{"slug":"firecrawl","name":"Firecrawl","summary":"Open-source API and developer tooling that lets AI agents search the web, scrape pages into clean data, parse documents, and interact with live pages. It exposes a Python SDK, a CLI, an MCP server, and an agent onboarding skill.","publisher":"Firecrawl","homepage":"https://www.firecrawl.dev","kind":"kit","hasApi":true,"hasMcp":true,"costRange":"unknown","costNotes":"The retrieved page does not state prices, a free tier, or a billing unit. It shows an annual offer labeled “2 Months Free — Annually” and requires an API key (FIRECRAWL_API_KEY). Exact cost is unknown.","functions":["browser","cache","code","crawl","extract","index","parse","search"],"slices":[{"functionId":"search","label":"Web search","note":"Search finds relevant information across the web.","cost":"Unknown"},{"functionId":"crawl","label":"Site crawl","note":"Crawl is shown as a core URL operation and described as taking a URL and crawling it.","cost":"Unknown"},{"functionId":"extract","label":"Structured scrape","note":"Scrape turns pages into clean, structured, AI-usable data, including comprehensive research extraction.","cost":"Unknown"},{"functionId":"parse","label":"Media parsing","note":"Parses and outputs content from PDFs, DOCX, and other documents.","cost":"Unknown"},{"functionId":"browser","label":"Page actions","note":"Interact can click, scroll, write, wait, press, navigate, screenshot, and operate a page.","cost":"Unknown"},{"functionId":"cache","label":"Cache patterns","note":"Callers can choose caching patterns for live web data.","cost":"Unknown"},{"functionId":"index","label":"Web index","note":"Caching is backed by a growing web index.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states a public API, a Python SDK (firecrawl-py), a CLI (firecrawl-cli), an MCP server config (firecrawl-mcp via npx), integrations, and a fetchable agent skill. How those interfaces are versioned, rate-limited, or priced is not stated.","signals":[],"functionProbabilities":[{"functionId":"browser","value":0.8,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"},{"functionId":"cache","value":0.8,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"},{"functionId":"code","value":0.8,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"},{"functionId":"crawl","value":0.8,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"},{"functionId":"extract","value":0.8,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"},{"functionId":"index","value":0.8,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"},{"functionId":"parse","value":0.8,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"},{"functionId":"search","value":0.8,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"},{"functionId":"connect","value":0.72,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"},{"functionId":"generate","value":0.72,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"},{"functionId":"memory","value":0.72,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"},{"functionId":"monitor","value":0.72,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"},{"functionId":"rank","value":0.72,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"},{"functionId":"render","value":0.72,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"},{"functionId":"retrieve","value":0.72,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"},{"functionId":"tool-call","value":0.72,"source":"https://www.firecrawl.dev","method":"lexical","observedAt":"2026-10-17T13:58:09.748Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://www.firecrawl.dev","method":"fallback"},{"key":"api","status":"unverified","asserted":"true","evidenceSource":"https://www.firecrawl.dev","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://www.firecrawl.dev","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://www.firecrawl.dev","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-10-17T13:58:10.569Z","updatedAt":"2026-10-17T13:58:10.569Z","sources":[{"kind":"web","label":"executor","url":"https://www.firecrawl.dev","excerpt":"Highlights and Question formats are now live. Get grounded answers or verbatim excerpts from any page in one call. Try it now →\n\n2 Months Free — Annually\n\n# Power AI agents with clean web data\n\nThe API to search, scrape, and interact  \n wit","at":"2026-10-17T13:58:10.569Z"}],"recordId":"cmp_firecrawl","claims":{"name":"Firecrawl","summary":"Open-source API and developer tooling that lets AI agents search the web, scrape pages into clean data, parse documents, and interact with live pages. It exposes a Python SDK, a CLI, an MCP server, and an agent onboarding skill.","kind":"kit","publisher":"Firecrawl","homepage":"https://www.firecrawl.dev","costRange":"unknown","costNotes":"The retrieved page does not state prices, a free tier, or a billing unit. It shows an annual offer labeled “2 Months Free — Annually” and requires an API key (FIRECRAWL_API_KEY). Exact cost is unknown.","functions":["browser","cache","code","crawl","extract","index","parse","search"],"slices":[{"functionId":"search","label":"Web search","note":"Search finds relevant information across the web.","cost":"Unknown"},{"functionId":"crawl","label":"Site crawl","note":"Crawl is shown as a core URL operation and described as taking a URL and crawling it.","cost":"Unknown"},{"functionId":"extract","label":"Structured scrape","note":"Scrape turns pages into clean, structured, AI-usable data, including comprehensive research extraction.","cost":"Unknown"},{"functionId":"parse","label":"Media parsing","note":"Parses and outputs content from PDFs, DOCX, and other documents.","cost":"Unknown"},{"functionId":"browser","label":"Page actions","note":"Interact can click, scroll, write, wait, press, navigate, screenshot, and operate a page.","cost":"Unknown"},{"functionId":"cache","label":"Cache patterns","note":"Callers can choose caching patterns for live web data.","cost":"Unknown"},{"functionId":"index","label":"Web index","note":"Caching is backed by a growing web index.","cost":"Unknown"},{"functionId":"code","label":"code","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"},{"kind":"http"}],"composabilityRationale":"The page states a public API, a Python SDK (firecrawl-py), a CLI (firecrawl-cli), an MCP server config (firecrawl-mcp via npx), integrations, and a fetchable agent skill. How those interfaces are versioned, rate-limited, or priced is not stated."},"relations":[{"from":"firecrawl","to":"sitegeist","kind":"fills-same-slot-as","note":"Shared functions browser, code, extract. Can fill the same function slot."},{"from":"firecrawl","to":"spider","kind":"fills-same-slot-as","note":"Shared functions browser, code, crawl, search. Can fill the same function slot."},{"from":"firecrawl","to":"context-dev","kind":"fills-same-slot-as","note":"Shared functions crawl, extract, search. Can fill the same function slot."},{"from":"firecrawl","to":"search","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."},{"from":"firecrawl","to":"fix-cold-start-latency-in-ai-sandboxes-techniques","kind":"fills-same-slot-as","note":"Shared functions cache, code, extract. Can fill the same function slot."},{"from":"firecrawl","to":"onyx","kind":"fills-same-slot-as","note":"Shared functions code, index, search. Can fill the same function slot."},{"from":"firecrawl","to":"rtk","kind":"fills-same-slot-as","note":"Shared functions code, search. Can fill the same function slot."},{"from":"firecrawl","to":"best-code-execution-sandbox-for-openhands-in-2026","kind":"fills-same-slot-as","note":"Shared functions code, search. Can fill the same function slot."}],"explain":{"score":9,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.6666666666666666,"contribution":0.06666666666666667,"why":"An MCP surface is declared. An API is declared. Cost is unknown. 2 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.18107144632819594,"contribution":0.025350002485947435,"why":"1 sources cover 1 evidence types. The latest dated evidence is 2026-10-17. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://www.firecrawl.dev","excerpt":"Highlights and Question formats are now live. Get grounded answers or verbatim excerpts from any page in one call. Try it now →\n\n2 Months Free — Annually\n\n# Power AI agents with clean web data\n\nThe API to search, scrape, and interact  \n wit","at":"2026-10-17T13:58:10.569Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":9}