{
  "data": {
    "a": {
      "slug": "crw",
      "name": "fastCRW",
      "vendor": "Nanofy OÜ",
      "vendorUrl": "https://fastcrw.com",
      "kind": "http-api",
      "category": "web-scrapers",
      "summary": "fastCRW is a Firecrawl-compatible scraping engine in Rust from Nanofy OÜ in Estonia. It turns pages into Markdown or JSON and searches, maps and crawls sites, as an AGPL-3.0 self-hosted binary or a hosted API with an MCP server.",
      "url": "https://www.anchorterminal.com/tools/crw",
      "markdownUrl": "https://www.anchorterminal.com/tools/crw.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/crw.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/crw.json",
      "dns": "crw.grade.anchorterminal.com",
      "repo": "https://github.com/fastcrw/crw",
      "license": "AGPL-3.0",
      "transports": [
        "stdio",
        "streamable-http"
      ],
      "remoteUrl": "https://fastcrw.com/mcp",
      "packages": [
        {
          "registry": "npm",
          "name": "crw-mcp"
        },
        {
          "registry": "npm",
          "name": "crw-sdk"
        },
        {
          "registry": "pypi",
          "name": "crw"
        },
        {
          "registry": "cargo",
          "name": "crw-server"
        },
        {
          "registry": "oci",
          "name": "ghcr.io/fastcrw/crw"
        }
      ],
      "auth": "mixed",
      "authNotes": "Hosted API at api.fastcrw.com takes `Authorization: Bearer crw_live_...` keys from the fastcrw.com dashboard after a browser signup (GitHub or email). The hosted MCP server at fastcrw.com/mcp takes OAuth 2.1 (PKCE S256, dynamic client registration, one scope `mcp:tools`) or the key in the URL path as fastcrw.com/mcp/\u003cAPI_KEY\u003e. No key scopes found. A self-hosted engine needs no key unless `[auth] api_keys` is set.",
      "pricing": "freemium",
      "pricingNotes": "500 one-off credits with no card, plus up to 500 more from onboarding tasks. Hobby $13 a month for 5,000 credits, Standard $69 for 100,000, Growth $279 for 500,000, Scale $549 for 1,000,000 (less with yearly billing). One credit a page on any renderer, search 2. Failed pages refunded, top-ups never expire. Self-hosting is free.",
      "priceSummary": "$13 / mo",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 on the pricing page, the credit-costs and agent-onboarding docs, or the OpenAPI spec (checked 2026-11-06). A 402 on the hosted API means an exhausted credit balance (`errorCode: insufficient_credits`) with an upgrade URL header, not a payment requirement.",
        "endpoints": []
      },
      "toolCount": 11,
      "popularity": {
        "githubStars": 1200,
        "npmWeekly": 881,
        "pypiWeekly": null,
        "asOf": "2026-11-06"
      },
      "docsUrl": "https://docs.fastcrw.com",
      "llmsTxt": "https://docs.fastcrw.com/llms.txt",
      "openapi": "https://github.com/fastcrw/crw/blob/main/docs/openapi.json",
      "registryName": "io.github.fastcrw/crw",
      "capabilities": [
        "web.scrape",
        "web.crawl",
        "web.extract",
        "scraping.js-render",
        "scraping.proxies",
        "web.search",
        "web.fetch"
      ],
      "tags": [
        "hosted",
        "local",
        "open-source",
        "self-hosted",
        "freemium",
        "no-card",
        "mcp",
        "remote-mcp",
        "mcp-registry",
        "llms-txt",
        "openapi",
        "rust",
        "eu"
      ],
      "lastRelease": "2026-11-04",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 64.3,
        "grade": "B",
        "agentReady": false,
        "rank": 478,
        "ranked": true,
        "rankOf": 1486,
        "categoryRank": 11,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 91,
          "maintenance": 93,
          "payments": 35,
          "reliability": 50,
          "schema": 91,
          "security": 40,
          "transparency": 60
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-06"
        },
        "negative": 0,
        "verdict": "Agents get 11 compact, annotated MCP tools with bounded output, a public OpenAPI spec, refunds on failed pages and a free self-hosted engine. The hosted service has no status history, publishes no SLA terms, names its operator only on the support page, and documents an MCP address with the API key in the URL path.",
        "bestFor": "Agents that want Firecrawl-style scrape, crawl, map, search and extract at lower per-page cost, or a small self-hosted engine.",
        "strengths": [
          "11 MCP tools, each annotated readOnlyHint, destructiveHint and idempotentHint, with output capped near 15,000 characters and a resume offset",
          "Public OpenAPI 3.1 spec, llms.txt and an error page that says which codes to retry and which to stop on",
          "Failed and blocked pages are refunded, every renderer costs 1 credit, and top-up credits never expire",
          "Released 16 times in the 90 days to 6 November 2026, with five open issues on GitHub",
          "AGPL-3.0 engine runs self-hosted with no account, and MIT Python and TypeScript SDKs"
        ],
        "weaknesses": [
          "The status page shows a live check and an uptime objective but no incident history",
          "The hosted MCP address fastcrw.com/mcp/\u003cAPI_KEY\u003e puts the key in the URL path as a documented option",
          "Terms and privacy policy name no legal entity, give no retention periods and name no DPA; only the support page names Nanofy OÜ",
          "No SLA terms beyond an Enterprise mention, no security.txt and no certification found",
          "No machine payment protocol, and hosted keys need a person to sign up in a browser"
        ],
        "agentNotes": [
          "Connect to https://fastcrw.com/mcp with OAuth rather than the /mcp/\u003cAPI_KEY\u003e address, so the key stays out of URLs and logs",
          "Branch on `errorCode`. Stop on 402 insufficient_credits or llm_not_available, and on 429 wait for Retry-After before retrying",
          "Check `success` as well as the HTTP status, since an anti-bot wall answers 200 with `success: false` and `errorCode: anti_bot`",
          "Pass `startIndex` from a truncated result to read the rest of a long page instead of setting `maxLength: 0`",
          "Use native /v1 routes for new work; /firecrawl/v2 is for Firecrawl SDK migrations and keeps the older 429 for empty balances"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 64.3
          }
        ],
        "editorialScores": {
          "ergonomics": 91,
          "maintenance": 93,
          "payments": 35,
          "reliability": 50,
          "schema": 91,
          "security": 40,
          "transparency": 53
        },
        "provenanceScore": 67,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-06",
            "maintenance": "2026-11-06",
            "payments": "2026-11-06",
            "reliability": "2026-11-06",
            "schema": "2026-11-06",
            "security": "2026-11-06",
            "transparency": "2026-11-06"
          },
          "last": "2026-11-06",
          "oldest": "2026-11-06",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "npx -y crw-mcp@latest install",
        "http": "curl -X POST https://api.fastcrw.com/v1/scrape -H \"Authorization: Bearer YOUR_API_KEY\" -H \"Content-Type: application/json\" -d '{\"url\":\"https://example.com\",\"formats\":[\"markdown\"]}'"
      },
      "letme": {
        "capability": "https://letme.dev/web.scrape",
        "tool": "https://letme.dev/crw"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Hobby plan",
          "unit": "month",
          "usd": 13,
          "note": "5,000 credits; $11 a month billed yearly"
        },
        {
          "item": "Standard plan",
          "unit": "month",
          "usd": 69,
          "note": "100,000 credits; $59 a month billed yearly"
        },
        {
          "item": "Hobby top-up",
          "unit": "1k-pages",
          "usd": 9,
          "note": "one credit scrapes one page on any renderer"
        },
        {
          "item": "Scale top-up",
          "unit": "1k-pages",
          "usd": 0.6,
          "note": "$299 for 500,000 credits"
        }
      ],
      "provenance": {
        "legalEntity": "Nanofy OÜ",
        "domain": "fastcrw.com",
        "domainRegistered": "2026-03-05",
        "endpointOnVendorDomain": true,
        "terms": "https://fastcrw.com/terms",
        "privacy": "https://fastcrw.com/privacy",
        "statusPage": "https://fastcrw.com/status",
        "changelog": "https://github.com/fastcrw/crw/blob/main/CHANGELOG.md",
        "securityTxt": "none",
        "checked": "2026-11-06",
        "notes": [
          "Nanofy OÜ (registry code 17365846, Sepapaja tn 6, Tallinn) is named as operator on fastcrw.com/support. The terms (last updated 4 April 2026) and the privacy policy (undated) name only fastCRW and 'the jurisdiction in which fastCRW operates'.",
          "The terms forbid crawling sites against their terms or robots.txt and put responsibility for targets on the customer. No clause forbids automated access to fastcrw.com itself.",
          "fastcrw.com/robots.txt allows all crawlers except account, API and login paths; docs.fastcrw.com/robots.txt allows all.",
          "RDAP gives fastcrw.com a registration date of 5 March 2026.",
          "fastcrw.com/.well-known/security.txt answers 404. SECURITY.md in the repository names security@fastcrw.com and GitHub private vulnerability reporting."
        ],
        "score": 67
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/crw.json",
      "live": {
        "slug": "crw",
        "probe": {
          "target": "https://fastcrw.com/mcp",
          "method": "get",
          "lastAt": "2026-11-07T18:20:19.526009674Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 156,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 80,
          "p95ms24h": 153,
          "samples24h": 200,
          "samples30d": 200,
          "days": [
            {
              "date": "2026-11-06",
              "probes": 13,
              "ok": 13
            },
            {
              "date": "2026-11-07",
              "probes": 187,
              "ok": 187
            }
          ]
        },
        "vendorStatus": {
          "page": "https://fastcrw.com/status",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-11-07T04:47:35.720864858Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "fastcrw/crw",
            "version": "v0.42.1",
            "released": "2026-11-06",
            "seenAt": "2026-11-06T23:18:48.669809831Z"
          },
          {
            "registry": "mcp-registry",
            "name": "io.github.fastcrw/crw",
            "version": "0.42.1",
            "seenAt": "2026-11-07T18:16:28.95801333Z"
          },
          {
            "registry": "npm",
            "name": "crw-mcp",
            "version": "0.42.1",
            "seenAt": "2026-11-06T23:18:46.329470936Z"
          },
          {
            "registry": "npm",
            "name": "crw-sdk",
            "version": "0.42.1",
            "seenAt": "2026-11-06T23:18:46.739900633Z"
          },
          {
            "registry": "pypi",
            "name": "crw",
            "version": "0.42.1",
            "released": "2026-11-06",
            "seenAt": "2026-11-06T23:18:48.550796676Z"
          }
        ],
        "githubStars": 1230,
        "npmWeekly": 881,
        "pypiWeekly": 441,
        "securityTxt": {
          "url": "https://fastcrw.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-11-07T15:59:50.596126033Z"
        },
        "llmsTxt": {
          "url": "https://docs.fastcrw.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-11-07T15:32:13.945191217Z"
        },
        "pages": [
          {
            "url": "https://raw.githubusercontent.com/fastcrw/crw/main/CHANGELOG.md",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-11-07T14:20:49.992321515Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "572aa4127341"
          },
          {
            "url": "https://fastcrw.com/privacy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-11-07T14:09:41.233044196Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "56adab90a2ac"
          },
          {
            "url": "https://fastcrw.com/terms",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-11-07T14:09:43.278176432Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "4f55b83dc108"
          }
        ],
        "updatedAt": "2026-11-07T18:20:19.526009674Z"
      }
    },
    "answer": "Firecrawl MCP scores 75 (BB) on agent readiness against fastCRW's 64.3 (B), and leads in 5 of 7 scored categories. fastCRW leads on maintenance \u0026 community.",
    "b": {
      "slug": "firecrawl-mcp",
      "name": "Firecrawl MCP",
      "vendor": "Firecrawl (Mendable)",
      "vendorUrl": "https://www.firecrawl.dev",
      "kind": "mcp",
      "category": "web-scrapers",
      "summary": "Official Firecrawl server for scraping pages to markdown/JSON, mapping and crawling sites, web search, browser interaction, monitoring and an autonomous research agent.",
      "url": "https://www.anchorterminal.com/tools/firecrawl-mcp",
      "markdownUrl": "https://www.anchorterminal.com/tools/firecrawl-mcp.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/firecrawl-mcp.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/firecrawl-mcp.json",
      "dns": "firecrawl-mcp.grade.anchorterminal.com",
      "repo": "https://github.com/firecrawl/firecrawl-mcp-server",
      "license": "MIT",
      "transports": [
        "stdio",
        "streamable-http",
        "sse"
      ],
      "remoteUrl": "https://mcp.firecrawl.dev/v2/mcp",
      "packages": [
        {
          "registry": "npm",
          "name": "firecrawl-mcp"
        }
      ],
      "auth": "mixed",
      "authNotes": "Hosted endpoints take OAuth (`https://mcp.firecrawl.dev/v2/mcp-oauth`) or `Authorization: Bearer \u003cFIRECRAWL_API_KEY\u003e` on `https://mcp.firecrawl.dev/v2/mcp`. The same URL with no credential is the keyless tier (scrape, search, parse, rate-limited per IP). The search-only endpoint `/v2/mcp-search` has its own OAuth identity. Locally, FIRECRAWL_API_KEY or FIRECRAWL_OAUTH_TOKEN, or FIRECRAWL_API_URL for self-hosted. The README says never to put a key in the server URL. Endpoint- and format-locked keys are Enterprise only.",
      "pricing": "freemium",
      "pricingNotes": "Free 1,000 credits a month, no card. Hobby $19 a month or $16 billed yearly (5,000 credits), Standard $99 or $83 (100,000), Growth $399 or $333 (500,000), Scale $749 or $599 (1 million). Scrape, crawl and map cost 1 credit a page, search 2 per 10 results, interact 2 per browser-minute, monitor 1 per page per check (7 with deterministic extraction), and JSON, question or highlight formats add 4 a page. The Research Index paper endpoints are free. Agent has 5 free runs a day, then dynamic pricing. $5 top-ups on paid plans only, worth 1,000 credits on Hobby, 2,000 on Standard, 2,500 on Growth and 5,000 on Scale. Unused credits roll over for one month on Scale only. A scrape with no result isn't charged, but a page returning 403 or 404 costs 1 credit (https://www.firecrawl.dev/pricing).",
      "priceSummary": "$19 / mo",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No x402 support in README, docs or pricing (checked 2026-09-25).",
        "endpoints": []
      },
      "toolCount": 27,
      "popularity": {
        "githubStars": 7500,
        "npmWeekly": 28853,
        "pypiWeekly": null,
        "asOf": "2026-09-26"
      },
      "docsUrl": "https://github.com/firecrawl/firecrawl-mcp-server#readme",
      "llmsTxt": "https://docs.firecrawl.dev/llms.txt",
      "openapi": "https://docs.firecrawl.dev/api-reference/v2-openapi.json",
      "registryName": "io.github.firecrawl/firecrawl-mcp-server",
      "capabilities": [
        "web.search",
        "web.fetch",
        "web.crawl",
        "web.extract"
      ],
      "tags": [
        "official",
        "hosted",
        "local",
        "open-source",
        "freemium",
        "llms-txt"
      ],
      "lastRelease": "2026-10-27",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 75,
        "grade": "BB",
        "agentReady": true,
        "rank": 72,
        "ranked": true,
        "rankOf": 1486,
        "categoryRank": 4,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 92,
          "maintenance": 87,
          "payments": 50,
          "reliability": 78,
          "schema": 91,
          "security": 70,
          "transparency": 75
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "high",
          "date": "2026-11-01"
        },
        "negative": -3,
        "negativeNotes": [
          "2026-10-27. firecrawl-mcp 3.36.0, a minor release, makes local HTTP mode (`HTTP_STREAMABLE_SERVER=true` or `SSE_LOCAL=true`) answer 403 to any `Host` or `Origin` other than localhost, the address in `HOST` and the hosts in the new `FIRECRAWL_MCP_ALLOWED_HOSTS`, so a server reached under a LAN address or a reverse-proxy name stops answering until that variable is set. The CHANGELOG lists it under Changed on the day, not marked breaking, and no earlier notice was found. It closes a DNS-rebinding path and `FIRECRAWL_MCP_ALLOWED_HOSTS=*` restores the old behaviour, so 3 points, the floor, as zenrows was read on 1 November 2026. https://github.com/firecrawl/firecrawl-mcp-server/blob/main/CHANGELOG.md"
        ],
        "verdict": "Keyless hosted endpoint with scrape, search and parse, plus OAuth and a search-only endpoint. No x402 or other machine payment.",
