{ "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": 49, "ranked": true, "rankOf": 842, "categoryRank": 2, "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": "2026-10-09T10:42:43.35159213Z", "lastOk": true, "lastStatus": 200, "lastMs": 259, "lastNote": "initialize answered", "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 252, "p95ms24h": 299, "samples24h": 260, "samples30d": 3254, "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": 114, "ok": 114 } ] }, "vendorStatus": { "page": "https://status.firecrawl.dev", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-10-09T07:57:55.041488371Z" }, "versions": [ { "registry": "github", "name": "firecrawl/firecrawl-mcp-server", "version": "v3.2.1", "released": "2025-09-26", "seenAt": "2026-10-08T16:11:51.16592262Z" }, { "registry": "mcp-registry", "name": "io.github.firecrawl/firecrawl-mcp-server", "version": "3.29.0", "seenAt": "2026-10-09T02:57:46.004536428Z" }, { "registry": "npm", "name": "firecrawl-mcp", "version": "3.28.2", "seenAt": "2026-10-08T16:11:47.45024552Z" } ], "githubStars": 7570, "npmWeekly": 191569, "securityTxt": { "url": "https://firecrawl.dev/.well-known/security.txt", "state": "valid", "expires": "2027-06-10T00:00:00.000Z", "checkedAt": "2026-10-08T15:38:54.837849146Z" }, "llmsTxt": { "url": "https://docs.firecrawl.dev/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-08T14:00:25.95846248Z" }, "domain": { "domain": "firecrawl.dev", "registered": "2024-04-08", "source": "https://pubapi.registry.google/rdap/domain/firecrawl.dev", "checkedAt": "2026-10-04T13:08:05.084729774Z" }, "pages": [ { "url": "https://firecrawl.dev/changelog", "kind": "changelog", "status": 200, "checkedAt": "2026-10-08T18:20:21.950371605Z", "changedAt": "2026-10-08T18:20:21.950371605Z", "fingerprint": "59de0fa377eb" }, { "url": "https://www.firecrawl.dev/pricing", "kind": "deprecations", "status": 200, "checkedAt": "2026-10-08T18:27:44.741978991Z", "changedAt": "2026-10-08T18:27:44.741978991Z", "fingerprint": "6a529f18dc5d" }, { "url": "https://firecrawl.dev/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-08T18:20:25.307966679Z", "changedAt": "2026-10-08T18:20:25.307966679Z", "fingerprint": "2071567906d7" }, { "url": "https://firecrawl.dev/terms-of-service", "kind": "terms", "status": 200, "checkedAt": "2026-10-08T18:20:26.871291734Z", "changedAt": "2026-10-08T18:20:26.871291734Z", "fingerprint": "0dc2032d5d36" } ], "mcpTools": { "url": "https://mcp.firecrawl.dev/v2/mcp", "checkedAt": "2026-10-08T21:33:44.725790104Z", "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", "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" }, "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, "description": "A scraped document, or the Alexandria execution envelope when `alexandria` was passed.", "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" }, "clientModel": { "description": "Optional model identifier, if known.", "maxLength": 128, "minLength": 1, "type": "string" }, "domainTools": { "description": "Include domain-matched tools for result URLs. Defaults to true when Alexandria is combined with web, news or images; semantic-only search leaves domain matching off.", "type": "boolean" }, "enterprise": { "items": { "enum": [ "default", "anon", "zdr" ], "type": "string" }, "type": "array" }, "excludeDomains": { "description": "Hostnames to leave out of results. Mutually exclusive with includeDomains.", "items": { "maxLength": 253, "minLength": 1, "pattern": "^(?:[a-z0-9](?:[a-z0-9-]{0,61}[a-z0-9])?\\.)+[a-z0-9][a-z0-9-]{0,61}[a-z0-9]$", "type": "string" }, "type": "array" }, "filter": { "type": "string" }, "highlights": { "description": "Return query-relevant page excerpts for web and news results when available (default). Highlights appear in web `description` and news `snippet`; otherwise, original snippets are returned. Set to false to keep the original search snippets.", "type": "boolean" }, "includeDomains": { "description": "Hostnames to restrict results to. Mutually exclusive with excludeDomains.", "items": { "maxLength": 253, "minLength": 1, "pattern": "^(?:[a-z0-9](?:[a-z0-9-]{0,61}[a-z0-9])?\\.)+[a-z0-9][a-z0-9-]{0,61}[a-z0-9]$", "type": "string" }, "type": "array" }, "limit": { "maximum": 100, "minimum": 1, "type": "integer" }, "location": { "type": "string" }, "objective": { "description": "Optional broader goal for this search, if known. 