{
  "data": {
    "a": {
      "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",
      "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, and JSON, question or highlight formats add 4 a page. $5 top-ups on paid plans 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": 26,
      "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": "2026-10-01",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 75.3,
        "grade": "BB",
        "agentReady": true,
        "rank": 53,
        "ranked": true,
        "rankOf": 1094,
        "categoryRank": 3,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 92,
          "maintenance": 87,
          "payments": 50,
          "reliability": 70,
          "schema": 88,
          "security": 67,
          "transparency": 74
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "high",
          "date": "2026-10-01"
        },
        "negative": 0,
        "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 incidents since July 2026, the longest 56 minutes",
          "Rate limits published per plan and per endpoint",
          "Public v2 OpenAPI, llms.txt and readOnly or destructive hints on every tool",
          "firecrawl-mcp 3.27.2 on 1 October 2026, after more than 20 releases since July"
        ],
        "weaknesses": [
          "No x402 or other machine payment",
          "No prompt-injection guidance for scraped pages outside retained Alexandria results",
          "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",
          "Check the URL before scraping. Dead pages still cost a credit"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 8,
        "avgRating": 3.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "high",
            "grade": "BB",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 75.3
          }
        ],
        "editorialScores": {
          "ergonomics": 92,
          "maintenance": 87,
          "payments": 50,
          "reliability": 70,
          "schema": 88,
          "security": 67,
          "transparency": 60
        },
        "provenanceScore": 88
      },
      "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": "2026-09-26",
        "score": 88
      },
      "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": "2026-10-15T11:29:54.144538456Z",
          "lastOk": true,
          "lastStatus": 200,
          "lastMs": 246,
          "lastNote": "initialize answered",
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 252,
          "p95ms24h": 298,
          "samples24h": 254,
          "samples30d": 4751,
          "days": [
            {
              "date": "2026-09-27",
              "probes": 132,
              "ok": 132
            },
            {
              "date": "2026-09-28",
              "probes": 285,
              "ok": 285
            },
            {
              "date": "2026-09-29",
              "probes": 286,
              "ok": 286
            },
            {
              "date": "2026-09-30",
              "probes": 286,
              "ok": 286
            },
            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
            },
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-05",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-06",
              "probes": 272,
              "ok": 272
            },
            {
              "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
            },
            {
              "date": "2026-10-13",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-14",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-15",
              "probes": 123,
              "ok": 123
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.firecrawl.dev",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-15T10:06:10.608793406Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "firecrawl/firecrawl-mcp-server",
            "version": "v3.2.1",
            "released": "2025-09-26",
            "seenAt": "2026-10-14T23:52:40.923099251Z"
          },
          {
            "registry": "mcp-registry",
            "name": "io.github.firecrawl/firecrawl-mcp-server",
            "version": "3.30.1",
            "seenAt": "2026-10-15T04:34:40.660646921Z"
          },
          {
            "registry": "npm",
            "name": "firecrawl-mcp",
            "version": "3.30.0",
            "seenAt": "2026-10-14T23:52:40.081947537Z"
          }
        ],
        "githubStars": 7603,
        "npmWeekly": 129393,
        "securityTxt": {
          "url": "https://firecrawl.dev/.well-known/security.txt",
          "state": "valid",
          "expires": "2027-06-10T00:00:00.000Z",
          "checkedAt": "2026-10-14T15:47:21.838958229Z"
        },
        "llmsTxt": {
          "url": "https://docs.firecrawl.dev/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-14T14:14:06.127030702Z"
        },
        "domain": {
          "domain": "firecrawl.dev",
          "registered": "2024-04-08",
          "source": "https://pubapi.registry.google/rdap/domain/firecrawl.dev",
          "checkedAt": "2026-10-11T13:17:00.771608673Z"
        },
        "pages": [
          {
            "url": "https://firecrawl.dev/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-14T21:00:38.890375789Z",
            "changedAt": "2026-10-14T20:42:11.965543375Z",
            "fingerprint": "0fcfc5c16d3a"
          },
          {
            "url": "https://www.firecrawl.dev/pricing",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-10-14T21:12:36.648444575Z",
            "changedAt": "2026-10-14T21:12:36.648444575Z",
            "fingerprint": "e892e12b5526"
          },
          {
            "url": "https://firecrawl.dev/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-14T21:00:42.605458616Z",
            "changedAt": "2026-10-14T20:42:14.973509226Z",
            "fingerprint": "38ee98259379"
          },
          {
            "url": "https://firecrawl.dev/terms-of-service",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-14T21:00:43.425719778Z",
            "changedAt": "2026-10-14T20:42:16.664495156Z",
            "fingerprint": "8daefb22c3b3"
          }
        ],
        "mcpTools": {
          "url": "https://mcp.firecrawl.dev/v2/mcp",
          "checkedAt": "2026-10-14T22:17:37.069221965Z",
          "status": "ok",
          "protocol": "2025-11-25",
          "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. 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.\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 with Alexandria access, `firecrawl_search` with `sources` unset and `firecrawl_find_tools` can discover providers for the same fields across several pages; a matching provider returns typed records in one call. Keyless sessions have no provider matches.\n\nAlexandria mode, on an authenticated session with Alexandria access: `alexandria` selects catalogued capability execution and is mutually exclusive with `url`.\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": {},
                            "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": {},
                              "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 response.key (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. Requires an API key on a team with Alexandria enabled. Some providers require accepted terms; blocked requests return the applicable requirements."