        "bestFor": "Agents that need the whole pipeline (find URLs, scrape to markdown, crawl, monitor) from one server, and for trying without an account.",
        "strengths": [
          "Keyless hosted endpoint with scrape, search and parse, plus OAuth and a search-only endpoint",
          "Four partial incidents in the 90 days to 1 November 2026, the longest 56 minutes, none after 15 September",
          "Errors reference gives cause, remedy and retry advice per code, with Retry-After on 429",
          "Public v2 OpenAPI, llms.txt and readOnly or destructive hints on every tool",
          "firecrawl-mcp 3.36.0 on 27 October 2026, after 43 releases in 90 days"
        ],
        "weaknesses": [
          "No x402 or other machine payment",
          "The API's prompt-injection check isn't exposed through the MCP tools",
          "403 and 404 responses cost a credit",
          "Open issues report 132 undescribed parameters and a schema mismatch",
          "Privacy policy last revised December 2024, with no retention period for scraped content"
        ],
        "agentNotes": [
          "Use `firecrawl_map` to list URLs, then scrape the few you need instead of crawling a whole site",
          "On the keyless endpoint only scrape, search and parse work. A 429 carries a `signup_url` for the human",
          "Ask for markdown only. JSON, question and highlight formats add 4 credits a page",
          "Poll `firecrawl_check_crawl_status` rather than waiting on a long crawl inside one call; `firecrawl_crawl` and `firecrawl_agent` are marked not idempotent, so don't retry them blindly",
          "Check the URL before scraping. Dead pages still cost a credit",
          "On a 429 wait for `Retry-After` when present, read `error.code` and `retryAfterSeconds` in structuredContent, and check the Errors table's retryable column before retrying"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 8,
        "avgRating": 3.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "high",
            "grade": "BB",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 75
          }
        ],
        "editorialScores": {
          "ergonomics": 92,
          "maintenance": 87,
          "payments": 50,
          "reliability": 78,
          "schema": 91,
          "security": 70,
          "transparency": 60
        },
        "provenanceScore": 90,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-01",
            "maintenance": "2026-11-01",
            "payments": "2026-11-01",
            "reliability": "2026-11-01",
            "schema": "2026-11-01",
            "security": "2026-11-01",
            "transparency": "2026-11-01"
          },
          "last": "2026-11-01",
          "lastMoved": "2026-11-01",
          "oldest": "2026-11-01",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "claudeCode": "claude mcp add --transport http firecrawl https://mcp.firecrawl.dev/v2/mcp",
        "config": {
          "mcpServers": {
            "firecrawl": {
              "args": [
                "-y",
                "firecrawl-mcp"
              ],
              "command": "npx",
              "env": {
                "FIRECRAWL_API_KEY": "${FIRECRAWL_API_KEY}"
              }
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/web.search",
        "tool": "https://letme.dev/firecrawl-mcp"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Hobby plan",
          "unit": "month",
          "usd": 19,
          "note": "5,000 credits. $16 a month billed yearly"
        },
        {
          "item": "Standard plan",
          "unit": "month",
          "usd": 99,
          "note": "100,000 credits. $83 a month billed yearly"
        },
        {
          "item": "Extra credits on Hobby",
          "unit": "1k-pages",
          "usd": 5,
          "note": "one credit scrapes one page"
        }
      ],
      "provenance": {
        "legalEntity": "SideGuide Technologies, Inc. (d/b/a Firecrawl)",
        "domain": "firecrawl.dev",
        "domainRegistered": "2024-04-08",
        "endpointOnVendorDomain": true,
        "terms": "https://firecrawl.dev/terms-of-service",
        "privacy": "https://firecrawl.dev/privacy-policy",
        "statusPage": "https://status.firecrawl.dev",
        "changelog": "https://firecrawl.dev/changelog",
        "securityTxt": "valid",
        "checked": "2026-11-01",
        "score": 90
      },
      "requirements": {
        "setupChecked": true,
        "complianceChecked": true,
        "agentAlone": true,
        "card": "no",
        "freeTier": true,
        "minutes": 2,
        "credential": "mixed",
        "euResidency": "unknown",
        "trainsOnData": "unknown",
        "zeroRetention": "enterprise",
        "certifications": [
          "SOC 2 Type II"
        ],
        "dpa": true,
        "selfHost": "yes"
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/firecrawl-mcp.json",
      "live": {
        "slug": "firecrawl-mcp",
        "probe": {
          "target": "https://mcp.firecrawl.dev/v2/mcp",
          "method": "mcp-initialize",
          "lastAt": "2026-11-07T18:20:25.154297244Z",
          "lastOk": true,
          "lastStatus": 200,
          "lastMs": 328,
          "lastNote": "initialize answered",
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 99.99,
          "p50ms24h": 270,
          "p95ms24h": 350,
          "samples24h": 239,
          "samples30d": 7910,
          "days": [
            {
              "date": "2026-10-07",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-08",
              "probes": 268,
              "ok": 268
            },
            {
              "date": "2026-10-09",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-10-10",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-11",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-12",
              "probes": 247,
              "ok": 247
            },
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              "date": "2026-10-13",
              "probes": 248,
              "ok": 248
            },
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              "date": "2026-10-14",
              "probes": 249,
              "ok": 249
            },
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              "date": "2026-10-15",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-16",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-17",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-18",
              "probes": 256,
              "ok": 256
            },
            {
              "date": "2026-10-19",
              "probes": 255,
              "ok": 255
            },
            {
              "date": "2026-10-20",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-21",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-22",
              "probes": 253,
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            },
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              "date": "2026-10-23",
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            },
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              "date": "2026-10-25",
              "probes": 250,
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            },
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            },
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            },
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            },
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            },
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            },
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              "date": "2026-11-01",
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            },
            {
              "date": "2026-11-02",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-11-03",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-11-04",
              "probes": 246,
              "ok": 246
            },
            {
              "date": "2026-11-05",
              "probes": 185,
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            },
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              "probes": 241,
              "ok": 241
            },
            {
              "date": "2026-11-07",
              "probes": 187,
              "ok": 187
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.firecrawl.dev",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-11-07T04:47:46.795460403Z"
        },
        "versions": [
          {
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            "name": "firecrawl/firecrawl-mcp-server",
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            "released": "2026-11-03",
            "seenAt": "2026-11-06T23:26:00.46548765Z"
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          {
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          },
          {
            "registry": "npm",
            "name": "firecrawl-mcp",
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            "seenAt": "2026-11-06T23:26:00.161211066Z"
          }
        ],
        "githubStars": 7769,
        "npmWeekly": 168149,
        "securityTxt": {
          "url": "https://firecrawl.dev/.well-known/security.txt",
          "state": "valid",
          "expires": "2027-06-10T00:00:00.000Z",
          "checkedAt": "2026-11-07T16:01:18.805542113Z"
        },
        "llmsTxt": {
          "url": "https://docs.firecrawl.dev/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-11-07T15:32:29.646146739Z"
        },
        "domain": {
          "domain": "firecrawl.dev",
          "registered": "2024-04-08",
          "source": "https://pubapi.registry.google/rdap/domain/firecrawl.dev",
          "checkedAt": "2026-11-01T14:10:12.278466746Z"
        },
        "pages": [
          {
            "url": "https://firecrawl.dev/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-11-07T14:09:53.804645459Z",
            "changedAt": "2026-11-07T14:09:53.804645459Z",
            "fingerprint": "586cfa3166fe"
          },
          {
            "url": "https://raw.githubusercontent.com/firecrawl/firecrawl-mcp-server/main/CHANGELOG.md",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-11-07T14:20:52.237291922Z",
            "changedAt": "2026-11-07T14:20:52.237291922Z",
            "fingerprint": "f566e8706385"
          },
          {
            "url": "https://www.firecrawl.dev/pricing",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-11-07T14:28:36.203840903Z",
            "changedAt": "2026-11-07T14:28:36.203840903Z",
            "fingerprint": "222831078533"
          },
          {
            "url": "https://firecrawl.dev/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-11-07T14:09:56.502669591Z",
            "changedAt": "2026-11-07T14:09:56.502669591Z",
            "fingerprint": "5f4e48062094"
          },
          {
            "url": "https://firecrawl.dev/terms-of-service",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-11-07T14:09:58.687410468Z",
            "changedAt": "2026-11-07T14:09:58.687410468Z",
            "fingerprint": "0704a7ff261b"
          }
        ],
        "mcpTools": {
          "url": "https://mcp.firecrawl.dev/v2/mcp",
          "checkedAt": "2026-11-07T01:44:36.118960558Z",
          "status": "ok",
          "protocol": "2026-07-28",
          "tools": [
            {
              "name": "firecrawl_scrape",
              "title": "Firecrawl scrape",
              "description": "\nScrape one URL and return its content: markdown by default, or HTML, links, screenshots, branding data, a targeted answer, or JSON matching a supplied schema. Use it when the request identifies a page and needs its content or defined fields: the user gives a URL or names a page or PDF and wants it read or summarized, or wants prices, specs, contact details or a table from it. Use `firecrawl_search` when additional web sources are needed; on an authenticated session, `firecrawl_map` lists a site's URLs and `firecrawl_crawl` collects a set of pages. `url` may omit the scheme (`example.com/page`); it is read as https.\n\nFirecrawl may serve recently indexed content; set `maxAge: 0` for a live fetch or a smaller `maxAge` to bound staleness. A successful response does not by itself confirm the page is still current. A named browser profile loads saved session data without saving changes to it. Authenticated responses can include a `metadata.scrapeId` for optional scrape feedback.\n\nOn an authenticated session, `firecrawl_search` and `firecrawl_find_tools` can discover providers for the same fields across several pages; a matching provider returns typed records in one call.\n\nWith `alexandria` in place of `url`, the tool runs catalogued provider capabilities instead of fetching a page. Some providers require accepted terms; when a response reports a terms requirement, direct the user to the Firecrawl dashboard URL in that response.\n",
              "inputSchema": {
                "$schema": "http://json-schema.org/draft-07/schema#",
                "additionalProperties": false,
                "properties": {
                  "alexandria": {
                    "anyOf": [
                      {
                        "properties": {
                          "capability": {
                            "description": "Capability address as returned by search or discover, e.g. \"series/observations\".",
                            "minLength": 1,
                            "type": "string"
                          },
                          "options": {
                            "additionalProperties": true,
                            "description": "Capability options as declared by its contract.",
                            "propertyNames": {
                              "type": "string"
                            },
                            "type": "object"
                          },
                          "provider": {
                            "description": "Provider slug, e.g. \"fred\".",
                            "minLength": 1,
                            "type": "string"
                          },
                          "version": {
                            "description": "Optional published workflow version. Omit to use the latest version.",
                            "maxLength": 128,
                            "minLength": 1,
                            "type": "string"
                          }
                        },
                        "required": [
                          "provider",
                          "capability"
                        ],
                        "type": "object"
                      },
                      {
                        "items": {
                          "properties": {
                            "capability": {
                              "description": "Capability address as returned by search or discover, e.g. \"series/observations\".",
                              "minLength": 1,
                              "type": "string"
                            },
                            "options": {
                              "additionalProperties": true,
                              "description": "Capability options as declared by its contract.",
                              "propertyNames": {
                                "type": "string"
                              },
                              "type": "object"
                            },
                            "provider": {
                              "description": "Provider slug, e.g. \"fred\".",
                              "minLength": 1,
                              "type": "string"
                            },
                            "version": {
                              "description": "Optional published workflow version. Omit to use the latest version.",
                              "maxLength": 128,
                              "minLength": 1,
                              "type": "string"
                            }
                          },
                          "required": [
                            "provider",
                            "capability"
                          ],
                          "type": "object"
                        },
                        "maxItems": 10,
                        "minItems": 1,
                        "type": "array"
                      }
                    ],
                    "description": "Catalogued Alexandria capability invocation, mutually exclusive with url. One {provider, capability, options} object or an array of 1-10, with contracts available through firecrawl_search or firecrawl_find_tools. Each call may include version to pin a published workflow; omitting it uses latest. Only requestId and timeout are supported alongside alexandria. The selected contract marks required inputs and any requiresOneOf groups (at least one member per group); it may include example.request/example.response and a key field under response (which may differ from records). Where pagination is declared, its fields govern paging with the same filters; catalogue next is separate from provider pagination. Returns per-capability results in data.alexandria with data, records, or an error with a code; individual capabilities can fail even when the outer response succeeds. Some providers require accepted terms; when a response reports a terms requirement, direct the user to the Firecrawl dashboard URL in that response."
