{"tool":{"slug":"firecrawl","name":"Firecrawl","url":"https://canagentsuse.com/tools/firecrawl","websiteUrl":"https://firecrawl.dev","docsUrl":"https://docs.firecrawl.dev","githubUrl":"https://github.com/mendableai/firecrawl","tagline":"Turn websites into clean markdown or structured data.","shortDescription":"A crawling and scraping API built for LLM-ready extraction, markdown conversion, and structured outputs.","agentSummary":"Useful when an agent needs to inspect websites without writing browser orchestration from scratch.","bestFor":"Crawling websites, extracting markdown, and feeding research workflows.","cautionNotes":"Key limitations: Respect robots, terms, rate limits, and content ownership. Respect robots.txt, site terms, rate limits, copyright, authentication boundaries, and anti-bot controls before asking an agent to crawl or extract content. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Public free and paid tiers based on credits and extraction volume.","authModel":"API key.","accountCreation":"Self-serve account and API key flow.","browserSupport":"Dashboard exists for keys and usage; primary path is API.","cliPackage":null,"apiBaseUrl":"https://api.firecrawl.dev","mcpServer":null,"agentScore":62,"agentTier":"Usable","scoreBreakdown":{"score":62,"tier":"Usable","summary":"Usable: 62/100. Strongest in agent readability; weakest in agent safety.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":14,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"API-first scraping and crawl endpoints."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Dashboard exists for keys and usage; primary path is API."}]},{"key":"safety","label":"Agent safety","weight":25,"score":10.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs are organized around scrape, crawl, map, extract, and SDK flows."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Credit-oriented pricing is visible before implementation."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"5 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":10.5,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve account and API key flow."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":2.5,"maxScore":5,"supportLevel":"partial","evidence":"API key."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":9.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":518,"isFeatured":true,"categories":[{"slug":"scraping-content","name":"Scraping & content","description":"Web extraction, search, crawling, browser automation, and content APIs.","sortOrder":30}],"useCases":[{"slug":"extract-web-data","name":"Extract web data","description":"Search, crawl, scrape, parse, and normalize public web content."},{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"API-first scraping and crawl endpoints.","evidenceUrl":"https://docs.firecrawl.dev/api-reference"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Dashboard exists for keys and usage; primary path is API.","evidenceUrl":"https://firecrawl.dev"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve account and API key flow.","evidenceUrl":"https://firecrawl.dev"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Credit-oriented pricing is visible before implementation.","evidenceUrl":"https://docs.firecrawl.dev"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Docs are organized around scrape, crawl, map, extract, and SDK flows.","evidenceUrl":"https://docs.firecrawl.dev"}]}}