9,"pricePerformance":7.5,"latencyReliability":8.6,"developerDx":8.4,"privacyPosture":7.5,"lockInRisk":4.5,"maturity":9.2,"overall":8.21,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Apify pricing: https://apify.com/pricing","Apify for agents: https://agi.apify.com/AGENTS.md"],"notes":"Depot pick when you need a scraper marketplace / reusable Actors, not just a crawl API. Firecrawl for LLM-ready extract; Bright Data for enterprise proxy; Scrapfly/ZenRows for simpler request APIs."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":11,"providerId":"restate","slug":"restate","name":"Restate","tagline":"Strong Temporal alternative for durable AI agents, especially on Workers/Vercel. Remains medium until paid…","status":"active","categoryIds":["cat-cpu-compute","cat-sandboxes-browsers"],"regions":["global","us","eu"],"overall":8.15,"scores":{"capabilityFit":8.6,"pricePerformance":7.8,"latencyReliability":8.8,"developerDx":8.4,"privacyPosture":8.4,"lockInRisk":3.8,"maturity":7.4,"overall":8.15,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14","sources":["Restate Cloud public launch: https://restate.dev/blog/announcing-restate-cloud-public","Restate Cloud getting started: https://docs.restate.dev/cloud/getting-started","Restate pricing: https://restate.dev/pricing","Restate durable agents: https://docs.restate.dev/ai/patterns/durable-agents"],"notes":"Strong Temporal alternative for durable AI agents, especially on Workers/Vercel. Remains medium until paid $/action card is durably public. Depot durability pick stays Temporal Cloud."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":12,"providerId":"nango","slug":"nango","name":"Nango","tagline":"Depot pick for saas-oauth-integrations (embed customer SaaS OAuth/sync). Composio remains agent-tool-router…","status":"active","categoryIds":["cat-sandboxes-browsers","cat-auth-payments"],"regions":["global","us","eu"],"overall":8.14,"scores":{"capabilityFit":8.4,"pricePerformance":8,"latencyReliability":8.2,"developerDx":8.6,"privacyPosture":8.4,"lockInRisk":3.5,"maturity":7.8,"overall":8.14,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Nango pricing: https://nango.dev/pricing","Nango: https://nango.dev"],"notes":"Depot pick for saas-oauth-integrations (embed customer SaaS OAuth/sync). Composio remains agent-tool-router for MCP/tool calling breadth."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":13,"providerId":"deno-deploy","slug":"deno-deploy","name":"Deno Deploy","tagline":"Nice for TS edge tools. Don't confuse isolate deploy with E2B-class untrusted code sandboxes.","status":"active","categoryIds":["cat-cpu-compute","cat-sandboxes-browsers"],"regions":["global"],"overall":8.13,"scores":{"capabilityFit":7.8,"pricePerformance":8.5,"latencyReliability":8.6,"developerDx":9,"privacyPosture":8.2,"lockInRisk":4.5,"maturity":8,"overall":8.13,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Deno Deploy: https://deno.com/deploy"],"notes":"Nice for TS edge tools. Don't confuse isolate deploy with E2B-class untrusted code sandboxes."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":14,"providerId":"cloudflare-browser-rendering","slug":"cloudflare-browser-rendering","name":"Cloudflare Browser Rendering","tagline":"Edge browser peer when already on Cloudflare. Depot cloud-browser pick stays Browserbase; Anchor/Hyperbrowser…","status":"active","categoryIds":["cat-sandboxes-browsers"],"regions":["global"],"overall":8.04,"scores":{"capabilityFit":7.8,"pricePerformance":8.8,"latencyReliability":8.6,"developerDx":8.2,"privacyPosture":8.4,"lockInRisk":5,"maturity":8,"overall":8.04,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Cloudflare Browser Rendering: https://developers.cloudflare.com/browser-rendering/","Cloudflare Browser Rendering pricing: https://developers.cloudflare.com/browser-rendering/platform/pricing/"],"notes":"Edge browser peer when already on Cloudflare. Depot cloud-browser pick stays Browserbase; Anchor/Hyperbrowser for computer-use. Medium until Workers Paid browser-hour card re-exported."