                  },
                  "conversationId": {
                    "description": "conversationId from any earlier Firecrawl tool result in this conversation; after parallel calls, any one of theirs. Omit only on the first call of a conversation; the result returns one to pass on every later call.",
                    "pattern": "^[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}$",
                    "type": "string"
                  },
                  "domainTools": {
                    "description": "URL mode only: include domain-matched Alexandria tools for the page in tools on the returned document. Ignored with alexandria.",
                    "type": "boolean"
                  },
                  "excludeTags": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "formats": {
                    "items": {
                      "enum": [
                        "markdown",
                        "html",
                        "rawHtml",
                        "screenshot",
                        "links",
                        "images",
                        "summary",
                        "changeTracking",
                        "branding",
                        "json",
                        "query",
                        "audio"
                      ],
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "includeTags": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "jsonOptions": {
                    "additionalProperties": false,
                    "properties": {
                      "prompt": {
                        "type": "string"
                      },
                      "schema": {
                        "additionalProperties": true,
                        "propertyNames": {
                          "type": "string"
                        },
                        "type": "object"
                      }
                    },
                    "type": "object"
                  },
                  "location": {
                    "additionalProperties": false,
                    "properties": {
                      "country": {
                        "type": "string"
                      },
                      "languages": {
                        "items": {
                          "type": "string"
                        },
                        "type": "array"
                      }
                    },
                    "type": "object"
                  },
                  "lockdown": {
                    "type": "boolean"
                  },
                  "maxAge": {
                    "type": "number"
                  },
                  "mobile": {
                    "type": "boolean"
                  },
                  "objective": {
                    "description": "The user's underlying goal for this call, in one sentence: what they are ultimately trying to accomplish, not a restatement of the URL or query. Reuse it across related calls. Avoid sensitive information.",
                    "maxLength": 1000,
                    "minLength": 1,
                    "type": "string"
                  },
                  "onlyMainContent": {
                    "type": "boolean"
                  },
                  "parsers": {
                    "items": {
                      "enum": [
                        "pdf"
                      ],
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "pdfOptions": {
                    "additionalProperties": false,
                    "properties": {
                      "maxPages": {
                        "maximum": 10000,
                        "minimum": 1,
                        "type": "integer"
                      }
                    },
                    "type": "object"
                  },
                  "profile": {
                    "additionalProperties": false,
                    "description": "Loads a saved browser profile without saving changes to it.",
                    "properties": {
                      "name": {
                        "type": "string"
                      }
                    },
                    "required": [
                      "name"
                    ],
                    "type": "object"
                  },
                  "proxy": {
                    "enum": [
                      "basic",
                      "stealth",
                      "enhanced",
                      "auto"
                    ],
                    "type": "string"
                  },
                  "queryOptions": {
                    "additionalProperties": false,
                    "properties": {
                      "mode": {
                        "default": "freeform",
                        "enum": [
                          "directQuote",
                          "freeform"
                        ],
                        "type": "string"
                      },
                      "prompt": {
                        "maxLength": 10000,
                        "type": "string"
                      }
                    },
                    "required": [
                      "prompt"
                    ],
                    "type": "object"
                  },
                  "redactPII": {
                    "type": "boolean"
                  },
                  "removeBase64Images": {
                    "type": "boolean"
                  },
                  "requestId": {
                    "description": "Idempotency key bound to one Alexandria execution payload. Generated when omitted and returned with the result.",
                    "pattern": "^[A-Za-z0-9._:-]{1,128}$",
                    "type": "string"
                  },
                  "screenshotOptions": {
                    "additionalProperties": false,
                    "properties": {
                      "fullPage": {
                        "type": "boolean"
                      },
                      "quality": {
                        "type": "number"
                      },
                      "viewport": {
                        "additionalProperties": false,
                        "properties": {
                          "height": {
                            "type": "number"
                          },
                          "width": {
                            "type": "number"
                          }
                        },
                        "required": [
                          "width",
                          "height"
                        ],
                        "type": "object"
                      }
                    },
                    "type": "object"
                  },
                  "skipTlsVerification": {
                    "type": "boolean"
                  },
                  "storeInCache": {
                    "type": "boolean"
                  },
                  "timeout": {
                    "description": "Execution timeout in milliseconds.",
                    "exclusiveMinimum": 0,
                    "maximum": 9007199254740991,
                    "type": "integer"
                  },
                  "toolDetail": {
                    "description": "URL mode only: domain discovery detail, summary by default; compact returns provider/capability/description, full includes contracts. Ignored with alexandria.",
                    "enum": [
                      "compact",
                      "summary",
                      "full"
                    ],
                    "type": "string"
                  },
                  "url": {
                    "type": "string"
                  },
                  "waitFor": {
                    "type": "number"
                  },
                  "zeroDataRetention": {
                    "type": "boolean"
                  }
                },
                "required": [
                  "objective"
                ],
                "type": "object"
              },
              "outputSchema": {
                "$schema": "http://json-schema.org/draft-07/schema#",
                "additionalProperties": false,
                "properties": {
                  "actions": {
                    "description": "Results of the browser actions that ran during the scrape."
                  },
                  "agent_hints": {
                    "description": "Optional response guidance from the Firecrawl API.",
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "answer": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Targeted answer to the question that was asked of the page."
                  },
                  "attributes": {
                    "description": "Values collected by the requested attribute selectors."
                  },
                  "audio": {
                    "description": "Audio extracted from the page."
                  },
                  "blocks": {
                    "description": "Typed PDF layout blocks, when `parsers[].blocks` is set."
                  },
                  "branding": {
                    "description": "Branding data extracted from the page."
                  },
                  "changeTracking": {
                    "description": "Change-tracking comparison against the previous scrape."
                  },
                  "conversationId": {
                    "description": "Pass on later Firecrawl calls in this conversation.",
                    "type": "string"
                  },
                  "creditsCost": {
                    "anyOf": [
                      {
                        "type": "number"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Credits this call consumed."
                  },
                  "data": {
                    "description": "Alexandria mode: per-capability results in `data.alexandria`, each with `data`, `records`, or an `error`."
                  },
                  "delivery": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "`retained` when the full result stayed server-side instead of being inlined."
                  },
                  "error": {
                    "description": "Error message or error object when the call did not succeed."
                  },
                  "estimatedTokens": {
                    "anyOf": [
                      {
                        "type": "number"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Estimated token cost of the full result."
                  },
                  "feedbackRefs": {
                    "description": "Retained results only: `[{provider, capability, feedbackRef}]` per call; pass a ref in `callRatings` of the feedback tool to rate that call."
                  },
                  "feedbackTool": {
                    "description": "Pointer to the feedback tool for reporting how this result served the task."
                  },
                  "highlights": {
                    "description": "Highlighted passages from the page."
                  },
                  "html": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Processed HTML of the page."
                  },
                  "idleTtlSeconds": {
                    "anyOf": [
                      {
                        "type": "number"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Seconds a retained workspace stays available while idle."
                  },
                  "images": {
                    "description": "Images found on the page."
                  },
                  "inlineTokenBudget": {
                    "anyOf": [
                      {
                        "type": "number"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Token budget above which a result is retained rather than inlined."
                  },
                  "json": {
                    "description": "Structured data matching the requested JSON schema or prompt."
                  },
                  "links": {
                    "description": "Links found on the page."
                  },
                  "markdown": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Page content as markdown."
                  },
                  "menu": {
                    "description": "Menu data extracted from the page."
                  },
                  "message": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Guidance that accompanies the result."
                  },
                  "metadata": {
                    "description": "Page metadata; authenticated responses can include `metadata.scrapeId` for scrape feedback."
                  },
                  "nextTool": {
                    "description": "A follow-up tool call (`{name, arguments}`) that continues or inspects this result."
                  },
                  "pages": {
                    "description": "Physical PDF pages, when `parsers[].pages` is set."
                  },
                  "product": {
                    "description": "Product data extracted from the page."
                  },
                  "rawHtml": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Unprocessed HTML of the page."
                  },
                  "receipt": {
                    "description": "Billing receipt for the execution."
                  },
                  "requestId": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Identifier of this Alexandria execution."
                  },
                  "responseBytes": {
                    "anyOf": [
                      {
                        "type": "number"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Size of the full result in bytes."
                  },
                  "scrape_id": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Identifier of the underlying scrape."
                  },
                  "screenshot": {
                    "description": "Screenshot of the page."
                  },
                  "success": {
                    "anyOf": [
                      {
                        "type": "boolean"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Whether the API call succeeded."
                  },
                  "summary": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Summary of the page content."
                  },
                  "tokenEstimateMethod": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "How `estimatedTokens` was derived."
                  },
                  "tools": {
                    "description": "Domain-matched Alexandria tools for the page, when `domainTools` is set."
                  },
                  "video": {
                    "description": "Video extracted from the page."
                  },
                  "warning": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Non-fatal warning about the result."
                  },
                  "workspaceId": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Workspace holding a retained result, for inspection through virtual Bash."