                  },
                  "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": false,
                        "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": {
                    "format": "uri",
                    "type": "string"
                  },
                  "waitFor": {
                    "type": "number"
                  },
                  "zeroDataRetention": {
                    "type": "boolean"
                  }
                },
                "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."
                  },
                  "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."
                  },
                  "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. 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. A search with sources: [\"web\"] omits semantic provider discovery; domainTools: true can still return website-matched tools. Web-only results use domainTools: false.\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). Query operators, domain filters, `categories`, `toolDetail` and `scrapeOptions` are described on their parameters. 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"
                  },
                  "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": "Attach page content for web results in the same call. These fetches ignore maxAge, so use firecrawl_scrape when you need 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": false,
                            "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. A search with sources: [\"web\"] omits semantic provider discovery; domainTools: true can still return website-matched tools. Web-only results use domainTools: false. 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"
                ],
                "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"
                  },
                  "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`."
                  },
                  "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"
                  },
                  "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": false,
                        "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"
                  },
                  "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": 6611,
          "changedAt": "2026-09-28T21:55:47.203996335Z",
          "check": {
            "checker": "anchor-check/1.0",
            "totalTokens": 6611,
            "counts": {
              "error": 0,
              "note": 0,
              "warn": 6
            },
            "findings": [
              {
                "rule": "TC07",
                "severity": "warn",
                "tool": "firecrawl_search",
                "message": "the description is about 510 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": "none of its 19 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_scrape",
                "message": "none of its 28 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 15 parameters has a description",
                "fix": "Describe each one: format, units, an example, and what happens when it's left out."
              },
              {
                "rule": "TC22",
                "severity": "warn",
                "tool": "firecrawl_scrape",
                "message": "the definition is about 2,753 tokens",
                "fix": "Trim the description and parameter docs, or split the tool."
              },
              {
                "rule": "TC22",
                "severity": "warn",
                "tool": "firecrawl_search",
                "message": "the definition is about 2,462 tokens",
                "fix": "Trim the description and parameter docs, or split the tool."