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":15,"providerId":"cua","slug":"cua","name":"Cua","tagline":"Best Scrapybara/E2B Desktop peer when you need Windows+macOS+Android fleets or local OSS sandboxes. E2B…","status":"active","categoryIds":["cat-sandboxes-browsers"],"regions":["us","global"],"overall":8.02,"scores":{"capabilityFit":8.8,"pricePerformance":8,"latencyReliability":7.6,"developerDx":8.6,"privacyPosture":8.2,"lockInRisk":3.8,"maturity":7,"overall":8.02,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Cua: https://cua.ai","Cua GitHub: https://github.com/trycua/cua","Cloud Windows GA + macOS preview: https://cua.ai/blog/cloud-windows-ga-macos-preview"],"notes":"Best Scrapybara/E2B Desktop peer when you need Windows+macOS+Android fleets or local OSS sandboxes. E2B remains the depot Linux-desktop default; Cua when OS coverage is the job."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":16,"providerId":"hatchet","slug":"hatchet","name":"Hatchet","tagline":"Temporal/Inngest peer for agent task orchestration. Prefer Temporal for serious durability; Inngest for TS…","status":"active","categoryIds":["cat-cpu-compute","cat-sandboxes-browsers"],"regions":["global","us"],"overall":8.02,"scores":{"capabilityFit":8.2,"pricePerformance":7.8,"latencyReliability":8.4,"developerDx":8.6,"privacyPosture":8.2,"lockInRisk":3.2,"maturity":7.2,"overall":8.02,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Hatchet Cloud pricing: https://hatchet.run/pricing","Hatchet durable tasks docs: https://docs.hatchet.run/v1/durable-tasks","Hatchet: https://hatchet.run"],"notes":"Temporal/Inngest peer for agent task orchestration. Prefer Temporal for serious durability; Inngest for TS DX; Hatchet when you want OSS+simple run pricing."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":17,"providerId":"aws-agent-registry","slug":"aws-agent-registry","name":"AWS Agent Registry","tagline":"Depot pick for enterprise A2A/MCP discovery when the fleet already lives on AWS. OpenAgora/a2a-registry.dev…","status":"active","categoryIds":["cat-search-scrape","cat-sandboxes-browsers"],"regions":["us","eu","global"],"overall":7.96,"scores":{"capabilityFit":8.6,"pricePerformance":8,"latencyReliability":8.8,"developerDx":7.8,"privacyPosture":8.2,"lockInRisk":7,"maturity":8.5,"overall":7.96,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["AgentCore pricing (incl. Registry): https://aws.amazon.com/bedrock/agentcore/pricing/","AWS Agent Registry blog: https://aws.amazon.com/blogs/machine-learning/manage-agents-tools-and-skills-at-scale-with-aws-agent-registry/"],"notes":"Depot pick for enterprise A2A/MCP discovery when the fleet already lives on AWS. OpenAgora/a2a-registry.dev for public/OSS discovery; PulseMCP/Smithery for MCP-only directories."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":18,"providerId":"browserstack","slug":"browserstack","name":"BrowserStack","tagline":"Depot pick for mobile-computer-use on real phones. Cua if you only need Android VMs; AWS Device Farm if you…","status":"active","categoryIds":["cat-sandboxes-browsers"],"regions":["global"],"overall":7.95,"scores":{"capabilityFit":9,"pricePerformance":6.2,"latencyReliability":9,"developerDx":8,"privacyPosture":7.8,"lockInRisk":5.5,"maturity":9.4,"overall":7.95,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19","sources":["BrowserStack pricing: https://www.browserstack.com/pricing","BrowserStack: https://www.browserstack.com"],"notes":"Depot pick for mobile-computer-use on real phones. Cua if you only need Android VMs; AWS Device Farm if you are already on AWS and want $0.17/min metered."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":19,"providerId":"testmu-ai","slug":"testmu-ai","name":"TestMu AI (ex-LambdaTest)","tagline":"Budget BrowserStack/Sauce peer. Catalog as testmu-ai — do not add a second live LambdaTest SKU. Depot mobile…","status":"active","categoryIds":["cat-sandboxes-browsers"],"regions":["global","us","eu","in"],"overall":7.94,"scores":{"capabilityFit":8.4,"pricePerformance":7.8,"latencyReliability":8.2,"developerDx":8,"privacyPosture":7.6,"lockInRisk":4.5,"maturity":8.6,"overall":7.94,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["TestMu AI pricing: https://www.testmuai.com/pricing/","LambdaTest→TestMu AI Real Device Cloud: https://www.testmuai.com/blog/what-is-lambdatest-real-device-cloud/","TestMu AI: https://www.testmuai.com"],"notes":"Budget BrowserStack/Sauce peer. Catalog as testmu-ai — do not add a second live LambdaTest SKU. Depot mobile pick stays BrowserStack unless price dominates."