                  }
                },
                "type": "object"
              },
              "annotations": {
                "destructiveHint": false,
                "openWorldHint": true,
                "readOnlyHint": true,
                "title": "Firecrawl scrape"
              }
            },
            {
              "name": "firecrawl_search",
              "title": "Firecrawl web search",
              "description": "\nSearch web, news, or image sources and return ranked results with query-relevant highlights. Use it for current information, or to list businesses, people, products, jobs or events with websites, prices or contacts. Each web result is a title, URL, and description; use `firecrawl_scrape` on a result URL when the excerpt is not enough.\n\nAuthenticated search also returns matching Alexandria data providers in data.tools (companies, people, jobs, finance and filings, public records and government spending, real estate, places and restaurants, retail and prices, package registries and developer data, news, research, and more). Prefer a provider over scraping pages when the task needs the same fields across several entities, exact figures or timestamps, provenance, or many records; use web results when they already answer the question. Authenticated searches always add alexandria to the sources, so sources: [\"web\"] also returns providers; domainTools: false turns off website-matched tools only.\n\nOn an authenticated session, tool matches describe available capabilities; `firecrawl_find_tools` returns their contracts and `firecrawl_scrape` with an `alexandria` body executes a selected capability. Keyless sessions get no Alexandria matches in data.tools.\n\nFor a programming question, add `categories: [\"developer\"]`; its hits return in `data.web` with `category: \"developer\"`. For a legal or regulatory question, `categories: [\"gov\"]` returns hits in `data.web` with `category: \"gov\"` and cannot be combined with other categories; authenticated sessions also have `firecrawl_gov_search` as the dedicated tool. Verify gov results' issuer, jurisdiction, status, and version before citing current law. `categories: [\"research\"]` restricts web results to research-affiliated websites; the `firecrawl_research_*` tools are a separate surface over paper abstracts and full text (PubMed, bioRxiv, medRxiv, arXiv). Returns source-type result groups and usage metadata. Authenticated responses can include an `id` for optional search feedback.\n",
              "inputSchema": {
                "$schema": "http://json-schema.org/draft-07/schema#",
                "additionalProperties": false,
                "properties": {
                  "categories": {
                    "description": "Limit results to specific source types. `research` restricts ordinary web results to research-affiliated websites and returns page snippets, which is separate from the `firecrawl_research_*` tools that search paper abstracts and full text across biomedical (PubMed, bioRxiv, medRxiv) and arXiv literature; `pdf` searches PDF results; `developer` searches an index built for coding agents over public repositories, GitHub issues, merged pull requests, repository READMEs, and code documentation; `gov` searches the Government Index of US federal, state, and local legal and regulatory sources, the index behind firecrawl_gov_search, and cannot be combined with other categories; gov hits can include historical versions, bill text, agency guidance, and third-party reproductions, so verify the issuer, jurisdiction, enacted/effective status, and version before citing current governing law, clarify a missing jurisdiction or ambiguous as-of date, and use general search for non-US questions or missing coverage (no hits does not establish that no applicable law exists). `developer` and `gov` return hits in `data.web` with `category` set to their name; the other categories also filter `data.web`.",
                    "items": {
                      "enum": [
                        "research",
                        "pdf",
                        "developer",
                        "gov"
                      ],
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "conversationId": {
                    "description": "conversationId from any earlier Firecrawl tool result in this conversation; after parallel calls, any one of theirs. Omit only on the first call of a conversation; the result returns one to pass on every later call.",
                    "pattern": "^[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}$",
                    "type": "string"
                  },
                  "domainTools": {
                    "description": "Include domain-matched tools for result URLs. Defaults to true when Alexandria is combined with web, news or images; semantic-only search leaves domain matching off.",
                    "type": "boolean"
                  },
                  "enterprise": {
                    "items": {
                      "enum": [
                        "default",
                        "anon",
                        "zdr"
                      ],
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "excludeDomains": {
                    "description": "Hostnames to leave out of results. Mutually exclusive with includeDomains.",
                    "items": {
                      "maxLength": 253,
                      "minLength": 1,
                      "pattern": "^(?:[a-z0-9](?:[a-z0-9-]{0,61}[a-z0-9])?\\.)+[a-z0-9][a-z0-9-]{0,61}[a-z0-9]$",
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "filter": {
                    "type": "string"
                  },
                  "highlights": {
                    "description": "Return query-relevant page excerpts for web and news results when available (default). Highlights appear in web `description` and news `snippet`; otherwise, original snippets are returned. Set to false to keep the original search snippets.",
                    "type": "boolean"
                  },
                  "includeDomains": {
                    "description": "Hostnames to restrict results to. Mutually exclusive with excludeDomains.",
                    "items": {
                      "maxLength": 253,
                      "minLength": 1,
                      "pattern": "^(?:[a-z0-9](?:[a-z0-9-]{0,61}[a-z0-9])?\\.)+[a-z0-9][a-z0-9-]{0,61}[a-z0-9]$",
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "limit": {
                    "maximum": 100,
                    "minimum": 1,
                    "type": "integer"
                  },
                  "location": {
                    "type": "string"
                  },
                  "objective": {
                    "description": "The user's underlying goal for this call, in one sentence: what they are ultimately trying to accomplish, not a restatement of the URL or query. Reuse it across related calls. Avoid sensitive information.",
                    "maxLength": 5000,
                    "minLength": 1,
                    "type": "string"
                  },
                  "query": {
                    "description": "Query for web and semantic tool discovery. Operators include quoted phrases, `-term`, `site:host`, `inurl:term`, `intitle:term`, and `related:host`; the set is non-exhaustive. Catalogue browsing is available through firecrawl_find_tools.",
                    "minLength": 1,
                    "type": "string"
                  },
                  "scrapeOptions": {
                    "additionalProperties": false,
                    "description": "Fetches the full page of every web result in the same call, and each fetched result is billed as a scrape. Leave it unset unless the task needs the full text of a few results: highlights usually answer, and firecrawl_scrape can fetch only the URLs you need. These fetches ignore maxAge, so use firecrawl_scrape for a live fetch. scrapeOptions fetches web pages, never Alexandria provider tools.",
                    "properties": {
                      "excludeTags": {
                        "items": {
                          "type": "string"
                        },
                        "type": "array"
                      },
                      "formats": {
                        "items": {
                          "enum": [
                            "markdown",
                            "html",
                            "rawHtml",
                            "screenshot",
                            "links",
                            "images",
                            "summary",
                            "changeTracking",
                            "branding",
                            "json",
                            "query",
                            "audio"
                          ],
                          "type": "string"
                        },
                        "type": "array"
                      },
                      "includeTags": {
                        "items": {
                          "type": "string"
                        },
                        "type": "array"
                      },
                      "jsonOptions": {
                        "additionalProperties": false,
                        "properties": {
                          "prompt": {
                            "type": "string"
                          },
                          "schema": {
                            "additionalProperties": true,
                            "propertyNames": {
                              "type": "string"
                            },
                            "type": "object"
                          }
                        },
                        "type": "object"
                      },
                      "location": {
                        "additionalProperties": false,
                        "properties": {
                          "country": {
                            "type": "string"
                          },
                          "languages": {
                            "items": {
                              "type": "string"
                            },
                            "type": "array"
                          }
                        },
                        "type": "object"
                      },
                      "lockdown": {
                        "type": "boolean"
                      },
                      "maxAge": {
                        "type": "number"
                      },
                      "mobile": {
                        "type": "boolean"
                      },
                      "onlyMainContent": {
                        "type": "boolean"
                      },
                      "parsers": {
                        "items": {
                          "enum": [
                            "pdf"
                          ],
                          "type": "string"
                        },
                        "type": "array"
                      },
                      "pdfOptions": {
                        "additionalProperties": false,
                        "properties": {
                          "maxPages": {
                            "maximum": 10000,
                            "minimum": 1,
                            "type": "integer"
                          }
                        },
                        "type": "object"
                      },
                      "profile": {
                        "additionalProperties": false,
                        "description": "Loads a saved browser profile without saving changes to it.",
                        "properties": {
                          "name": {
                            "type": "string"
                          }
                        },
                        "required": [
                          "name"
                        ],
                        "type": "object"
                      },
                      "proxy": {
                        "enum": [
                          "basic",
                          "stealth",
                          "enhanced",
                          "auto"
                        ],
                        "type": "string"
                      },
                      "queryOptions": {
                        "additionalProperties": false,
                        "properties": {
                          "mode": {
                            "default": "freeform",
                            "enum": [
                              "directQuote",
                              "freeform"
                            ],
                            "type": "string"
                          },
                          "prompt": {
                            "maxLength": 10000,
                            "type": "string"
                          }
                        },
                        "required": [
                          "prompt"
                        ],
                        "type": "object"
                      },
                      "redactPII": {
                        "type": "boolean"
                      },
                      "removeBase64Images": {
                        "type": "boolean"
                      },
                      "screenshotOptions": {
                        "additionalProperties": false,
                        "properties": {
                          "fullPage": {
                            "type": "boolean"
                          },
                          "quality": {
                            "type": "number"
                          },
                          "viewport": {
                            "additionalProperties": false,
                            "properties": {
                              "height": {
                                "type": "number"
                              },
                              "width": {
                                "type": "number"
                              }
                            },
                            "required": [
                              "width",
                              "height"
                            ],
                            "type": "object"
                          }
                        },
                        "type": "object"
                      },
                      "skipTlsVerification": {
                        "type": "boolean"
                      },
                      "storeInCache": {
                        "type": "boolean"
                      },
                      "waitFor": {
                        "type": "number"
                      },
                      "zeroDataRetention": {
                        "type": "boolean"
                      }
                    },
                    "type": "object"
                  },
                  "sources": {
                    "description": "Search sources; authenticated sessions default to web + alexandria, keyless sessions to web only. Authenticated searches always add alexandria to the sources, so sources: [\"web\"] also returns providers; domainTools: false turns off website-matched tools only. enterprise zdr or anon searches do not add it. Use [\"alexandria\"] alone for provider discovery without web results.",
                    "items": {
                      "anyOf": [
                        {
                          "enum": [
                            "web",
                            "images",
                            "news",
                            "alexandria",
                            "exchange"
                          ],
                          "type": "string"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "type": {
                              "enum": [
                                "web",
                                "images",
                                "news",
                                "alexandria",
                                "exchange"
                              ],
                              "type": "string"
                            }
                          },
                          "required": [
                            "type"
                          ],
                          "type": "object"
                        }
                      ]
                    },
                    "type": "array"
                  },
                  "tbs": {
                    "type": "string"
                  },
                  "toolDetail": {
                    "description": "Compact by default. Compact returns only provider, capability and description; full includes contracts. Inspect selected compact tools with firecrawl_find_tools providers and capabilities.",
                    "enum": [
                      "compact",
                      "summary",
                      "full"
                    ],
                    "type": "string"
                  }
                },
                "required": [
                  "query",
                  "objective"
                ],
                "type": "object"
              },
              "outputSchema": {
                "$schema": "http://json-schema.org/draft-07/schema#",
                "additionalProperties": false,
                "properties": {
                  "agent_hints": {
                    "description": "Optional response guidance from the Firecrawl API.",
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "conversationId": {
                    "description": "Pass on later Firecrawl calls in this conversation.",
                    "type": "string"
                  },
                  "creditsUsed": {
                    "anyOf": [
                      {
                        "type": "number"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Credits this search consumed."
                  },
                  "data": {
                    "description": "Ranked results grouped by source, such as `web`, `news`, `images`, and `alexandria`. Each result carries its `source` and a 1-indexed `position` within that group; pass those pairs to `firecrawl_search_feedback`."
                  },
                  "error": {
                    "description": "Error message or error object when the call did not succeed."
                  },
                  "feedbackTool": {
                    "description": "Pointer to the feedback tool for this search."
                  },
                  "id": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Search identifier, for optional `firecrawl_search_feedback`."
                  },
                  "nextTool": {
                    "description": "A follow-up tool call that continues this search."
                  },
                  "success": {
                    "anyOf": [
                      {
                        "type": "boolean"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Whether the API call succeeded."
                  },
                  "tools": {
                    "description": "Domain-matched Alexandria tools for the results."
                  },
                  "warning": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Non-fatal warning about the result."
                  }
                },
                "type": "object"
              },
              "annotations": {
                "destructiveHint": false,
                "openWorldHint": true,
                "readOnlyHint": true,
                "title": "Firecrawl web search"
              }
            },
            {
              "name": "firecrawl_parse",
              "title": "Firecrawl file parsing",
              "description": "\nParse one supported document into markdown, HTML, links, summary, targeted answers, or JSON matching a schema. Supported inputs include common HTML, PDF, Word, RTF, OpenDocument, and spreadsheet files; PDF parsing can be bounded with `pdfOptions.maxPages`.\n\nLocal MCP reads `filePath` from the server filesystem. Hosted MCP uses two calls: first provide `filePath` to receive upload instructions, upload locally, then call again with the returned `uploadRef`; do not send both fields together. Remote web URLs belong in `firecrawl_scrape`.\n\nSet `redactPII` to request redaction of personally identifiable information in the returned content. `zeroDataRetention` requires an eligible authenticated account; omit it for anonymous keyless use. Returns upload instructions for hosted phase one or parsed document content for the final call. Authenticated final responses can include a `data.metadata.scrapeId` for optional parse feedback.\n",
              "inputSchema": {
                "$schema": "http://json-schema.org/draft-07/schema#",
                "additionalProperties": false,
                "properties": {
                  "contentType": {
                    "description": "Phase 1 MIME type override. If omitted, the server infers it from the file extension without reading the file.",
                    "type": "string"
                  },
                  "conversationId": {
                    "description": "conversationId from any earlier Firecrawl tool result in this conversation; after parallel calls, any one of theirs. Omit only on the first call of a conversation; the result returns one to pass on every later call.",
                    "pattern": "^[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}$",
                    "type": "string"
                  },
                  "declaredSizeBytes": {
                    "description": "Optional phase 1 size declaration. Hosted MCP does not stat the file; provide this only if the caller already knows it.",
                    "exclusiveMinimum": 0,
                    "maximum": 9007199254740991,
                    "type": "integer"
                  },
                  "excludeTags": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "filePath": {
                    "description": "Phase 1 only: path to the local file on the caller/harness machine. Hosted MCP will not read or stat this path; it is used only to produce upload instructions.",
                    "minLength": 1,
                    "type": "string"
                  },
                  "formats": {
                    "items": {
                      "enum": [
                        "markdown",
                        "html",
                        "rawHtml",
                        "links",
                        "summary",
                        "json",
                        "query"
                      ],
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "includeTags": {
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "jsonOptions": {
                    "additionalProperties": false,
                    "properties": {
                      "prompt": {
                        "type": "string"
                      },
                      "schema": {
                        "additionalProperties": true,
                        "propertyNames": {
                          "type": "string"
                        },
                        "type": "object"
                      }
                    },
                    "type": "object"
                  },
                  "maxAge": {
                    "description": "Ignored: parse never reuses or stores indexed content.",
                    "type": "number"
                  },
                  "onlyMainContent": {
                    "type": "boolean"
                  },
                  "parsers": {
                    "items": {
                      "enum": [
                        "pdf"
                      ],
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "pdfOptions": {
                    "additionalProperties": false,
                    "properties": {
                      "maxPages": {
                        "maximum": 10000,
                        "minimum": 1,
                        "type": "integer"
                      }
                    },
                    "type": "object"
                  },
                  "proxy": {
                    "enum": [
                      "basic",
                      "auto"
                    ],
                    "type": "string"
                  },
                  "queryOptions": {
                    "additionalProperties": false,
                    "properties": {
                      "mode": {
                        "default": "freeform",
                        "enum": [
                          "directQuote",
                          "freeform"
                        ],
                        "type": "string"
                      },
                      "prompt": {
                        "maxLength": 10000,
                        "type": "string"
                      }
                    },
                    "required": [
                      "prompt"
                    ],
                    "type": "object"
                  },
                  "redactPII": {
                    "type": "boolean"
                  },
                  "removeBase64Images": {
                    "type": "boolean"
                  },
                  "skipTlsVerification": {
                    "type": "boolean"
                  },
                  "storeInCache": {
                    "type": "boolean"
                  },
                  "uploadRef": {
                    "description": "Phase 2 only: short-lived upload reference returned by phase 1 after the local PUT upload completes.",
                    "minLength": 1,
                    "type": "string"
                  },
                  "zeroDataRetention": {
                    "type": "boolean"
                  }
                },
                "type": "object"
              },
              "outputSchema": {
                "$schema": "http://json-schema.org/draft-07/schema#",
                "additionalProperties": false,
                "properties": {
                  "agent_hints": {
                    "description": "Optional response guidance from the Firecrawl API.",
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "conversationId": {
                    "description": "Pass on later Firecrawl calls in this conversation.",
                    "type": "string"
                  },
                  "data": {
                    "description": "Parsed document content; can include `data.metadata.scrapeId` for parse feedback."
                  },
                  "error": {
                    "description": "Error message or error object when the call did not succeed."
                  },
                  "message": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Guidance for the next call."
                  },
                  "mode": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Which phase of the hosted flow produced this response."
                  },
                  "nextToolCall": {
                    "description": "Hosted phase one: the second `firecrawl_parse` call to make once the upload succeeds, as `{name, arguments}`."
                  },
                  "notes": {
                    "anyOf": [
                      {
                        "items": {
                          "type": "string"
                        },
                        "type": "array"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Hosted phase one: constraints on completing the upload flow."
                  },
                  "raw": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Response body when it was not JSON."
                  },
                  "success": {
                    "anyOf": [
                      {
                        "type": "boolean"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Whether the API call succeeded."
                  },
                  "upload": {
                    "additionalProperties": false,
                    "description": "Hosted phase one: how to upload the local file.",
                    "properties": {
                      "command": {
                        "anyOf": [
                          {
                            "type": "string"
                          },
                          {
                            "type": "null"
                          }
                        ],
                        "description": "Local command that performs the upload. It carries no Firecrawl API key."