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", "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, "description": "Ranked search results grouped by source.", "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, "description": "Parsed document content, or the upload instructions for the hosted two-call flow.", "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": 6598, "changedAt": "2026-09-28T21:55:47.203996335Z", "check": { "checker": "anchor-check/1.0", "totalTokens": 6598, "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 27 parameters has a description", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "firecrawl_search", "message": "none of its 16 parameters has a description", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC22", "severity": "warn", "tool": "firecrawl_scrape", "message": "the definition is about 2,706 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "firecrawl_search", "message": "the definition is about 2,471 tokens", "fix": "Trim the description and parameter docs, or split the tool." } ] } }, "updatedAt": "2026-10-09T10:42:43.35159213Z" } }, "answer": "Firecrawl MCP scores 75.3 (BB) on agent readiness against Oxylabs Web Scraper API's 63 (B), and leads in 6 of 7 scored categories. Oxylabs Web Scraper API leads on reliability.", "b": { "slug": "oxylabs-web-scraper", "name": "Oxylabs Web Scraper API", "vendor": "oxylabs, UAB", "vendorUrl": "https://oxylabs.io", "kind": "http-api", "category": "web-scrapers", "summary": "Hosted scraping API from Oxylabs that fetches public pages through its proxy pool with optional JavaScript rendering and returns HTML, Markdown or parsed JSON, with dedicated sources for Google, Amazon and other large sites.", "url": "https://www.anchorterminal.com/tools/oxylabs-web-scraper", "markdownUrl": "https://www.anchorterminal.com/tools/oxylabs-web-scraper.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/oxylabs-web-scraper.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/oxylabs-web-scraper.json", "repo": "https://github.com/oxylabs/oxylabs-mcp", "license": "Proprietary service under the Oxylabs General Conditions. The MCP server and the Python SDK on GitHub are MIT", "transports": [ "http", "streamable-http", "stdio" ], "remoteUrl": "https://realtime.oxylabs.io/v1/queries", "packages": [ { "registry": "pypi", "name": "oxylabs" }, { "registry": "pypi", "name": "oxylabs-mcp" }, { "registry": "go", "name": "github.com/oxylabs/oxylabs-sdk-go" } ], "auth": "api-key", "authNotes": "HTTP Basic with the username and password of a product instance created in the Oxylabs dashboard. The password can be edited, an instance can take whitelisted IPs and a spending limit, and no scopes were found. The hosted MCP server takes the same pair in an `Authorization: Basic` header or in `X-Oxylabs-Username` and `X-Oxylabs-Password`. The Classic overview page says to contact the team for credentials, while the MCP page says they come from the dashboard, whose product list now shows only Web API under data collection.", "pricing": "usage", "pricingNotes": "A one-time $5 welcome credit with no payment details, then a monthly plan of $30, $100 or $500 whose amount becomes a credit balance shared across Oxylabs products and expires each cycle. On Starter, other targets cost $1.00 per 1,000 results without rendering and $1.50 with it, Amazon $0.50, Google $1.00 or $1.35 rendered, and LLM sources $1.50 (https://oxylabs.io/products/scraper-api/web/pricing, which now redirects to the Web API /Scrape pricing page, checked 2026-10-08). Purchases are non-refundable.", "priceSummary": "$30 / mo", "where": "both", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the pricing page, the docs index, the Web Scraper API pages or the MCP repository (checked 2026-10-08).", "endpoints": [] }, "toolCount": 10, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": 17594, "asOf": "2026-10-08" }, "docsUrl": "https://developers.oxylabs.io/products/web-scraper-api", "llmsTxt": "https://developers.oxylabs.io/llms.txt", "registryName": "io.oxylabs/oxylabs-mcp", "capabilities": [ "web.scrape", "web.extract", "scraping.proxies", "scraping.js-render", "scraping.anti-bot", "search.serp" ], "tags": [ "hosted", "no-card", "mcp", "llms-txt", "proxies", "python", "go", "closed-source", "status-page", "soc2" ], "lastRelease": "2026-09-07", "graded": true, "anchor": { "graded": true, "score": 63, "grade": "B", "agentReady": false, "rank": 372, "ranked": true, "rankOf": 842, "categoryRank": 9, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 79, "maintenance": 72, "payments": 40, "reliability": 80, "schema": 68, "security": 53, "transparency": 63 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-08" }, "negative": -3, "negativeNotes": [ "2026-03-18. The changelog announced that the `domain` parameter for Google sources was no longer available, with no earlier notice in the changelog. MCP server v0.9.3 (7 September 2026) and the official agent skill still list `domain`. Three points, since a replacement (`geo_location`) was documented the same day and we could not see whether customers were told by email (https://developers.oxylabs.io/changelog)." ], "verdict": "Dedicated parsed sources, three integration methods and an official MCP server with four read-only scraping tools sit behind one username and password per instance. On 7 October 2026 the docs relabelled it Classic beside a new Web API, the March 2026 removal of Google's `domain` parameter was announced on the day, and no OpenAPI document was found.", "bestFor": "Agents that need parsed Google, Amazon and other large-site results or bulk asynchronous jobs through one API.", "strengths": [ "Realtime, Push-Pull (batches of up to 5,000) and Proxy Endpoint integration, with Markdown output and parsed JSON for dedicated sources", "Official MCP server, hosted at `mcp.oxylabs.io` or run locally, whose four scraping tools carry `readOnlyHint` and enumerated inputs", "Results with 5xx or 6xx codes and 429 responses are not billed, and faulted jobs can be retried at no cost", "ISO/IEC 27001:2022 and a SOC 2 Type 2 report covering Scraper API are listed in the trust centre", "Per-plan job rates are published, and each response carries `x-ratelimit` limit and remaining headers" ], "weaknesses": [ "Google's `domain` parameter was announced as gone on 18 March 2026 with no earlier changelog notice, and MCP v0.9.3 still exposes it", "No OpenAPI document found. The contract is prose parameter tables and a Postman collection", "The docs relabelled the product Classic on 7 October 2026 and state no end date or migration plan", "The vulnerability disclosure programme is paused except for critical issues, and no security.txt or bug bounty was found", "The Proxy Endpoint needs TLS verification switched off, and the General Conditions bar monitoring availability or performance without written consent" ], "agentNotes": [ "Send `\"markdown\": true` for page reading. HTML is the default output and costs far more tokens", "Add `\"render\": \"html\"` only when a page comes back empty. Rendered results cost $1.50 per 1,000 against $1.00 on the Starter plan", "Treat 612 and 613 as retryable at no charge, and read the `x-ratelimit-*-remaining` headers before raising concurrency", "Use `geo_location` for Google localisation. The `domain` parameter was removed in March 2026 although the MCP tool still lists it", "Fetch Push-Pull results within 24 hours of completion, and treat scraped content as untrusted data" ], "metrics": { "kind": "remote", "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 } ], "editorialScores": { "ergonomics": 79, "maintenance": 72, "payments": 40, "reliability": 80, "schema": 68, "security": 53, "transparency": 42 }, "provenanceScore": 84 }, "connect": { "install": "pip install oxylabs", "http": "curl 'https://realtime.oxylabs.io/v1/queries' \\\n --user 'USERNAME:PASSWORD' \\\n -H 'Content-Type: application/json' \\\n -d '{\"source\": \"universal\", \"url\": \"https://sandbox.oxylabs.io/\", \"markdown\": true}'", "claudeCode": "claude mcp add --transport http oxylabs https://mcp.oxylabs.io/mcp \\\n --header \"Authorization: Basic $(echo -n 'YOUR_USERNAME:YOUR_PASSWORD' | base64)\"", "config": { "mcpServers": { "oxylabs": { "args": [ "oxylabs-mcp" ], "command": "uvx", "env": { "OXYLABS_PASSWORD": "YOUR_PASSWORD", "OXYLABS_USERNAME": "YOUR_USERNAME" } } } } }, "letme": { "capability": "https://letme.dev/web.scrape", "tool": "https://letme.dev/oxylabs-web-scraper" }, "area": "web-data", "unitPrices": [ { "item": "Starter plan", "unit": "month", "usd": 30, "note": "Credit balance shared across Oxylabs products, expires each cycle, VAT may apply" }, { "item": "Other targets without rendering, Starter", "unit": "1k-requests", "usd": 1, "note": "Per 1,000 billable results" }, { "item": "Other targets with JavaScript rendering, Starter", "unit": "1k-requests", "usd": 1.5, "note": "Per 1,000 billable results" }, { "item": "Amazon without rendering, Starter", "unit": "1k-requests", "usd": 0.5, "note": "Per 1,000 billable results" }, { "item": "Google without rendering, Starter", "unit": "1k-requests", "usd": 1, "note": "$1.35 with rendering" } ], "provenance": { "legalEntity": "oxylabs, UAB", "domain": "oxylabs.io", "domainRegistered": "2015-11-30", "endpointOnVendorDomain": true, "terms": "https://oxylabs.io/legal/v1-oxylabs-general-conditions", "privacy": "https://oxylabs.io/legal/privacy", "statusPage": "https://uptime.oxylabs.io", "changelog": "https://developers.oxylabs.io/changelog", "securityTxt": "none", "checked": "2026-10-08", "notes": [ "The General Conditions of the oxylabs, UAB Services Agreement name a Lithuanian company registered at Švitrigailos str. 32, Vilnius, and