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":20,"providerId":"sauce-labs","slug":"sauce-labs","name":"Sauce Labs","tagline":"BrowserStack peer for real-device mobile computer-use. Prefer when you already live in Sauce QA tooling or…","status":"active","categoryIds":["cat-sandboxes-browsers"],"regions":["global","us","eu"],"overall":7.91,"scores":{"capabilityFit":8.8,"pricePerformance":6.2,"latencyReliability":8.8,"developerDx":7.8,"privacyPosture":8.2,"lockInRisk":4.8,"maturity":9.2,"overall":7.91,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Sauce Labs pricing: https://saucelabs.com/pricing","Sauce Labs Real Device Access API: https://siliconangle.com/2026/02/25/sauce-labs-launches-programmable-infrastructure-mobile-testing-real-device-access-api/","Sauce Labs: https://saucelabs.com"],"notes":"BrowserStack peer for real-device mobile computer-use. Prefer when you already live in Sauce QA tooling or need the Real Device Access API. Depot mobile pick stays BrowserStack."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":21,"providerId":"skyvern","slug":"skyvern","name":"Skyvern","tagline":"Pick for ops/RPA-replacement browser agents (invoices, portals, 2FA). Not a substitute for E2B/Cua desktops…","status":"active","categoryIds":["cat-sandboxes-browsers","cat-search-scrape"],"regions":["global","us"],"overall":7.88,"scores":{"capabilityFit":8.4,"pricePerformance":8,"latencyReliability":7.8,"developerDx":8.2,"privacyPosture":8,"lockInRisk":4,"maturity":7.2,"overall":7.88,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Skyvern pricing: https://www.skyvern.com/pricing","Skyvern: https://www.skyvern.com"],"notes":"Pick for ops/RPA-replacement browser agents (invoices, portals, 2FA). Not a substitute for E2B/Cua desktops. Browser Use Cloud if you want a general NL agent loop instead of workflow runs."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":22,"providerId":"hyperbrowser","slug":"hyperbrowser","name":"Hyperbrowser","tagline":"Pick when you want hosted OpenAI/Claude computer-use on stealth Chromium without owning the browser fleet…","status":"active","categoryIds":["cat-sandboxes-browsers","cat-search-scrape"],"regions":["global","us"],"overall":7.8,"scores":{"capabilityFit":8.2,"pricePerformance":8.2,"latencyReliability":7.8,"developerDx":8.4,"privacyPosture":7.8,"lockInRisk":4.5,"maturity":6.8,"overall":7.8,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Hyperbrowser pricing docs: https://www.hyperbrowser.ai/docs/pricing","Hyperbrowser: https://www.hyperbrowser.ai","OpenAI CUA on Hyperbrowser: https://hyperbrowser.ai/docs/agents/openai-cua"],"notes":"Pick when you want hosted OpenAI/Claude computer-use on stealth Chromium without owning the browser fleet. Anchor still wins authenticated humanized profiles; Browserbase wins session polish."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":23,"providerId":"google-agent-registry","slug":"google-agent-registry","name":"Google Cloud Agent Registry","tagline":"GCP twin of AWS Agent Registry. Use when agents already sit on Vertex/Gemini Enterprise; otherwise prefer…","status":"active","categoryIds":["cat-search-scrape","cat-sandboxes-browsers"],"regions":["global","us","eu"],"overall":7.78,"scores":{"capabilityFit":8.5,"pricePerformance":7.2,"latencyReliability":8.8,"developerDx":7.6,"privacyPosture":8.2,"lockInRisk":7.2,"maturity":8.8,"overall":7.78,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Agent Registry overview: https://docs.cloud.google.com/agent-registry/overview","Gemini Enterprise Agent Platform pricing: https://cloud.google.com/products/gemini-enterprise-agent-platform/pricing","Register agents (A2A): https://docs.cloud.google.com/agent-registry/register-agents"],"notes":"GCP twin of AWS Agent Registry. Use when agents already sit on Vertex/Gemini Enterprise; otherwise prefer open A2A registries."