                      },
                      "expiresAt": {
                        "anyOf": [
                          {
                            "type": "string"
                          },
                          {
                            "type": "null"
                          }
                        ],
                        "description": "When the upload URL expires."
                      },
                      "fields": {
                        "description": "Form fields the upload request must send, for a POST upload."
                      },
                      "headers": {
                        "description": "Headers the upload request must send."
                      },
                      "maxSizeBytes": {
                        "anyOf": [
                          {
                            "type": "number"
                          },
                          {
                            "type": "null"
                          }
                        ],
                        "description": "Largest file the upload URL accepts."
                      },
                      "method": {
                        "anyOf": [
                          {
                            "type": "string"
                          },
                          {
                            "type": "null"
                          }
                        ],
                        "description": "HTTP method for the upload."
                      },
                      "uploadRef": {
                        "anyOf": [
                          {
                            "type": "string"
                          },
                          {
                            "type": "null"
                          }
                        ],
                        "description": "Reference to pass back on the second call."
                      },
                      "uploadUrl": {
                        "anyOf": [
                          {
                            "type": "string"
                          },
                          {
                            "type": "null"
                          }
                        ],
                        "description": "URL to upload the local file to."
                      }
                    },
                    "type": "object"
                  },
                  "warning": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "description": "Non-fatal warning about the result."
                  }
                },
                "type": "object"
              },
              "annotations": {
                "destructiveHint": false,
                "openWorldHint": false,
                "readOnlyHint": true,
                "title": "Firecrawl file parsing"
              }
            }
          ],
          "schemaTokens": 7167,
          "changedAt": "2026-09-28T21:55:47.203996335Z",
          "check": {
            "checker": "anchor-check/1.0",
            "totalTokens": 7167,
            "counts": {
              "error": 0,
              "note": 0,
              "warn": 9
            },
            "findings": [
              {
                "rule": "TC07",
                "severity": "warn",
                "tool": "firecrawl_search",
                "message": "the description is about 512 tokens",
                "fix": "Keep the description to what a model needs to choose and call the tool; move the manual to a resource or the docs."
              },
              {
                "rule": "TC11",
                "severity": "warn",
                "tool": "firecrawl_parse",
                "message": "19 parameters without a description: excludeTags, formats, includeTags, jsonOptions, jsonOptions.prompt, jsonOptions.schema and 13 more",
                "fix": "Describe each one: format, units, an example, and what happens when it's left out."
              },
              {
                "rule": "TC11",
                "severity": "warn",
                "tool": "firecrawl_scrape",
                "message": "none of its 29 parameters has a description",
                "fix": "Describe each one: format, units, an example, and what happens when it's left out."
              },
              {
                "rule": "TC11",
                "severity": "warn",
                "tool": "firecrawl_search",
                "message": "none of its 16 parameters has a description",
                "fix": "Describe each one: format, units, an example, and what happens when it's left out."
              },
              {
                "rule": "TC13",
                "severity": "warn",
                "tool": "firecrawl_parse",
                "message": "jsonOptions.schema (object with no properties)",
                "fix": "Declare the properties (or additionalProperties with a schema) and the array's items."
              },
              {
                "rule": "TC13",
                "severity": "warn",
                "tool": "firecrawl_scrape",
                "message": "jsonOptions.schema (object with no properties)",
                "fix": "Declare the properties (or additionalProperties with a schema) and the array's items."
              },
              {
                "rule": "TC13",
                "severity": "warn",
                "tool": "firecrawl_search",
                "message": "scrapeOptions.jsonOptions.schema (object with no properties)",
                "fix": "Declare the properties (or additionalProperties with a schema) and the array's items."
              },
              {
                "rule": "TC22",
                "severity": "warn",
                "tool": "firecrawl_scrape",
                "message": "the definition is about 2,977 tokens",
                "fix": "Trim the description and parameter docs, or split the tool."
              },
              {
                "rule": "TC22",
                "severity": "warn",
                "tool": "firecrawl_search",
                "message": "the definition is about 2,676 tokens",
                "fix": "Trim the description and parameter docs, or split the tool."
              }
            ]
          }
        },
        "github": {
          "repo": "firecrawl/firecrawl-mcp-server",
          "checkedAt": "2026-11-02T08:48:34.279225163Z",
          "stars": 7748,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-11-02T02:43:31Z",
          "openIssues": 102,
          "openPRs": 82,
          "issuesOpened90d": 27,
          "issuesClosed90d": 3,
          "prsMerged90d": 164,
          "ci": {
            "branch": "main",
            "runs": 50,
            "success": 33,
            "failure": 1,
            "other": 16,
            "latest": "success",
            "latestAt": "2026-11-02T02:46:04Z"
          },
          "replies": {
            "sampled": 25,
            "unanswered": 23,
            "medianDays": 8
          }
        },
        "updatedAt": "2026-11-07T18:20:25.154297244Z"
      }
    },
    "edges": [
      {
        "by": 30,
        "category": "security",
        "leads": "firecrawl-mcp",
        "name": "Security \u0026 auth",
        "reasons": {
          "a": "The hosted MCP server publishes RFC 9728 metadata naming its own authorisation server, with PKCE S256, dynamic client registration and one scope, `mcp:tools`, and the API takes revocable Bearer keys from the dashboard. No key scopes or second scope found (22). The authentication page documents fastcrw.com/mcp/\u003cAPI_KEY\u003e as a way in, a key in the URL path, so less 10 (12 of 30). Tools mostly read, and data-source calls check approvals, but there is no read-only key or confirmation step for monitors (8 of 20). Managed LLM extraction, summaries and answers wrap scraped text in a nonce fence (crates/crw-extract/src/untrusted.rs), and the hardening guide treats pages as untrusted, but the MCP docs give agents no guidance on scraped content (7 of 15). Each response reports `creditsUsed`; no per-call log in the docs (5 of 15). SECURITY.md names security@fastcrw.com and GitHub private reporting with a 48-hour acknowledgement, and CI runs CodeQL and OpenSSF Scorecard. security.txt answers 404, and no bounty or certification found (8 of 20). 12 + 8 + 7 + 5 + 8 = 40.",
          "b": "OAuth on the hosted endpoint `/v2/mcp-oauth`, a separate OAuth identity for the search-only endpoint, and plain revocable keys as `Authorization: Bearer`. Keys locked to endpoints and formats, and IP allowlists, are Enterprise only (25 of 30). The README says never to put a key in the server URL. 3.29.1 removed the credential-in-path route from the repository's service image, and it was never documented as an option, so no deduction. 3.36.0 checks Host and Origin in local HTTP mode against DNS rebinding. Keyless and search-only surfaces limit what a session can do, write tools carry destructiveHint, and Alexandria provider terms need explicit user consent and `confirmed: true` (18 of 20). Retained Alexandria results tell the model that source content is data, not instructions, and Enterprise Threat Protection blocks risky URLs, off by default. The API's opt-in `checkPromptInjection` classifier is now a top-level scrape option for any format, markdown included, and for crawl, search and monitors (+4 credits, 403 `SCRAPE_PROMPT_INJECTION_DETECTED`). The MCP tool schemas still don't expose it, so an agent using this server can't turn it on (8 of 15). firecrawl_credit_usage shows spend, by endpoint and by day since 3.34.0, but its description says it can't attribute single jobs, URLs or MCP clients, and we found no per-call log for operators (5 of 15). SOC 2 Type II on the Enterprise page, and security.txt valid to 10 June 2027 with a Bugcrowd vulnerability disclosure programme, re-read on 1 November. CVE-2026-116066 (High in GitHub's unreviewed database, published 25 October), a DNS-rebinding SSRF in the Firecrawl API's Playwright service before 2.11.586, was fixed in a public commit on 21 October that cites issue #5256. No bug bounty found (14 of 20)."
        },
        "scores": {
          "a": 40,
          "b": 70
        }
      },
      {
        "by": 28,
        "category": "reliability",
        "leads": "firecrawl-mcp",
        "name": "Reliability",
        "reasons": {
          "a": "Graded on the hosted lines, for the hosted API and MCP server an agent would call; the self-hosted engine would read higher on the local lines. fastcrw.com/status is a first-party page with a live health check and a 99.9% monthly uptime objective, but no components with history (10 of 20). It lists no incidents and keeps no history we could read (5). Concurrency per plan is published, 3 on Free to 150 on Scale, while the request-rate guard above it is deliberately unpublished (12 of 15). The rate-limits page documents Retry-After and X-RateLimit headers, gives exponential backoff code, and separates 429 (retry) from 402 (stop). No idempotency keys for crawl, extract or monitor starts (13 of 15). Pricing mentions an SLA only as 'Premier + SLA' on Enterprise, with no terms, and the terms promise no uptime (0). The hosted service is sold on paid plans with no beta label, though the engine is at 0.41.0 (10). 10 + 5 + 12 + 13 + 0 + 10 = 50.",
          "b": "Better Stack status page at status.firecrawl.dev with history (20). Four incidents in the 90 days to 1 November 2026, all partial degradations of api.firecrawl.dev, the longest 56 minutes on the /interact `prompt` field on 27 August (06:00 to 06:56 UTC in the feed) and the others 7, 16 and 46 minutes, with none after 15 September. The 20 July /interact incident has left the window (20). Rate limits published per plan and endpoint, from 10 scrapes a minute on Free to 10,000 on Scale, plus concurrent browsers and a per-IP daily cap for keyless use, re-read on 1 November (15). The Errors reference, linked from the rate-limit page, says 429s carry `Retry-After` when available, marks every error retryable or not, and gives backoff advice per code. No idempotency keys for calls that start crawl, agent or monitor jobs (13 of 15). SLA on Enterprise only, per the pricing page, with no terms published (0). GA (10). 20 + 20 + 15 + 13 + 0 + 10 = 78."
        },
        "scores": {
          "a": 50,
          "b": 78
        }
      },
      {
        "by": 15,
        "category": "payments",
        "leads": "firecrawl-mcp",
        "name": "Payments \u0026 pricing",
        "reasons": {
          "a": "No x402, MPP or L402 (0). Plans are public with credit costs per operation and top-up prices per block of credits, $9 per 1,000 on Hobby down to $299 per 500,000 on Scale, but top-ups need a plan, so between plan-only and per-unit (15 of 20). 500 one-off credits with no card, plus up to 500 from onboarding tasks (20). Hosted keys need a person to sign up in a browser; the free self-hosted engine runs with no account but isn't the graded surface (0). 0 + 15 + 20 + 0 = 35.",
          "b": "No x402, MPP or L402 in the README, pricing page or agent onboarding guide, re-read on 1 November (0). Plans are public with per-endpoint credit costs (1 a page, search 2 per 10 results, +4 for JSON formats), and $5 top-ups only on paid plans, so between plan-only and per-unit (15 of 20). Free plan with 1,000 credits a month, no card (20). The hosted keyless endpoint gives scrape, search and parse with no signup, but crawl, map and agent need a key. The agent onboarding guide adds key routes through Stripe Projects and, on supported platforms, a WorkOS ID-JAG assertion, both of which start from a person's existing login (15 of 20)."
        },
        "scores": {
          "a": 35,
          "b": 50
        }
      },
      {
        "by": 15,
        "category": "transparency",
        "leads": "firecrawl-mcp",
        "name": "Transparency \u0026 trust",
        "reasons": {
          "a": "The engine and MCP server are AGPL-3.0 and the SDKs MIT, while the hosted control plane is closed under terms that name no legal entity (25 of 30). The terms say crawled data is handled transiently with zero data retention for approved accounts, but the privacy policy is undated, names no controller, gives no retention periods and mentions no DPA (10 of 30). The CHANGELOG flags breaking changes, deprecated v2 extract routes return a warning on every response, and the October 2026 402 change is dated in the docs, with no standing notice policy (10 of 20). Local data-source telemetry is disclosed with an opt-out. The privacy policy names Stripe, Google Analytics, Google Ads and an X pixel, but infrastructure and search providers are unnamed and no data location is given (8 of 20). 25 + 10 + 10 + 8 = 53.",
          "b": "MIT (30). Zero data retention on Enterprise and a DPA from Standard up, but the privacy policy, re-read on 1 November, still dates from 26 December 2024, keeps personal data until you ask for deletion and gives no retention period for scraped content (12 of 30). The v1 endpoints are kept as legacy alongside v2 and the pricing change of 4 September 2026 was dated, but we found no deprecation policy (8 of 20). Data stored in the United States, and Stripe, PostHog, Crisp and Vercel Analytics are named, with no full subprocessor list (10 of 20)."
        },
        "scores": {
          "a": 60,
          "b": 75
        }
      },
      {
        "by": 6,
        "category": "maintenance",
        "leads": "crw",
        "name": "Maintenance \u0026 community",
        "reasons": {
          "a": "v0.41.0 on 4 November 2026, matching the registry and npm (30). 16 dated releases in the 90 days from 8 August, from 0.37.0 to 0.41.0 (20). Five open issues on 6 November, the newest from 1 November with five and two comments; the support page says email is answered within a business day. Reply authors weren't read (18 of 25). In the official MCP registry as io.github.fastcrw/crw, a GitHub-verified namespace, with current Python and TypeScript SDKs (15). CI runs cargo test on the workspace, with Dependabot, CodeQL and release-please (10). 30 + 20 + 18 + 15 + 10 = 93.",
          "b": "firecrawl-mcp 3.36.0 on 27 October 2026, matching the registry (30). 43 version bumps in the 90 days from 3 August to 1 November, 12 of them since 17 October (20). Reported bugs from July and August (#325, #357, #373) show no fix in the repository's commits to 29 October. Issue states and reply times couldn't be read on 1 November (12 of 25, per the 1 October check). io.github.firecrawl/firecrawl-mcp-server at 3.36.0 in the official registry under a GitHub-verified namespace, published 27 October and marked latest (15). CI builds and tests on push and pull request to main, with npm trusted publishing and, since 23 October, a signed container image (10). 30 + 20 + 12 + 15 + 10 = 87."