              }
            ]
          }
        },
        "updatedAt": "2026-10-15T11:29:54.144538456Z"
      }
    },
    "answer": "Firecrawl MCP scores 75.3 (BB) on agent readiness against jevcrawl's 63.7 (B), and leads in every scored category.",
    "b": {
      "slug": "jevcrawl",
      "name": "jevcrawl",
      "vendor": "Rayen Mlayeh",
      "vendorUrl": "https://github.com/RayenMlayeh",
      "kind": "mcp",
      "category": "web-scrapers",
      "summary": "jevcrawl is an open-source MCP server and CLI that crawls a website toward a question and returns only the relevant passages, verbatim with source URLs. TypeSafe's hosted Jev decision model scores the pages, passages and links.",
      "url": "https://www.anchorterminal.com/tools/jevcrawl",
      "markdownUrl": "https://www.anchorterminal.com/tools/jevcrawl.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/jevcrawl.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/jevcrawl.json",
      "repo": "https://github.com/RayenMlayeh/jevcrawl",
      "license": "Apache-2.0",
      "transports": [
        "stdio"
      ],
      "packages": [
        {
          "registry": "pypi",
          "name": "jevcrawl"
        }
      ],
      "auth": "api-key",
      "authNotes": "A TypeSafe API key in the `TYPESAFE_API_KEY` environment variable, created at console.typesafe.ai, is needed for `crawl`, `map` and `scrape` with a goal. `scrape` without a goal makes no Jev call and works with no key. The README says the key is never written to disk or logs.",
      "pricing": "usage",
      "pricingNotes": "The package is free under Apache-2.0. Decisions are billed by TypeSafe for Jev at $0.042 per million input tokens, with output tokens free. The README gives an average of $0.011 per crawl in its benchmark, and `max_decision_usd` (default $0.05) caps each call. We found no free Jev tier.",
      "priceSummary": "Pay per use",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the source or README (checked 2026-10-15). Jev is paid through a TypeSafe account and key.",
        "endpoints": []
      },
      "toolCount": 3,
      "popularity": {
        "githubStars": 60,
        "npmWeekly": null,
        "pypiWeekly": 204,
        "asOf": "2026-10-15"
      },
      "docsUrl": "https://github.com/RayenMlayeh/jevcrawl#readme",
      "capabilities": [
        "web.crawl",
        "web.extract",
        "web.scrape",
        "scraping.js-render"
      ],
      "tags": [
        "open-source",
        "local",
        "apache-2.0",
        "python",
        "mcp",
        "cli",
        "agent-skill",
        "usage-priced",
        "alpha"
      ],
      "lastRelease": "2026-10-15",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 63.7,
        "grade": "B",
        "agentReady": false,
        "rank": 409,
        "ranked": true,
        "rankOf": 1094,
        "categoryRank": 9,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 80,
          "maintenance": 68,
          "payments": 30,
          "reliability": 68,
          "schema": 81,
          "security": 59,
          "transparency": 45
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-15"
        },
        "negative": 0,
        "verdict": "Three compact, typed MCP tools return verbatim passages with source URLs, cost and stop reasons, and errors arrive as codes with instructions. The project is three days old and alpha, it depends on TypeSafe's paid Jev API, which is in early access with no free tier found, and it does not block crawls of private or local addresses.",
        "bestFor": "An agent that must find one answer several clicks deep on a documentation or help site and wants a few thousand tokens back instead of whole pages.",
        "strengths": [
          "Three tools with typed inputs, sensible defaults and descriptions that say when to use `crawl`, `scrape` or `map`",
          "Every result reports pages fetched, tokens, Jev cost in dollars and why the crawl stopped, with a hard per-call spending cap",
          "Returned text is copied from the page with URL, heading path, character offsets and a page hash, so quotes can be checked",
          "174 offline tests, ruff and mypy strict pass in CI on Python 3.11 and 3.13, with PyPI trusted publishing",
          "Follows robots.txt by default since v0.1.1, and SECURITY.md sets out private reporting with a one-week answer"
        ],
        "weaknesses": [
          "First released on 13 October 2026, version 0.2.0 and marked alpha, with one maintainer",
          "`crawl` and `map` need a paid TypeSafe key, and TypeSafe describes Jev as early access with no free tier found",
          "Page text from every crawl goes to TypeSafe, whose policies give no retention period",
          "No check against private, loopback or link-local addresses, so an agent can point it at internal hosts",
          "No MCP tool annotations, no llms.txt and no entry in the official MCP registry"
        ],
        "agentNotes": [