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":24,"providerId":"genymotion-cloud","slug":"genymotion-cloud","name":"Genymotion Cloud","tagline":"Use when agents need Android VMs (not real handsets). Real-device mobile CUA stays BrowserStack/Sauce/AWS…","status":"active","categoryIds":["cat-sandboxes-browsers","cat-cpu-compute"],"regions":["global","us","eu"],"overall":7.75,"scores":{"capabilityFit":7.8,"pricePerformance":7.4,"latencyReliability":8.2,"developerDx":8,"privacyPosture":7.8,"lockInRisk":4,"maturity":8.4,"overall":7.75,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Genymotion SaaS pricing docs: https://docs.genymotion.com/usage/saas/pricing/","Genymotion Cloud: https://www.genymotion.com/product-cloud/","Genymotion pricing: https://www.genymotion.com/pricing/"],"notes":"Use when agents need Android VMs (not real handsets). Real-device mobile CUA stays BrowserStack/Sauce/AWS Device Farm; Cua covers multi-OS desktop+Android VM fleets."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":25,"providerId":"agentql","slug":"agentql","name":"AgentQL","tagline":"Pinned Professional $99 on the live unauthenticated card (Round 8). Strong semantic query language for agent…","status":"active","categoryIds":["cat-search-scrape","cat-sandboxes-browsers"],"regions":["global","us"],"overall":7.73,"scores":{"capabilityFit":8.2,"pricePerformance":7.8,"latencyReliability":7.6,"developerDx":8.8,"privacyPosture":7.2,"lockInRisk":4,"maturity":6.8,"overall":7.73,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["AgentQL pricing: https://www.agentql.com/pricing","AgentQL MCP: https://docs.agentql.com/integrations/mcp","AgentQL: https://www.agentql.com"],"notes":"Pinned Professional $99 on the live unauthenticated card (Round 8). Strong semantic query language for agent scrape/extract; use when CSS/XPath fragility dominates. Firecrawl remains LLM-crawl default; Apify for Actor marketplace."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":26,"providerId":"smithery","slug":"smithery","name":"Smithery","tagline":"Public MCP server directory; hosted URLs, API, Connect, CLI and SDKs shut down 2026-10-31.","status":"active","categoryIds":["cat-search-scrape","cat-sandboxes-browsers"],"regions":["global"],"overall":7.7,"scores":{"capabilityFit":8.2,"pricePerformance":8,"latencyReliability":7.6,"developerDx":8.8,"privacyPosture":7,"lockInRisk":5,"maturity":7,"overall":7.7,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Smithery pricing: https://smithery.ai/pricing","Smithery namespaces (plan limits): https://smithery.ai/docs/concepts/namespaces","Smithery: https://smithery.ai"],"notes":"Public (non-proxied) MCP server directory. Per https://smithery.ai/future (fetched 2026-10-24), its connection management services shut down on 2026-10-31: hosted server URLs (run.tools, server.smithery.ai), the Smithery API, Connect and Toolbox, accounts and API keys, and the CLI and SDKs stop working. No longer a Depot pick since 2026-10-24 (mcp-discovery -> mcp-registry, mcp-server-hosting -> cloudflare-workers); kept as a directory-only runner-up for mcp-discovery."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":27,"providerId":"aws-device-farm","slug":"aws-device-farm","name":"AWS Device Farm","tagline":"AWS-estate default for mobile device farms. BrowserStack if you want the bigger self-serve catalog; Cua for…","status":"active","categoryIds":["cat-sandboxes-browsers"],"regions":["us"],"overall":7.7,"scores":{"capabilityFit":7.8,"pricePerformance":7.4,"latencyReliability":8.6,"developerDx":7,"privacyPosture":8.8,"lockInRisk":5.8,"maturity":9,"overall":7.7,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["AWS Device Farm pricing: https://aws.amazon.com/device-farm/pricing/","AWS Device Farm: https://aws.amazon.com/device-farm/"],"notes":"AWS-estate default for mobile device farms. BrowserStack if you want the bigger self-serve catalog; Cua for cheap Android VMs without real silicon."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":28,"providerId":"upstash-box","slug":"upstash-box","name":"Upstash Box","tagline":"Interesting E2B peer for freezeable agent computers. Keep medium until preview exits; production default…","status":"active","categoryIds":["cat-sandboxes-browsers","cat-cpu-compute"],"regions":["global","us"],"overall":7.67,"scores":{"capabilityFit":8,"pricePerformance":8.6,"latencyReliability":7.2,"developerDx":8.8,"privacyPosture":7.4,"lockInRisk":4.2,"maturity":5.8,"overall":7.67,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14","sources":["Upstash Box pricing: https://upstash.com/pricing/box","Upstash Box quickstart: https://upstash.com/docs/box/overall/quickstart"],"notes":"Interesting E2B peer for freezeable agent computers. Keep medium until preview exits; production default remains E2B."