        },
        "scores": {
          "a": 93,
          "b": 87
        }
      }
    ],
    "facts": [
      {
        "a": "HTTP API",
        "b": "MCP server",
        "name": "Kind"
      },
      {
        "a": "Nanofy OÜ",
        "b": "Firecrawl (Mendable)",
        "name": "Vendor"
      },
      {
        "a": "https://fastcrw.com/mcp",
        "b": "https://mcp.firecrawl.dev/v2/mcp",
        "name": "Hosted endpoint"
      },
      {
        "a": "stdio, Streamable HTTP",
        "b": "stdio, Streamable HTTP, SSE (legacy)",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Freemium",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "AGPL-3.0",
        "b": "MIT",
        "name": "Licence"
      },
      {
        "a": "11",
        "b": "27",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "io.github.fastcrw/crw",
        "b": "io.github.firecrawl/firecrawl-mcp-server",
        "name": "MCP registry"
      },
      {
        "a": "2026-11-04",
        "b": "2026-10-27",
        "name": "Last release"
      },
      {
        "a": "2026-04-04",
        "b": "2024-11-05",
        "name": "Terms last updated"
      },
      {
        "a": "no date given",
        "b": "2024-12-26",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "yes",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "yes",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "1.2k stars, 881 npm/wk",
        "b": "7.5k stars, 29k npm/wk",
        "name": "Popularity"
      },
      {
        "a": "none",
        "b": "3.5/5 (8)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Firecrawl MCP scores 75 (BB) on agent readiness against fastCRW's 64.3 (B), and leads in 5 of 7 scored categories. fastCRW leads on maintenance \u0026 community.",
        "question": "Which is better for AI agents, fastCRW or Firecrawl MCP?"
      },
      {
        "answer": "Both take an API key or an OAuth sign-in.",
        "question": "Do fastCRW and Firecrawl MCP need an API key?"
      },
      {
        "answer": "Yes. fastCRW has a hosted endpoint at https://fastcrw.com/mcp and Firecrawl MCP at https://mcp.firecrawl.dev/v2/mcp.",
        "question": "Can an agent call fastCRW and Firecrawl MCP without installing anything?"
      },
      {
        "answer": "Yes. fastCRW is open source (AGPL-3.0). Firecrawl MCP is open source (MIT).",
        "question": "Are fastCRW and Firecrawl MCP open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Maintenance \u0026 community, 93 against 87"
        ],
        "also": [
          "Free to start without a card",
          "No incidents deducted, where Firecrawl MCP loses 3 points for them"
        ],
        "goodFor": "Agents that want Firecrawl-style scrape, crawl, map, search and extract at lower per-page cost, or a small self-hosted engine.",
        "slug": "crw",
        "watchFor": "The status page shows a live check and an uptime objective but no incident history"
      },
      {
        "aheadOn": [
          "Reliability, 78 against 50",
          "Security \u0026 auth, 70 against 40",
          "Payments \u0026 pricing, 50 against 35",
          "Transparency \u0026 trust, 75 against 60"
        ],
        "also": [
          "Agent-ready, a grade of BB or better"
        ],
        "goodFor": "Agents that need the whole pipeline (find URLs, scrape to markdown, crawl, monitor) from one server, and for trying without an account.",
        "slug": "firecrawl-mcp",
        "watchFor": "No x402 or other machine payment"
      }
    ],
    "history": {
      "crw": null,
      "firecrawl-mcp": [
        {
          "causes": [
            "event"
          ],
          "date": "2026-11-01",
          "delta": -3,
          "from": 78,
          "fromGrade": "A",
          "to": 75,
          "toGrade": "BB"
        },
        {
          "causes": [
            "method"
          ],
          "date": "2026-10-27",
          "delta": 0.1,
          "from": 77.9,
          "fromGrade": "BB",
          "to": 78,
          "toGrade": "A"
        },
        {
          "causes": [
            "evidence"
          ],
          "date": "2026-10-17",
          "delta": 2.6,
          "from": 75.3,
          "fromGrade": "BB",
          "to": 77.9,
          "toGrade": "BB"
        }
      ]
    },
    "job": {
      "capability": "web.search",
      "name": "Web search"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/bright-data-vs-crw.json",
        "title": "Bright Data vs fastCRW",
        "url": "https://www.anchorterminal.com/compare/bright-data-vs-crw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/browseract-vs-crw.json",
        "title": "BrowserAct vs fastCRW",
        "url": "https://www.anchorterminal.com/compare/browseract-vs-crw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/context-dev-vs-crw.json",
        "title": "Context.dev vs fastCRW",
        "url": "https://www.anchorterminal.com/compare/context-dev-vs-crw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crawl4ai-vs-crw.json",
        "title": "Crawl4AI vs fastCRW",
        "url": "https://www.anchorterminal.com/compare/crawl4ai-vs-crw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-decodo.json",
        "title": "fastCRW vs Decodo Web Data API",
        "url": "https://www.anchorterminal.com/compare/crw-vs-decodo"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-diffbot.json",
        "title": "fastCRW vs Diffbot",
        "url": "https://www.anchorterminal.com/compare/crw-vs-diffbot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-jevcrawl.json",
        "title": "fastCRW vs jevcrawl",
        "url": "https://www.anchorterminal.com/compare/crw-vs-jevcrawl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-jina-reader.json",
        "title": "fastCRW vs Jina Reader",
        "url": "https://www.anchorterminal.com/compare/crw-vs-jina-reader"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-microlink.json",
        "title": "fastCRW vs Microlink",
        "url": "https://www.anchorterminal.com/compare/crw-vs-microlink"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-olostep.json",
        "title": "fastCRW vs Olostep",
        "url": "https://www.anchorterminal.com/compare/crw-vs-olostep"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-outcrawl.json",
        "title": "fastCRW vs Outcrawl",
        "url": "https://www.anchorterminal.com/compare/crw-vs-outcrawl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-oxylabs-web-scraper.json",
        "title": "fastCRW vs Oxylabs Web Scraper API",
        "url": "https://www.anchorterminal.com/compare/crw-vs-oxylabs-web-scraper"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-scrape-do.json",
        "title": "fastCRW vs Scrape.do",
        "url": "https://www.anchorterminal.com/compare/crw-vs-scrape-do"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-scrapegraphai.json",
        "title": "fastCRW vs ScrapeGraphAI",
        "url": "https://www.anchorterminal.com/compare/crw-vs-scrapegraphai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-scrapeless.json",
        "title": "fastCRW vs Scrapeless",
        "url": "https://www.anchorterminal.com/compare/crw-vs-scrapeless"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-scrapeops.json",
        "title": "fastCRW vs ScrapeOps Proxy API Aggregator",
        "url": "https://www.anchorterminal.com/compare/crw-vs-scrapeops"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-scraperapi.json",
        "title": "fastCRW vs ScraperAPI",
        "url": "https://www.anchorterminal.com/compare/crw-vs-scraperapi"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-scrapewise.json",
        "title": "fastCRW vs Scrapewise",
        "url": "https://www.anchorterminal.com/compare/crw-vs-scrapewise"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-scrapfly.json",
        "title": "fastCRW vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/crw-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-scrapingant.json",
        "title": "fastCRW vs ScrapingAnt",
        "url": "https://www.anchorterminal.com/compare/crw-vs-scrapingant"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-scrapingbee.json",
        "title": "fastCRW vs ScrapingBee",
        "url": "https://www.anchorterminal.com/compare/crw-vs-scrapingbee"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-scrapingdog.json",
        "title": "fastCRW vs Scrapingdog",
        "url": "https://www.anchorterminal.com/compare/crw-vs-scrapingdog"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-spider-cloud.json",
        "title": "fastCRW vs Spider",
        "url": "https://www.anchorterminal.com/compare/crw-vs-spider-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-webscraping-ai.json",
        "title": "fastCRW vs WebScraping.AI",
        "url": "https://www.anchorterminal.com/compare/crw-vs-webscraping-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-zenrows.json",
        "title": "fastCRW vs ZenRows",
        "url": "https://www.anchorterminal.com/compare/crw-vs-zenrows"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-zyte.json",
        "title": "fastCRW vs Zyte API",
        "url": "https://www.anchorterminal.com/compare/crw-vs-zyte"
      },
      {
        "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-firecrawl-mcp.json",
        "title": "Web Search Tool on Amazon Bedrock AgentCore vs Firecrawl MCP",
        "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-firecrawl-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/arcmira-vs-firecrawl-mcp.json",
        "title": "Arcmira vs Firecrawl MCP",
        "url": "https://www.anchorterminal.com/compare/arcmira-vs-firecrawl-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/bing-grounding-vs-firecrawl-mcp.json",
        "title": "Grounding with Bing Search vs Firecrawl MCP",
        "url": "https://www.anchorterminal.com/compare/bing-grounding-vs-firecrawl-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/brave-search-mcp-vs-firecrawl-mcp.json",
        "title": "Brave Search API + MCP vs Firecrawl MCP",
        "url": "https://www.anchorterminal.com/compare/brave-search-mcp-vs-firecrawl-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/bright-data-vs-firecrawl-mcp.json",
        "title": "Bright Data vs Firecrawl MCP",
        "url": "https://www.anchorterminal.com/compare/bright-data-vs-firecrawl-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-firecrawl-mcp.json",
        "title": "Cloudflare Web Search API vs Firecrawl MCP",
        "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-firecrawl-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/context-dev-vs-firecrawl-mcp.json",
        "title": "Context.dev vs Firecrawl MCP",
        "url": "https://www.anchorterminal.com/compare/context-dev-vs-firecrawl-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crawl4ai-vs-firecrawl-mcp.json",
        "title": "Crawl4AI vs Firecrawl MCP",
        "url": "https://www.anchorterminal.com/compare/crawl4ai-vs-firecrawl-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/decodo-vs-firecrawl-mcp.json",
        "title": "Decodo Web Data API vs Firecrawl MCP",
        "url": "https://www.anchorterminal.com/compare/decodo-vs-firecrawl-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-search-api-vs-firecrawl-mcp.json",
        "title": "DeepSeek Search and Fetch API vs Firecrawl MCP",
        "url": "https://www.anchorterminal.com/compare/deepseek-search-api-vs-firecrawl-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/exa-mcp-vs-firecrawl-mcp.json",
        "title": "Exa API + MCP vs Firecrawl MCP",
        "url": "https://www.anchorterminal.com/compare/exa-mcp-vs-firecrawl-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-grep-ai.json",
        "title": "Firecrawl MCP vs Grep AI",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-grep-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-jina-reader.json",
        "title": "Firecrawl MCP vs Jina Reader",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-jina-reader"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-kagi-search.json",
        "title": "Firecrawl MCP vs Kagi Search API",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-kagi-search"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-linkup.json",
        "title": "Firecrawl MCP vs Linkup",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-linkup"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-mojeek.json",
        "title": "Firecrawl MCP vs Mojeek Web Search API",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-mojeek"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-olostep.json",
        "title": "Firecrawl MCP vs Olostep",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-olostep"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-outcrawl.json",
        "title": "Firecrawl MCP vs Outcrawl",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-outcrawl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-parallel-search-api.json",
        "title": "Firecrawl MCP vs Parallel Search and Task APIs",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-parallel-search-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-perplexity-search-api.json",
        "title": "Firecrawl MCP vs Perplexity Search API",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-perplexity-search-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-qovia.json",
        "title": "Firecrawl MCP vs Qovia",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-qovia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapegraphai.json",
        "title": "Firecrawl MCP vs ScrapeGraphAI",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapegraphai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapeless.json",
        "title": "Firecrawl MCP vs Scrapeless",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapeless"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapewise.json",
        "title": "Firecrawl MCP vs Scrapewise",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapewise"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingbee.json",
        "title": "Firecrawl MCP vs ScrapingBee",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingbee"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingdog.json",
        "title": "Firecrawl MCP vs Scrapingdog",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingdog"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-searchapi-io.json",
        "title": "Firecrawl MCP vs SearchAPI.io",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-searchapi-io"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-serpapi.json",
        "title": "Firecrawl MCP vs SerpApi",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-serpapi"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-serper.json",
        "title": "Firecrawl MCP vs Serper",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-serper"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-serpkite.json",
        "title": "Firecrawl MCP vs SerpKite",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-serpkite"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-specstream.json",