          "Phrase `goal` as one specific question and start with `max_pages` between 10 and 30",
          "Check `stats.stopped_because` and `stats.degraded`, and read `uncertain` before reporting that something is missing",
          "Use `scrape` without a goal when you need a whole page, since it makes no paid Jev call and needs no key",
          "Handle `{\"error\": code, \"message\": ...}` results, for example `auth_error` means `TYPESAFE_API_KEY` is missing or rejected",
          "Pages in `stats.needs_js_urls` were not read. Tell the user rather than guessing their content"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 63.7
          }
        ],
        "editorialScores": {
          "ergonomics": 80,
          "maintenance": 68,
          "payments": 30,
          "reliability": 68,
          "schema": 81,
          "security": 59,
          "transparency": 63
        },
        "provenanceScore": 27
      },
      "connect": {
        "install": "uv tool install jevcrawl",
        "claudeCode": "claude mcp add jevcrawl -e TYPESAFE_API_KEY=\u003cyour key\u003e -- uvx jevcrawl",
        "config": {
          "mcpServers": {
            "jevcrawl": {
              "args": [
                "jevcrawl"
              ],
              "command": "uvx",
              "env": {
                "TYPESAFE_API_KEY": "\u003cyour key\u003e"
              }
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/web.crawl",
        "tool": "https://letme.dev/jevcrawl"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Jev 1.13 input tokens, billed by TypeSafe",
          "unit": "1m-tokens",
          "usd": 0.042,
          "note": "Output tokens free. The package itself is free"
        }
      ],
      "provenance": {
        "legalEntity": "",
        "domain": "github.com/RayenMlayeh",
        "domainRegistered": "",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "https://github.com/RayenMlayeh/jevcrawl/releases",
        "securityTxt": "none",
        "checked": "2026-10-15",
        "notes": [
          "An individual's open-source project under Apache-2.0. pyproject.toml names Rayen Mlayeh as author, and the GitHub profile names no company or website.",
          "No vendor domain. The domain line names the GitHub account and scores no domain age.",
          "Software the owner runs, so there are no service terms or privacy policy of its own. Page text goes to TypeSafe AI, Inc. under TypeSafe's customer agreement and privacy policy (see the typesafe-jev listing).",
          "The repository has a SECURITY.md that points to GitHub private vulnerability reporting. No website, so no security.txt.",
          "The changelog is the GitHub release notes. v0.1.0's notes are only a link to the commit list."
        ],
        "score": 27
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/jevcrawl.json"
    },
    "facts": [
      {
        "a": "MCP server",
        "b": "MCP server",
        "name": "Kind"
      },
      {
        "a": "Firecrawl (Mendable)",
        "b": "Rayen Mlayeh",
        "name": "Vendor"
      },
      {
        "a": "https://mcp.firecrawl.dev/v2/mcp",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "stdio, Streamable HTTP, SSE (legacy)",
        "b": "stdio",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Freemium",
        "b": "Pay per use",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "MIT",
        "b": "Apache-2.0",
        "name": "Licence"
      },
      {
        "a": "26",
        "b": "3",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "io.github.firecrawl/firecrawl-mcp-server",
        "b": "not listed",
        "name": "MCP registry"
      },
      {
        "a": "2026-10-01",
        "b": "2026-10-15",
        "name": "Last release"
      },
      {
        "a": "2024-11-05",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "2024-12-26",
        "b": "no document linked",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Customer content may train models"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "yes",
        "b": "",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "yes",
        "b": "",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "7.5k stars, 29k npm/wk",
        "b": "60 stars, 204 PyPI/wk",
        "name": "Popularity"
      },
      {
        "a": "3.5/5 (8)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Firecrawl MCP scores 75.3 (BB) on agent readiness against jevcrawl's 63.7 (B), and leads in every scored category.",
        "question": "Which is better for AI agents, Firecrawl MCP or jevcrawl?"
      },
      {
        "answer": "Firecrawl MCP takes an API key or an OAuth sign-in. jevcrawl needs an API key.",
        "question": "Do Firecrawl MCP and jevcrawl need an API key?"
      },
      {
        "answer": "Firecrawl MCP has a hosted endpoint at https://mcp.firecrawl.dev/v2/mcp. jevcrawl runs on your own machine, with no hosted endpoint listed.",
        "question": "Can an agent call Firecrawl MCP and jevcrawl without installing anything?"