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":29,"providerId":"pulse-mcp","slug":"pulse-mcp","name":"PulseMCP","tagline":"MCP directory peer to Glama/Smithery — best when you need a curated sub-registry for a platform, not…","status":"active","categoryIds":["cat-search-scrape","cat-sandboxes-browsers"],"regions":["global","us"],"overall":7.65,"scores":{"capabilityFit":8.4,"pricePerformance":7,"latencyReliability":7.8,"developerDx":8.2,"privacyPosture":7.5,"lockInRisk":4,"maturity":7.2,"overall":7.65,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14","sources":["PulseMCP API: https://www.pulsemcp.com/api","PulseMCP Sub-Registry docs: https://www.pulsemcp.com/api/docs/v0.1","PulseMCP work with us: https://www.pulsemcp.com/work-with-us"],"notes":"MCP directory peer to Glama/Smithery — best when you need a curated sub-registry for a platform, not self-serve hosting $. Official MCP Registry remains metadata source of truth."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":30,"providerId":"composio","slug":"composio","name":"Composio","tagline":"Depot pick for tool/MCP router with managed OAuth across 1500+ apps. Official rate card is now public — Hobby…","status":"active","categoryIds":["cat-sandboxes-browsers","cat-search-scrape"],"regions":["global","us"],"overall":7.62,"scores":{"capabilityFit":8.2,"pricePerformance":7.5,"latencyReliability":7.8,"developerDx":8.8,"privacyPosture":7.2,"lockInRisk":5.8,"maturity":7.2,"overall":7.62,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19","sources":["Composio pricing: https://composio.dev/pricing","Composio: https://composio.dev","Composio docs: https://docs.composio.dev"],"notes":"Depot pick for tool/MCP router with managed OAuth across 1500+ apps. Official rate card is now public — Hobby is real free for light agents; Pro is the agent-scale default. Not a compute fabric; pair with E2B/Browserbase when you need sandboxes/browsers."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":31,"providerId":"scrapybara","slug":"scrapybara","name":"Scrapybara","tagline":"Clear hosted desktop provider. E2B Desktop remains depot default if you already run E2B; Scrapybara when you…","status":"active","categoryIds":["cat-sandboxes-browsers"],"regions":["us","global"],"overall":7.58,"scores":{"capabilityFit":8.4,"pricePerformance":7.8,"latencyReliability":7.4,"developerDx":8.2,"privacyPosture":7.2,"lockInRisk":4.8,"maturity":6.5,"overall":7.58,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Scrapybara SDK 2.0 (plan table): https://scrapybara.com/blog/sdk2","Scrapybara: https://scrapybara.com","Scrapybara FinOps profile: https://apis.io/finops/scrapybara/scrapybara-finops/"],"notes":"Clear hosted desktop provider. E2B Desktop remains depot default if you already run E2B; Scrapybara when you need Windows or turnkey desktop sessions."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":32,"providerId":"glama","slug":"glama","name":"Glama","tagline":"Directory/hosting MCP peer. The Official MCP Registry is the Depot pick for mcp-discovery since…","status":"active","categoryIds":["cat-search-scrape","cat-sandboxes-browsers"],"regions":["global","us"],"overall":7.56,"scores":{"capabilityFit":7.8,"pricePerformance":8.5,"latencyReliability":7.2,"developerDx":8.2,"privacyPosture":7,"lockInRisk":4,"maturity":6.5,"overall":7.56,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Glama pricing: https://glama.ai/pricing","Glama MCP hosting: https://glama.ai/mcp/hosting","Glama: https://glama.ai"],"notes":"Directory/hosting MCP peer. The Official MCP Registry is the Depot pick for mcp-discovery since 2026-10-24 (Smithery's connection services end 2026-10-31); Glama when you want gateway+hosted MCP slots with a public Free/$9/$26/$80 ladder."