        "title": "Firecrawl MCP vs SpecStream",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-specstream"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-spider-cloud.json",
        "title": "Firecrawl MCP vs Spider",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-spider-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-tavily-mcp.json",
        "title": "Firecrawl MCP vs Tavily API + MCP",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-tavily-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-tinyfish-search.json",
        "title": "Firecrawl MCP vs TinyFish Search",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-tinyfish-search"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-valyu.json",
        "title": "Firecrawl MCP vs Valyu",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-valyu"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-webscraping-ai.json",
        "title": "Firecrawl MCP vs WebScraping.AI",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-webscraping-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-you-com-api.json",
        "title": "Firecrawl MCP vs You.com APIs",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-you-com-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/browseract-vs-firecrawl-mcp.json",
        "title": "BrowserAct vs Firecrawl MCP",
        "url": "https://www.anchorterminal.com/compare/browseract-vs-firecrawl-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-qovia.json",
        "title": "fastCRW vs Qovia",
        "url": "https://www.anchorterminal.com/compare/crw-vs-qovia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-scrapeatlas.json",
        "title": "fastCRW vs ScrapeAtlas",
        "url": "https://www.anchorterminal.com/compare/crw-vs-scrapeatlas"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crw-vs-soldfetch.json",
        "title": "fastCRW vs SoldFetch",
        "url": "https://www.anchorterminal.com/compare/crw-vs-soldfetch"
      },
      {
        "json": "https://www.anchorterminal.com/compare/diffbot-vs-firecrawl-mcp.json",
        "title": "Diffbot vs Firecrawl MCP",
        "url": "https://www.anchorterminal.com/compare/diffbot-vs-firecrawl-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-oxylabs-web-scraper.json",
        "title": "Firecrawl MCP vs Oxylabs Web Scraper API",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-oxylabs-web-scraper"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapeatlas.json",
        "title": "Firecrawl MCP vs ScrapeAtlas",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapeatlas"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scraperapi.json",
        "title": "Firecrawl MCP vs ScraperAPI",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scraperapi"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-soldfetch.json",
        "title": "Firecrawl MCP vs SoldFetch",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-soldfetch"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-zenrows.json",
        "title": "Firecrawl MCP vs ZenRows",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-zenrows"
      },
      {
        "json": "https://www.anchorterminal.com/compare/apify-mcp-vs-crw.json",
        "title": "Apify MCP Server vs fastCRW",
        "url": "https://www.anchorterminal.com/compare/apify-mcp-vs-crw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/apify-mcp-vs-firecrawl-mcp.json",
        "title": "Apify MCP Server vs Firecrawl MCP",
        "url": "https://www.anchorterminal.com/compare/apify-mcp-vs-firecrawl-mcp"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-jevcrawl.json",
        "title": "Firecrawl MCP vs jevcrawl",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-jevcrawl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-microlink.json",
        "title": "Firecrawl MCP vs Microlink",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-microlink"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrape-do.json",
        "title": "Firecrawl MCP vs Scrape.do",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrape-do"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapfly.json",
        "title": "Firecrawl MCP vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingant.json",
        "title": "Firecrawl MCP vs ScrapingAnt",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingant"
      }
    ],
    "panel": null,
    "scores": [
      {
        "by": 28,
        "crw": 50,
        "edge": "firecrawl-mcp",
        "firecrawl-mcp": 78,
        "key": "reliability",
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 0,
        "crw": 91,
        "edge": "",
        "firecrawl-mcp": 91,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 1,
        "crw": 91,
        "edge": "firecrawl-mcp",
        "firecrawl-mcp": 92,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 30,
        "crw": 40,
        "edge": "firecrawl-mcp",
        "firecrawl-mcp": 70,
        "key": "security",
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 15,
        "crw": 35,
        "edge": "firecrawl-mcp",
        "firecrawl-mcp": 50,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 6,
        "crw": 93,
        "edge": "crw",
        "firecrawl-mcp": 87,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 15,
        "crw": 60,
        "edge": "firecrawl-mcp",
        "firecrawl-mcp": 75,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Firecrawl MCP scores 75 (BB) on agent readiness against fastCRW's 64.3 (B), and leads in 5 of 7 scored categories. fastCRW leads on maintenance \u0026 community. Both do web search.",
    "tasks": null,
    "tutorials": [
      {
        "title": "Turn a documentation page into Markdown with Firecrawl",
        "tool": "firecrawl-mcp",
        "url": "https://www.anchorterminal.com/tutorials/firecrawl-mcp/"
      }
    ],
    "verdicts": {
      "crw": "Agents get 11 compact, annotated MCP tools with bounded output, a public OpenAPI spec, refunds on failed pages and a free self-hosted engine. The hosted service has no status history, publishes no SLA terms, names its operator only on the support page, and documents an MCP address with the API key in the URL path.",
      "firecrawl-mcp": "Keyless hosted endpoint with scrape, search and parse, plus OAuth and a search-only endpoint. No x402 or other machine payment."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/crw-vs-firecrawl-mcp",
    "json": "https://www.anchorterminal.com/compare/crw-vs-firecrawl-mcp.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/crw-vs-firecrawl-mcp.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/crw-vs-firecrawl-mcp.min.md"
  },
  "markdown": "Firecrawl MCP scores 75 (BB) on agent readiness against fastCRW's 64.3 (B), and leads in 5 of 7 scored categories. fastCRW leads on maintenance \u0026 community. Both do web search.\n\n- fastCRW: grade B, 64.3/100, rank #478 of 1486. Markdown https://www.anchorterminal.com/tools/crw.md · JSON https://www.anchorterminal.com/api/v1/tools/crw.json\n- Firecrawl MCP: grade BB, 75/100, rank #72 of 1486. Markdown https://www.anchorterminal.com/tools/firecrawl-mcp.md · JSON https://www.anchorterminal.com/api/v1/tools/firecrawl-mcp.json\n- Best web scraping and crawling APIs for AI agents: https://www.anchorterminal.com/best/web-scrapers/index.md\n- All 501 scrapers comparisons: https://www.anchorterminal.com/compare/web-scrapers/index.md\n\n## Which one, for what\n\n### fastCRW (B)\n\nGood for: Agents that want Firecrawl-style scrape, crawl, map, search and extract at lower per-page cost, or a small self-hosted engine.\n\nAhead on:\n- Maintenance \u0026 community, 93 against 87\n\nAlso in its favour:\n- Free to start without a card\n- No incidents deducted, where Firecrawl MCP loses 3 points for them\n\nWatch for: The status page shows a live check and an uptime objective but no incident history\n\n### Firecrawl MCP (BB)\n\nGood for: Agents that need the whole pipeline (find URLs, scrape to markdown, crawl, monitor) from one server, and for trying without an account.\n\nAhead on:\n- Reliability, 78 against 50\n- Security \u0026 auth, 70 against 40\n- Payments \u0026 pricing, 50 against 35\n- Transparency \u0026 trust, 75 against 60\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n\nWatch for: No x402 or other machine payment\n\n\n## Why the edge\n\n### Security \u0026 auth: Firecrawl MCP +30\n\n- fastCRW (40): The hosted MCP server publishes RFC 9728 metadata naming its own authorisation server, with PKCE S256, dynamic client registration and one scope, `mcp:tools`, and the API takes revocable Bearer keys from the dashboard. No key scopes or second scope found (22). The authentication page documents fastcrw.com/mcp/\u003cAPI_KEY\u003e as a way in, a key in the URL path, so less 10 (12 of 30). Tools mostly read, and data-source calls check approvals, but there is no read-only key or confirmation step for monitors (8 of 20). Managed LLM extraction, summaries and answers wrap scraped text in a nonce fence (crates/crw-extract/src/untrusted.rs), and the hardening guide treats pages as untrusted, but the MCP docs give agents no guidance on scraped content (7 of 15). Each response reports `creditsUsed`; no per-call log in the docs (5 of 15). SECURITY.md names security@fastcrw.com and GitHub private reporting with a 48-hour acknowledgement, and CI runs CodeQL and OpenSSF Scorecard. security.txt answers 404, and no bounty or certification found (8 of 20). 12 + 8 + 7 + 5 + 8 = 40.\n- Firecrawl MCP (70): OAuth on the hosted endpoint `/v2/mcp-oauth`, a separate OAuth identity for the search-only endpoint, and plain revocable keys as `Authorization: Bearer`. Keys locked to endpoints and formats, and IP allowlists, are Enterprise only (25 of 30). The README says never to put a key in the server URL. 3.29.1 removed the credential-in-path route from the repository's service image, and it was never documented as an option, so no deduction. 3.36.0 checks Host and Origin in local HTTP mode against DNS rebinding. Keyless and search-only surfaces limit what a session can do, write tools carry destructiveHint, and Alexandria provider terms need explicit user consent and `confirmed: true` (18 of 20). Retained Alexandria results tell the model that source content is data, not instructions, and Enterprise Threat Protection blocks risky URLs, off by default. The API's opt-in `checkPromptInjection` classifier is now a top-level scrape option for any format, markdown included, and for crawl, search and monitors (+4 credits, 403 `SCRAPE_PROMPT_INJECTION_DETECTED`). The MCP tool schemas still don't expose it, so an agent using this server can't turn it on (8 of 15). firecrawl_credit_usage shows spend, by endpoint and by day since 3.34.0, but its description says it can't attribute single jobs, URLs or MCP clients, and we found no per-call log for operators (5 of 15). SOC 2 Type II on the Enterprise page, and security.txt valid to 10 June 2027 with a Bugcrowd vulnerability disclosure programme, re-read on 1 November. CVE-2026-116066 (High in GitHub's unreviewed database, published 25 October), a DNS-rebinding SSRF in the Firecrawl API's Playwright service before 2.11.586, was fixed in a public commit on 21 October that cites issue #5256. No bug bounty found (14 of 20).\n\n### Reliability: Firecrawl MCP +28\n\n- fastCRW (50): Graded on the hosted lines, for the hosted API and MCP server an agent would call; the self-hosted engine would read higher on the local lines. fastcrw.com/status is a first-party page with a live health check and a 99.9% monthly uptime objective, but no components with history (10 of 20). It lists no incidents and keeps no history we could read (5). Concurrency per plan is published, 3 on Free to 150 on Scale, while the request-rate guard above it is deliberately unpublished (12 of 15). The rate-limits page documents Retry-After and X-RateLimit headers, gives exponential backoff code, and separates 429 (retry) from 402 (stop). No idempotency keys for crawl, extract or monitor starts (13 of 15). Pricing mentions an SLA only as 'Premier + SLA' on Enterprise, with no terms, and the terms promise no uptime (0). The hosted service is sold on paid plans with no beta label, though the engine is at 0.41.0 (10). 10 + 5 + 12 + 13 + 0 + 10 = 50.\n- Firecrawl MCP (78): Better Stack status page at status.firecrawl.dev with history (20). Four incidents in the 90 days to 1 November 2026, all partial degradations of api.firecrawl.dev, the longest 56 minutes on the /interact `prompt` field on 27 August (06:00 to 06:56 UTC in the feed) and the others 7, 16 and 46 minutes, with none after 15 September. The 20 July /interact incident has left the window (20). Rate limits published per plan and endpoint, from 10 scrapes a minute on Free to 10,000 on Scale, plus concurrent browsers and a per-IP daily cap for keyless use, re-read on 1 November (15). The Errors reference, linked from the rate-limit page, says 429s carry `Retry-After` when available, marks every error retryable or not, and gives backoff advice per code. No idempotency keys for calls that start crawl, agent or monitor jobs (13 of 15). SLA on Enterprise only, per the pricing page, with no terms published (0). GA (10). 20 + 20 + 15 + 13 + 0 + 10 = 78.\n\n### Payments \u0026 pricing: Firecrawl MCP +15\n\n- fastCRW (35): No x402, MPP or L402 (0). Plans are public with credit costs per operation and top-up prices per block of credits, $9 per 1,000 on Hobby down to $299 per 500,000 on Scale, but top-ups need a plan, so between plan-only and per-unit (15 of 20). 500 one-off credits with no card, plus up to 500 from onboarding tasks (20). Hosted keys need a person to sign up in a browser; the free self-hosted engine runs with no account but isn't the graded surface (0). 0 + 15 + 20 + 0 = 35.\n- Firecrawl MCP (50): No x402, MPP or L402 in the README, pricing page or agent onboarding guide, re-read on 1 November (0). Plans are public with per-endpoint credit costs (1 a page, search 2 per 10 results, +4 for JSON formats), and $5 top-ups only on paid plans, so between plan-only and per-unit (15 of 20). Free plan with 1,000 credits a month, no card (20). The hosted keyless endpoint gives scrape, search and parse with no signup, but crawl, map and agent need a key. The agent onboarding guide adds key routes through Stripe Projects and, on supported platforms, a WorkOS ID-JAG assertion, both of which start from a person's existing login (15 of 20).\n\n### Transparency \u0026 trust: Firecrawl MCP +15\n\n- fastCRW (60): The engine and MCP server are AGPL-3.0 and the SDKs MIT, while the hosted control plane is closed under terms that name no legal entity (25 of 30). The terms say crawled data is handled transiently with zero data retention for approved accounts, but the privacy policy is undated, names no controller, gives no retention periods and mentions no DPA (10 of 30). The CHANGELOG flags breaking changes, deprecated v2 extract routes return a warning on every response, and the October 2026 402 change is dated in the docs, with no standing notice policy (10 of 20). Local data-source telemetry is disclosed with an opt-out. The privacy policy names Stripe, Google Analytics, Google Ads and an X pixel, but infrastructure and search providers are unnamed and no data location is given (8 of 20). 