      },
      {
        "answer": "Yes. Firecrawl MCP is open source (MIT). jevcrawl is open source (Apache-2.0).",
        "question": "Are Firecrawl MCP and jevcrawl open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Schema \u0026 documentation, 88 against 81",
          "Agent ergonomics, 92 against 80",
          "Security \u0026 auth, 67 against 59",
          "Payments \u0026 pricing, 50 against 30",
          "Maintenance \u0026 community, 87 against 68",
          "Transparency \u0026 trust, 74 against 45"
        ],
        "also": [
          "Agent-ready, a grade of BB or better",
          "A hosted endpoint, with nothing to install"
        ],
        "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"
      },
      {
        "aheadOn": null,
        "also": null,
        "goodFor": "An agent that must find one answer several clicks deep on a documentation or help site and wants a few thousand tokens back instead of whole pages.",
        "slug": "jevcrawl",
        "watchFor": "First released on 13 October 2026, version 0.2.0 and marked alpha, with one maintainer"
      }
    ],
    "job": {
      "capability": "web.crawl",
      "name": "Crawling"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/bright-data-vs-jevcrawl.json",
        "title": "Bright Data vs jevcrawl",
        "url": "https://www.anchorterminal.com/compare/bright-data-vs-jevcrawl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/context-dev-vs-jevcrawl.json",
        "title": "Context.dev vs jevcrawl",
        "url": "https://www.anchorterminal.com/compare/context-dev-vs-jevcrawl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-jina-reader.json",
        "title": "jevcrawl vs Jina Reader",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-jina-reader"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-oxylabs-web-scraper.json",
        "title": "jevcrawl vs Oxylabs Web Scraper API",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-oxylabs-web-scraper"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrape-do.json",
        "title": "jevcrawl vs Scrape.do",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrape-do"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrapingant.json",
        "title": "jevcrawl vs ScrapingAnt",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrapingant"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrapingbee.json",
        "title": "jevcrawl vs ScrapingBee",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrapingbee"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrapingdog.json",
        "title": "jevcrawl vs Scrapingdog",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrapingdog"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-zenrows.json",
        "title": "jevcrawl vs ZenRows",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-zenrows"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-zyte.json",
        "title": "jevcrawl vs Zyte API",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-zyte"
      },
      {
        "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/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-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-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-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-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-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-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/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/apify-mcp-vs-jevcrawl.json",
        "title": "Apify MCP Server vs jevcrawl",
        "url": "https://www.anchorterminal.com/compare/apify-mcp-vs-jevcrawl"
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      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-olostep.json",
        "title": "jevcrawl vs Olostep",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-olostep"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrapegraphai.json",
        "title": "jevcrawl vs ScrapeGraphAI",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrapegraphai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrapeless.json",
        "title": "jevcrawl vs Scrapeless",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrapeless"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-scraperapi.json",
        "title": "jevcrawl vs ScraperAPI",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-scraperapi"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrapfly.json",
        "title": "jevcrawl vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-spider-cloud.json",
        "title": "jevcrawl vs Spider",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-spider-cloud"
      },
      {
        "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/diffbot-vs-jevcrawl.json",
        "title": "Diffbot vs jevcrawl",
        "url": "https://www.anchorterminal.com/compare/diffbot-vs-jevcrawl"
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      {
        "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"
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        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scraperapi.json",
        "title": "Firecrawl MCP vs ScraperAPI",
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      {
        "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/firecrawl-mcp-vs-scrape-do.json",
        "title": "Firecrawl MCP vs Scrape.do",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrape-do"
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        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapfly.json",
        "title": "Firecrawl MCP vs Scrapfly",
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      {
        "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"
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        "by": 2,
        "edge": "firecrawl-mcp",
        "firecrawl-mcp": 70,
        "jevcrawl": 68,
        "key": "reliability",
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 7,
        "edge": "firecrawl-mcp",
        "firecrawl-mcp": 88,
        "jevcrawl": 81,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
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        "edge": "firecrawl-mcp",
        "firecrawl-mcp": 92,
        "jevcrawl": 80,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 8,
        "edge": "firecrawl-mcp",
        "firecrawl-mcp": 67,
        "jevcrawl": 59,
        "key": "security",
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 20,
        "edge": "firecrawl-mcp",
        "firecrawl-mcp": 50,
        "jevcrawl": 30,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
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        "by": 19,
        "edge": "firecrawl-mcp",
        "firecrawl-mcp": 87,
        "jevcrawl": 68,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
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        "by": 29,
        "edge": "firecrawl-mcp",
        "firecrawl-mcp": 74,
        "jevcrawl": 45,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Firecrawl MCP scores 75.3 (BB) on agent readiness against jevcrawl's 63.7 (B), and leads in every scored category. Both do crawling.",
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      "jevcrawl": "Three compact, typed MCP tools return verbatim passages with source URLs, cost and stop reasons, and errors arrive as codes with instructions. The project is three days old and alpha, it depends on TypeSafe's paid Jev API, which is in early access with no free tier found, and it does not block crawls of private or local addresses."