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":33,"providerId":"northflank","slug":"northflank","name":"Northflank","tagline":"Choose when the agent needs a whole app platform, not just a code jail. E2B for pure sandboxes; Railway for…","status":"active","categoryIds":["cat-cpu-compute","cat-sandboxes-browsers","cat-gpu-cloud"],"regions":["global","us"],"overall":7.49,"scores":{"capabilityFit":8,"pricePerformance":7.4,"latencyReliability":7.8,"developerDx":8,"privacyPosture":7.5,"lockInRisk":5.5,"maturity":7.2,"overall":7.49,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Northflank: https://northflank.com","Northflank pricing: https://northflank.com/pricing","Agent sandbox landscape: https://shipengtao.com/en/agent-sandbox/"],"notes":"Choose when the agent needs a whole app platform, not just a code jail. E2B for pure sandboxes; Railway for simple apps."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":34,"providerId":"browser-use","slug":"browser-use","name":"Browser Use Cloud","tagline":"Pick when you want an agent-native browser loop, not just a hosted Chromium. Browserbase still wins pure…","status":"active","categoryIds":["cat-sandboxes-browsers","cat-search-scrape"],"regions":["global","us"],"overall":7.4,"scores":{"capabilityFit":8,"pricePerformance":7.8,"latencyReliability":7,"developerDx":8.4,"privacyPosture":6.5,"lockInRisk":4,"maturity":6.2,"overall":7.4,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Browser Use pricing: https://browser-use.com/pricing","Browser Use: https://browser-use.com"],"notes":"Pick when you want an agent-native browser loop, not just a hosted Chromium. Browserbase still wins pure session polish."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":35,"providerId":"letta","slug":"letta","name":"Letta Cloud","tagline":"Choose when the agent IS a long-lived stateful runtime. For bolt-on memory use Mem0/Zep.","status":"active","categoryIds":["cat-vector-memory","cat-sandboxes-browsers"],"regions":["global","us"],"overall":7.4,"scores":{"capabilityFit":8,"pricePerformance":7.8,"latencyReliability":7.2,"developerDx":8,"privacyPosture":7.2,"lockInRisk":5.5,"maturity":6.8,"overall":7.4,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14","sources":["Letta: https://www.letta.com","Letta GitHub: https://github.com/letta-ai/letta","Memory providers 2026: https://www.developersdigest.tech/blog/best-ai-agent-memory-providers-2026"],"notes":"Choose when the agent IS a long-lived stateful runtime. For bolt-on memory use Mem0/Zep."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":36,"providerId":"kernel","slug":"kernel","name":"Kernel","tagline":"Interesting Browserbase alternative with transparent per-second rates. Trial against your session mix.","status":"active","categoryIds":["cat-sandboxes-browsers"],"regions":["global","us"],"overall":7.32,"scores":{"capabilityFit":7.6,"pricePerformance":8,"latencyReliability":7.2,"developerDx":8.2,"privacyPosture":7,"lockInRisk":4.5,"maturity":5.8,"overall":7.32,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Kernel pricing docs: https://www.kernel.sh/docs/info/pricing","Kernel: https://www.kernel.sh","Kernel docs: https://www.kernel.sh/docs"],"notes":"Interesting Browserbase alternative with transparent per-second rates. Trial against your session mix."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":37,"providerId":"anchor-browser","slug":"anchor-browser","name":"Anchor Browser","tagline":"Strong when bot-detection and authenticated computer-use matter. A/B vs Browserbase/Kernel.","status":"active","categoryIds":["cat-sandboxes-browsers"],"regions":["global","us"],"overall":7.17,"scores":{"capabilityFit":7.8,"pricePerformance":7.2,"latencyReliability":7.2,"developerDx":8,"privacyPosture":7,"lockInRisk":4.8,"maturity":5.8,"overall":7.17,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Anchor Browser pricing: https://docs.anchorbrowser.io/pricing","Anchor Browser: https://anchorbrowser.io","Anchor docs: https://docs.anchorbrowser.io"],"notes":"Strong when bot-detection and authenticated computer-use matter. A/B vs Browserbase/Kernel."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}}],"quote":null,"editorialPriorAsOf":"2026-09-14","pricingLastVerifiedAt":"2026-10-27","jtbd":null,"jtbdAssumed":false,"assumptionNote":null,"defaultJtbd":"coding-agent","crossCategory":false,"note":"Cross-category / category-only board — overall scores are not comparable across categories."}