25 + 10 + 10 + 8 = 53.\n- Firecrawl MCP (75): MIT (30). Zero data retention on Enterprise and a DPA from Standard up, but the privacy policy, re-read on 1 November, still dates from 26 December 2024, keeps personal data until you ask for deletion and gives no retention period for scraped content (12 of 30). The v1 endpoints are kept as legacy alongside v2 and the pricing change of 4 September 2026 was dated, but we found no deprecation policy (8 of 20). Data stored in the United States, and Stripe, PostHog, Crisp and Vercel Analytics are named, with no full subprocessor list (10 of 20).\n\n### Maintenance \u0026 community: fastCRW +6\n\n- fastCRW (93): v0.41.0 on 4 November 2026, matching the registry and npm (30). 16 dated releases in the 90 days from 8 August, from 0.37.0 to 0.41.0 (20). Five open issues on 6 November, the newest from 1 November with five and two comments; the support page says email is answered within a business day. Reply authors weren't read (18 of 25). In the official MCP registry as io.github.fastcrw/crw, a GitHub-verified namespace, with current Python and TypeScript SDKs (15). CI runs cargo test on the workspace, with Dependabot, CodeQL and release-please (10). 30 + 20 + 18 + 15 + 10 = 93.\n- Firecrawl MCP (87): firecrawl-mcp 3.36.0 on 27 October 2026, matching the registry (30). 43 version bumps in the 90 days from 3 August to 1 November, 12 of them since 17 October (20). Reported bugs from July and August (#325, #357, #373) show no fix in the repository's commits to 29 October. Issue states and reply times couldn't be read on 1 November (12 of 25, per the 1 October check). io.github.firecrawl/firecrawl-mcp-server at 3.36.0 in the official registry under a GitHub-verified namespace, published 27 October and marked latest (15). CI builds and tests on push and pull request to main, with npm trusted publishing and, since 23 October, a signed container image (10). 30 + 20 + 12 + 15 + 10 = 87.\n\n## Score by category\n\n| Category | Weight | fastCRW | Firecrawl MCP | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 50 | 78 | Firecrawl MCP +28 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 91 | 91 | even |\n| Agent ergonomics | 13% (16.2 this run) | 91 | 92 | Firecrawl MCP +1 |\n| Security \u0026 auth | 14% (17.5 this run) | 40 | 70 | Firecrawl MCP +30 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 35 | 50 | Firecrawl MCP +15 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 93 | 87 | fastCRW +6 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 60 | 75 | Firecrawl MCP +15 |\n| Negative events | ≤15 | 0 | -3 | |\n| **Total** | | **64.3 · B** | **75 · BB** | |\n\n## Facts side by side\n\n| Fact | fastCRW | Firecrawl MCP |\n| --- | --- | --- |\n| Kind | HTTP API | MCP server |\n| Vendor | Nanofy OÜ | Firecrawl (Mendable) |\n| Hosted endpoint | `https://fastcrw.com/mcp` | `https://mcp.firecrawl.dev/v2/mcp` |\n| Transports | stdio, Streamable HTTP | stdio, Streamable HTTP, SSE (legacy) |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Freemium | Freemium |\n| x402 | no | no |\n| Licence | AGPL-3.0 | MIT |\n| Tools exposed | 11 | 27 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | `io.github.fastcrw/crw` | `io.github.firecrawl/firecrawl-mcp-server` |\n| Last release | 2026-11-04 | 2026-10-27 |\n| Terms last updated | 2026-04-04 | 2024-11-05 |\n| Privacy policy last updated | no date given | 2024-12-26 |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | yes | not found in the text |\n| Terms restrict benchmarking | yes | not found in the text |\n| Terms or service can change without notice | not found in the text | yes |\n| Arbitration or class-action waiver | not found in the text | yes |\n| Popularity | 1.2k stars, 881 npm/wk | 7.5k stars, 29k npm/wk |\n| Agent reviews | none | 3.5/5 (8) |\n\n## How the scores have moved\n\n### fastCRW\n\nNo score change since it was listed.\n\n### Firecrawl MCP\n\n- -3.0 on 1 November 2026 (A to BB): negative event\n- +0.1 on 27 October 2026 (BB to A): checklist\n- +2.6 on 17 October 2026: new evidence\n\n## Verdicts\n\n**fastCRW.** Agents get 11 compact, annotated MCP tools with bounded output, a public OpenAPI spec, refunds on failed pages and a free self-hosted engine. The hosted service has no status history, publishes no SLA terms, names its operator only on the support page, and documents an MCP address with the API key in the URL path.\n\n**Firecrawl MCP.** Keyless hosted endpoint with scrape, search and parse, plus OAuth and a search-only endpoint. No x402 or other machine payment.\n\n## Before you call either\n\n### fastCRW\n\n1. Connect to https://fastcrw.com/mcp with OAuth rather than the /mcp/\u003cAPI_KEY\u003e address, so the key stays out of URLs and logs\n2. Branch on `errorCode`. Stop on 402 insufficient_credits or llm_not_available, and on 429 wait for Retry-After before retrying\n3. Check `success` as well as the HTTP status, since an anti-bot wall answers 200 with `success: false` and `errorCode: anti_bot`\n4. Pass `startIndex` from a truncated result to read the rest of a long page instead of setting `maxLength: 0`\n5. Use native /v1 routes for new work; /firecrawl/v2 is for Firecrawl SDK migrations and keeps the older 429 for empty balances\n\n### Firecrawl MCP\n\n1. Use `firecrawl_map` to list URLs, then scrape the few you need instead of crawling a whole site\n2. On the keyless endpoint only scrape, search and parse work. A 429 carries a `signup_url` for the human\n3. Ask for markdown only. JSON, question and highlight formats add 4 credits a page\n4. Poll `firecrawl_check_crawl_status` rather than waiting on a long crawl inside one call; `firecrawl_crawl` and `firecrawl_agent` are marked not idempotent, so don't retry them blindly\n5. Check the URL before scraping. Dead pages still cost a credit\n6. On a 429 wait for `Retry-After` when present, read `error.code` and `retryAfterSeconds` in structuredContent, and check the Errors table's retryable column before retrying\n\n## Tutorials\n\n- [Turn a documentation page into Markdown with Firecrawl](https://www.anchorterminal.com/tutorials/firecrawl-mcp/), for Firecrawl MCP\n\n## Questions\n\n### Which is better for AI agents, fastCRW or Firecrawl MCP?\n\nFirecrawl MCP scores 75 (BB) on agent readiness against fastCRW's 64.3 (B), and leads in 5 of 7 scored categories. fastCRW leads on maintenance \u0026 community.\n\n### Do fastCRW and Firecrawl MCP need an API key?\n\nBoth take an API key or an OAuth sign-in.\n\n### Can an agent call fastCRW and Firecrawl MCP without installing anything?\n\nYes. fastCRW has a hosted endpoint at https://fastcrw.com/mcp and Firecrawl MCP at https://mcp.firecrawl.dev/v2/mcp.\n\n### Are fastCRW and Firecrawl MCP open source?\n\nYes. fastCRW is open source (AGPL-3.0). Firecrawl MCP is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/crw-vs-firecrawl-mcp.json, and with the fewest tokens: https://www.anchorterminal.com/compare/crw-vs-firecrawl-mcp.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"crw\", \"b\": \"firecrawl-mcp\"}`. From a terminal: `anchor compare crw firecrawl-mcp`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/crw.json and https://www.anchorterminal.com/api/v1/tools/firecrawl-mcp.json\n\n## Other comparisons with fastCRW or Firecrawl MCP\n\n- [Bright Data vs fastCRW](https://www.anchorterminal.com/compare/bright-data-vs-crw.md)\n- [BrowserAct vs fastCRW](https://www.anchorterminal.com/compare/browseract-vs-crw.md)\n- [Context.dev vs fastCRW](https://www.anchorterminal.com/compare/context-dev-vs-crw.md)\n- [Crawl4AI vs fastCRW](https://www.anchorterminal.com/compare/crawl4ai-vs-crw.md)\n- [fastCRW vs Decodo Web Data API](https://www.anchorterminal.com/compare/crw-vs-decodo.md)\n- [fastCRW vs Diffbot](https://www.anchorterminal.com/compare/crw-vs-diffbot.md)\n- [fastCRW vs jevcrawl](https://www.anchorterminal.com/compare/crw-vs-jevcrawl.md)\n- [fastCRW vs Jina Reader](https://www.anchorterminal.com/compare/crw-vs-jina-reader.md)\n- [fastCRW vs Microlink](https://www.anchorterminal.com/compare/crw-vs-microlink.md)\n- [fastCRW vs Olostep](https://www.anchorterminal.com/compare/crw-vs-olostep.md)\n- [fastCRW vs Outcrawl](https://www.anchorterminal.com/compare/crw-vs-outcrawl.md)\n- [fastCRW vs Oxylabs Web Scraper API](https://www.anchorterminal.com/compare/crw-vs-oxylabs-web-scraper.md)\n- [fastCRW vs Scrape.do](https://www.anchorterminal.com/compare/crw-vs-scrape-do.md)\n- [fastCRW vs ScrapeGraphAI](https://www.anchorterminal.com/compare/crw-vs-scrapegraphai.md)\n- [fastCRW vs Scrapeless](https://www.anchorterminal.com/compare/crw-vs-scrapeless.md)\n- [fastCRW vs ScrapeOps Proxy API Aggregator](https://www.anchorterminal.com/compare/crw-vs-scrapeops.md)\n- [fastCRW vs ScraperAPI](https://www.anchorterminal.com/compare/crw-vs-scraperapi.md)\n- [fastCRW vs Scrapewise](https://www.anchorterminal.com/compare/crw-vs-scrapewise.md)\n- [fastCRW vs Scrapfly](https://www.anchorterminal.com/compare/crw-vs-scrapfly.md)\n- [fastCRW vs ScrapingAnt](https://www.anchorterminal.com/compare/crw-vs-scrapingant.md)\n- [fastCRW vs ScrapingBee](https://www.anchorterminal.com/compare/crw-vs-scrapingbee.md)\n- [fastCRW vs Scrapingdog](https://www.anchorterminal.com/compare/crw-vs-scrapingdog.md)\n- [fastCRW vs Spider](https://www.anchorterminal.com/compare/crw-vs-spider-cloud.md)\n- [fastCRW vs WebScraping.AI](https://www.anchorterminal.com/compare/crw-vs-webscraping-ai.md)\n- [fastCRW vs ZenRows](https://www.anchorterminal.com/compare/crw-vs-zenrows.md)\n- [fastCRW vs Zyte API](https://www.anchorterminal.com/compare/crw-vs-zyte.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs Firecrawl MCP](https://www.anchorterminal.com/compare/agentcore-web-search-vs-firecrawl-mcp.md)\n- [Arcmira vs Firecrawl MCP](https://www.anchorterminal.com/compare/arcmira-vs-firecrawl-mcp.md)\n- [Grounding with Bing Search vs Firecrawl MCP](https://www.anchorterminal.com/compare/bing-grounding-vs-firecrawl-mcp.md)\n- [Brave Search API + MCP vs Firecrawl MCP](https://www.anchorterminal.com/compare/brave-search-mcp-vs-firecrawl-mcp.md)\n- [Bright Data vs Firecrawl MCP](https://www.anchorterminal.com/compare/bright-data-vs-firecrawl-mcp.md)\n- [Cloudflare Web Search API vs Firecrawl MCP](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-firecrawl-mcp.md)\n- [Context.dev vs Firecrawl MCP](https://www.anchorterminal.com/compare/context-dev-vs-firecrawl-mcp.md)\n- [Crawl4AI vs Firecrawl MCP](https://www.anchorterminal.com/compare/crawl4ai-vs-firecrawl-mcp.md)\n- [Decodo Web Data API vs Firecrawl MCP](https://www.anchorterminal.com/compare/decodo-vs-firecrawl-mcp.md)\n- [DeepSeek Search and Fetch API vs Firecrawl MCP](https://www.anchorterminal.com/compare/deepseek-search-api-vs-firecrawl-mcp.md)\n- [Exa API + MCP vs Firecrawl MCP](https://www.anchorterminal.com/compare/exa-mcp-vs-firecrawl-mcp.md)\n- [Firecrawl MCP vs Grep AI](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-grep-ai.md)\n- [Firecrawl MCP vs Jina Reader](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-jina-reader.md)\n- [Firecrawl MCP vs Kagi Search API](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-kagi-search.md)\n- [Firecrawl MCP vs Linkup](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-linkup.md)\n- [Firecrawl MCP vs Mojeek Web Search API](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-mojeek.md)\n- [Firecrawl MCP vs Olostep](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-olostep.md)\n- [Firecrawl MCP vs Outcrawl](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-outcrawl.md)\n- [Firecrawl MCP vs Parallel Search and Task APIs](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-parallel-search-api.md)\n- [Firecrawl MCP vs Perplexity Search API](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-perplexity-search-api.md)\n- [Firecrawl MCP vs Qovia](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-qovia.md)\n- [Firecrawl MCP vs ScrapeGraphAI](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapegraphai.md)\n- [Firecrawl MCP vs Scrapeless](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapeless.md)\n- [Firecrawl MCP vs Scrapewise](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapewise.md)\n- [Firecrawl MCP vs ScrapingBee](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingbee.md)\n- [Firecrawl MCP vs Scrapingdog](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingdog.md)\n- [Firecrawl MCP vs SearchAPI.io](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-searchapi-io.md)\n- [Firecrawl MCP vs SerpApi](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-serpapi.md)\n- [Firecrawl MCP vs Serper](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-serper.md)\n- [Firecrawl MCP vs SerpKite](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-serpkite.md)\n- [Firecrawl MCP vs SpecStream](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-specstream.md)\n- [Firecrawl MCP vs Spider](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-spider-cloud.md)\n- [Firecrawl MCP vs Tavily API + MCP](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-tavily-mcp.md)\n- [Firecrawl MCP vs TinyFish Search](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-tinyfish-search.md)\n- [Firecrawl MCP vs Valyu](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-valyu.md)\n- [Firecrawl MCP vs WebScraping.AI](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-webscraping-ai.md)\n- [Firecrawl MCP vs You.com APIs](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-you-com-api.md)\n- [BrowserAct vs Firecrawl MCP](https://www.anchorterminal.com/compare/browseract-vs-firecrawl-mcp.md)\n- [fastCRW vs Qovia](https://www.anchorterminal.com/compare/crw-vs-qovia.md)\n- [fastCRW vs ScrapeAtlas](https://www.anchorterminal.com/compare/crw-vs-scrapeatlas.md)\n- [fastCRW vs SoldFetch](https://www.anchorterminal.com/compare/crw-vs-soldfetch.md)\n- [Diffbot vs Firecrawl MCP](https://www.anchorterminal.com/compare/diffbot-vs-firecrawl-mcp.md)\n- [Firecrawl MCP vs Oxylabs Web Scraper API](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-oxylabs-web-scraper.md)\n- [Firecrawl MCP vs ScrapeAtlas](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapeatlas.md)\n- [Firecrawl MCP vs ScraperAPI](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scraperapi.md)\n- [Firecrawl MCP vs SoldFetch](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-soldfetch.md)\n- [Firecrawl MCP vs ZenRows](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-zenrows.md)\n- [Apify MCP Server vs fastCRW](https://www.anchorterminal.com/compare/apify-mcp-vs-crw.md)\n- [Apify MCP Server vs Firecrawl MCP](https://www.anchorterminal.com/compare/apify-mcp-vs-firecrawl-mcp.md)\n- [Firecrawl MCP vs jevcrawl](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-jevcrawl.md)\n- [Firecrawl MCP vs Microlink](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-microlink.md)\n- [Firecrawl MCP vs Scrape.do](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrape-do.md)\n- [Firecrawl MCP vs Scrapfly](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapfly.md)\n- [Firecrawl MCP vs ScrapingAnt](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingant.md)\n",
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