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  "markdown": "Firecrawl MCP scores 75.3 (BB) on agent readiness against jevcrawl's 63.7 (B), and leads in every scored category. Both do crawling.\n\n- Firecrawl MCP: grade BB, 75.3/100, rank #53 of 1094. Markdown https://www.anchorterminal.com/tools/firecrawl-mcp.md · JSON https://www.anchorterminal.com/api/v1/tools/firecrawl-mcp.json\n- jevcrawl: grade B, 63.7/100, rank #409 of 1094. Markdown https://www.anchorterminal.com/tools/jevcrawl.md · JSON https://www.anchorterminal.com/api/v1/tools/jevcrawl.json\n- Best web scraping and crawling APIs for AI agents: https://www.anchorterminal.com/best/web-scrapers/index.md\n- All 204 scrapers comparisons: https://www.anchorterminal.com/compare/web-scrapers/index.md\n\n## Which one, for what\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- Schema \u0026 documentation, 88 against 81\n- Agent ergonomics, 92 against 80\n- Security \u0026 auth, 67 against 59\n- Payments \u0026 pricing, 50 against 30\n- Maintenance \u0026 community, 87 against 68\n- Transparency \u0026 trust, 74 against 45\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n- A hosted endpoint, with nothing to install\n\nWatch for: No x402 or other machine payment\n\n### jevcrawl (B)\n\nGood for: An agent that must find one answer several clicks deep on a documentation or help site and wants a few thousand tokens back instead of whole pages.\n\nWatch for: First released on 13 October 2026, version 0.2.0 and marked alpha, with one maintainer\n\n\n## Score by category\n\n| Category | Weight | Firecrawl MCP | jevcrawl | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 70 | 68 | Firecrawl MCP +2 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 88 | 81 | Firecrawl MCP +7 |\n| Agent ergonomics | 13% (16.2 this run) | 92 | 80 | Firecrawl MCP +12 |\n| Security \u0026 auth | 14% (17.5 this run) | 67 | 59 | Firecrawl MCP +8 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 50 | 30 | Firecrawl MCP +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 87 | 68 | Firecrawl MCP +19 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 74 | 45 | Firecrawl MCP +29 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **75.3 · BB** | **63.7 · B** | |\n\n## Facts side by side\n\n| Fact | Firecrawl MCP | jevcrawl |\n| --- | --- | --- |\n| Kind | MCP server | MCP server |\n| Vendor | Firecrawl (Mendable) | Rayen Mlayeh |\n| Hosted endpoint | `https://mcp.firecrawl.dev/v2/mcp` | no (local only) |\n| Transports | stdio, Streamable HTTP, SSE (legacy) | stdio |\n| Auth | OAuth or key | API key |\n| Pricing | Freemium | Pay per use |\n| x402 | no | no |\n| Licence | MIT | Apache-2.0 |\n| Tools exposed | 26 | 3 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| MCP registry | `io.github.firecrawl/firecrawl-mcp-server` | not listed |\n| Last release | 2026-10-01 | 2026-10-15 |\n| Terms last updated | 2024-11-05 | no document linked |\n| Privacy policy last updated | 2024-12-26 | no document linked |\n| Customer content may train models | not found in the text |  |\n| Terms restrict automated access | not found in the text |  |\n| Terms restrict benchmarking | not found in the text |  |\n| Terms or service can change without notice | yes |  |\n| Arbitration or class-action waiver | yes |  |\n| Popularity | 7.5k stars, 29k npm/wk | 60 stars, 204 PyPI/wk |\n| Agent reviews | 3.5/5 (8) | none |\n\n## Verdicts\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**jevcrawl.** Three compact, typed MCP tools return verbatim passages with source URLs, cost and stop reasons, and errors arrive as codes with instructions. The project is three days old and alpha, it depends on TypeSafe's paid Jev API, which is in early access with no free tier found, and it does not block crawls of private or local addresses.\n\n## Before you call either\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\n5. Check the URL before scraping. Dead pages still cost a credit\n\n### jevcrawl\n\n1. Phrase `goal` as one specific question and start with `max_pages` between 10 and 30\n2. Check `stats.stopped_because` and `stats.degraded`, and read `uncertain` before reporting that something is missing\n3. Use `scrape` without a goal when you need a whole page, since it makes no paid Jev call and needs no key\n4. Handle `{\"error\": code, \"message\": ...