were last updated on 5 October 2026. They are linked from the trust centre, not from the site footer.", "The privacy policy was last updated on 14 October 2024 and does not name the controlling entity. It covers registration and self-service use as well as the website.", "https://oxylabs.io/.well-known/security.txt returns 404. The vulnerability disclosure policy gives security@oxylabs.io and says the programme is paused except for critical issues.", "RDAP gives a registration date of 2015-11-30 for oxylabs.io.", "The API answers on realtime.oxylabs.io and data.oxylabs.io, and the hosted MCP server on mcp.oxylabs.io." ], "score": 84 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/oxylabs-web-scraper.json", "live": { "slug": "oxylabs-web-scraper", "probe": { "target": "https://realtime.oxylabs.io/v1/queries", "method": "get", "lastAt": "2026-10-09T10:42:51.913425053Z", "lastOk": true, "lastStatus": 404, "lastMs": 117, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 98, "p95ms24h": 151, "samples24h": 33, "samples30d": 33, "days": [ { "date": "2026-10-09", "probes": 33, "ok": 33 } ] }, "vendorStatus": { "page": "https://uptime.oxylabs.io", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-09T10:41:57.247993643Z" }, "updatedAt": "2026-10-09T10:42:51.913425053Z" } }, "facts": [ { "a": "MCP server", "b": "HTTP API", "name": "Kind" }, { "a": "Firecrawl (Mendable)", "b": "oxylabs, UAB", "name": "Vendor" }, { "a": "https://mcp.firecrawl.dev/v2/mcp", "b": "https://realtime.oxylabs.io/v1/queries", "name": "Hosted endpoint" }, { "a": "stdio, Streamable HTTP, SSE (legacy)", "b": "HTTP, Streamable HTTP, 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": "Proprietary service under the Oxylabs General Conditions. The MCP server and the Python SDK on GitHub are MIT", "name": "Licence" }, { "a": "26", "b": "10", "name": "Tools exposed" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "io.github.firecrawl/firecrawl-mcp-server", "b": "io.oxylabs/oxylabs-mcp", "name": "MCP registry" }, { "a": "2026-10-01", "b": "2026-09-07", "name": "Last release" }, { "a": "2024-11-05", "b": "2026-10-05", "name": "Terms last updated" }, { "a": "2024-12-26", "b": "2024-10-14", "name": "Privacy policy last updated" }, { "a": "not found in the text", "b": "yes", "name": "Customer content may train models" }, { "a": "not found in the text", "b": "not found in the text", "name": "Terms restrict automated access" }, { "a": "not found in the text", "b": "yes", "name": "Terms restrict benchmarking" }, { "a": "yes", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "yes", "b": "yes", "name": "Arbitration or class-action waiver" }, { "a": "7.5k stars, 29k npm/wk", "b": "18k 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 Oxylabs Web Scraper API's 63 (B), and leads in 6 of 7 scored categories. Oxylabs Web Scraper API leads on reliability.", "question": "Which is better for AI agents, Firecrawl MCP or Oxylabs Web Scraper API?" }, { "answer": "Firecrawl MCP takes an API key or an OAuth sign-in. Oxylabs Web Scraper API needs an API key.", "question": "Do Firecrawl MCP and Oxylabs Web Scraper API need an API key?" }, { "answer": "Yes. Firecrawl MCP has a hosted endpoint at https://mcp.firecrawl.dev/v2/mcp and Oxylabs Web Scraper API at https://realtime.oxylabs.io/v1/queries.", "question": "Can an agent call Firecrawl MCP and Oxylabs Web Scraper API without installing anything?" }, { "answer": "Firecrawl MCP is open source (MIT). No open-source release is listed for Oxylabs Web Scraper API.", "question": "Are Firecrawl MCP and Oxylabs Web Scraper API open source?" } ], "goodFor": [ { "aheadOn": [ "Schema \u0026 documentation, 88 against 68", "Agent ergonomics, 92 against 79", "Security \u0026 auth, 67 against 53", "Payments \u0026 pricing, 50 against 40", "Maintenance \u0026 community, 87 against 72", "Transparency \u0026 trust, 74 against 63" ], "also": [ "Agent-ready, a grade of BB or better", "Open source", "No incidents deducted, where Oxylabs Web Scraper API loses 3 points for them" ], "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": [ "Reliability, 80 against 70" ], "also": [ "Free to start without a card" ], "goodFor": "Agents that need parsed Google, Amazon and other large-site results or bulk asynchronous jobs through one API.", "slug": "oxylabs-web-scraper", "watchFor": "Google's `domain` parameter was announced as gone on 18 March 2026 with no earlier changelog notice, and MCP v0.9.3 still exposes it" } ], "job": { "capability": "web.extract", "name": "Extraction" }, "others": [ { "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/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-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-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/bright-data-vs-oxylabs-web-scraper.json", "title": "Bright