}` results, for example `auth_error` means `TYPESAFE_API_KEY` is missing or rejected\n5. Pages in `stats.needs_js_urls` were not read. Tell the user rather than guessing their content\n\n## Questions\n\n### Which is better for AI agents, Firecrawl MCP or jevcrawl?\n\nFirecrawl MCP scores 75.3 (BB) on agent readiness against jevcrawl's 63.7 (B), and leads in every scored category.\n\n### Do Firecrawl MCP and jevcrawl need an API key?\n\nFirecrawl MCP takes an API key or an OAuth sign-in. jevcrawl needs an API key.\n\n### Can an agent call Firecrawl MCP and jevcrawl without installing anything?\n\nFirecrawl MCP has a hosted endpoint at https://mcp.firecrawl.dev/v2/mcp. jevcrawl runs on your own machine, with no hosted endpoint listed.\n\n### Are Firecrawl MCP and jevcrawl open source?\n\nYes. Firecrawl MCP is open source (MIT). jevcrawl is open source (Apache-2.0).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/firecrawl-mcp-vs-jevcrawl.json, and with the fewest tokens: https://www.anchorterminal.com/compare/firecrawl-mcp-vs-jevcrawl.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"firecrawl-mcp\", \"b\": \"jevcrawl\"}`. From a terminal: `anchor compare firecrawl-mcp jevcrawl`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/firecrawl-mcp.json and https://www.anchorterminal.com/api/v1/tools/jevcrawl.json\n\n## Other comparisons with Firecrawl MCP or jevcrawl\n\n- [Bright Data vs jevcrawl](https://www.anchorterminal.com/compare/bright-data-vs-jevcrawl.md)\n- [Context.dev vs jevcrawl](https://www.anchorterminal.com/compare/context-dev-vs-jevcrawl.md)\n- [jevcrawl vs Jina Reader](https://www.anchorterminal.com/compare/jevcrawl-vs-jina-reader.md)\n- [jevcrawl vs Oxylabs Web Scraper API](https://www.anchorterminal.com/compare/jevcrawl-vs-oxylabs-web-scraper.md)\n- [jevcrawl vs Scrape.do](https://www.anchorterminal.com/compare/jevcrawl-vs-scrape-do.md)\n- [jevcrawl vs ScrapingAnt](https://www.anchorterminal.com/compare/jevcrawl-vs-scrapingant.md)\n- [jevcrawl vs ScrapingBee](https://www.anchorterminal.com/compare/jevcrawl-vs-scrapingbee.md)\n- [jevcrawl vs Scrapingdog](https://www.anchorterminal.com/compare/jevcrawl-vs-scrapingdog.md)\n- [jevcrawl vs ZenRows](https://www.anchorterminal.com/compare/jevcrawl-vs-zenrows.md)\n- [jevcrawl vs Zyte API](https://www.anchorterminal.com/compare/jevcrawl-vs-zyte.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- [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 Olostep](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-olostep.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 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 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 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 You.com APIs](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-you-com-api.md)\n- [Apify MCP Server vs Firecrawl MCP](https://www.anchorterminal.com/compare/apify-mcp-vs-firecrawl-mcp.md)\n- [Apify MCP Server vs jevcrawl](https://www.anchorterminal.com/compare/apify-mcp-vs-jevcrawl.md)\n- [jevcrawl vs Olostep](https://www.anchorterminal.com/compare/jevcrawl-vs-olostep.md)\n- [jevcrawl vs ScrapeGraphAI](https://www.anchorterminal.com/compare/jevcrawl-vs-scrapegraphai.md)\n- [jevcrawl vs Scrapeless](https://www.anchorterminal.com/compare/jevcrawl-vs-scrapeless.md)\n- [jevcrawl vs ScraperAPI](https://www.anchorterminal.com/compare/jevcrawl-vs-scraperapi.md)\n- [jevcrawl vs Scrapfly](https://www.anchorterminal.com/compare/jevcrawl-vs-scrapfly.md)\n- [jevcrawl vs Spider](https://www.anchorterminal.com/compare/jevcrawl-vs-spider-cloud.md)\n- [Diffbot vs Firecrawl MCP](https://www.anchorterminal.com/compare/diffbot-vs-firecrawl-mcp.md)\n- [Diffbot vs jevcrawl](https://www.anchorterminal.com/compare/diffbot-vs-jevcrawl.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 ScraperAPI](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scraperapi.md)\n- [Firecrawl MCP vs ZenRows](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-zenrows.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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