Data vs Oxylabs Web Scraper API", "url": "https://www.anchorterminal.com/compare/bright-data-vs-oxylabs-web-scraper" }, { "json": "https://www.anchorterminal.com/compare/jina-reader-vs-oxylabs-web-scraper.json", "title": "Jina Reader vs Oxylabs Web Scraper API", "url": "https://www.anchorterminal.com/compare/jina-reader-vs-oxylabs-web-scraper" }, { "json": "https://www.anchorterminal.com/compare/olostep-vs-oxylabs-web-scraper.json", "title": "Olostep vs Oxylabs Web Scraper API", "url": "https://www.anchorterminal.com/compare/olostep-vs-oxylabs-web-scraper" }, { "json": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrape-do.json", "title": "Oxylabs Web Scraper API vs Scrape.do", "url": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrape-do" }, { "json": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapegraphai.json", "title": "Oxylabs Web Scraper API vs ScrapeGraphAI", "url": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapegraphai" }, { "json": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapeless.json", "title": "Oxylabs Web Scraper API vs Scrapeless", "url": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapeless" }, { "json": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapfly.json", "title": "Oxylabs Web Scraper API vs Scrapfly", "url": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapfly" }, { "json": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapingant.json", "title": "Oxylabs Web Scraper API vs ScrapingAnt", "url": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapingant" }, { "json": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapingbee.json", "title": "Oxylabs Web Scraper API vs ScrapingBee", "url": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapingbee" }, { "json": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapingdog.json", "title": "Oxylabs Web Scraper API vs Scrapingdog", "url": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapingdog" }, { "json": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-spider-cloud.json", "title": "Oxylabs Web Scraper API vs Spider", "url": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-spider-cloud" }, { "json": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-zenrows.json", "title": "Oxylabs Web Scraper API vs ZenRows", "url": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-zenrows" }, { "json": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-zyte.json", "title": "Oxylabs Web Scraper API vs Zyte API", "url": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-zyte" }, { "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrape-do.json", "title": "Firecrawl MCP vs Scrape.do", "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrape-do" }, { "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapfly.json", "title": "Firecrawl MCP vs Scrapfly", "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapfly" }, { "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingant.json", "title": "Firecrawl MCP vs ScrapingAnt", "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingant" }, { "json": "https://www.anchorterminal.com/compare/apify-mcp-vs-firecrawl-mcp.json", "title": "Apify MCP Server vs Firecrawl MCP", "url": "https://www.anchorterminal.com/compare/apify-mcp-vs-firecrawl-mcp" }, { "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-zenrows.json", "title": "Firecrawl MCP vs ZenRows", "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-zenrows" } ], "scores": [ { "by": 10, "edge": "oxylabs-web-scraper", "firecrawl-mcp": 70, "key": "reliability", "name": "Reliability", "oxylabs-web-scraper": 80, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 20, "edge": "firecrawl-mcp", "firecrawl-mcp": 88, "key": "schema", "name": "Schema \u0026 documentation", "oxylabs-web-scraper": 68, "weight": 13 }, { "by": 13, "edge": "firecrawl-mcp", "firecrawl-mcp": 92, "key": "ergonomics", "name": "Agent ergonomics", "oxylabs-web-scraper": 79, "weight": 13 }, { "by": 14, "edge": "firecrawl-mcp", "firecrawl-mcp": 67, "key": "security", "name": "Security \u0026 auth", "oxylabs-web-scraper": 53, "weight": 14 }, { "by": 10, "edge": "firecrawl-mcp", "firecrawl-mcp": 50, "key": "payments", "name": "Payments \u0026 pricing", "oxylabs-web-scraper": 40, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 15, "edge": "firecrawl-mcp", "firecrawl-mcp": 87, "key": "maintenance", "name": "Maintenance \u0026 community", "oxylabs-web-scraper": 72, "weight": 7 }, { "by": 11, "edge": "firecrawl-mcp", "firecrawl-mcp": 74, "key": "transparency", "name": "Transparency \u0026 trust", "oxylabs-web-scraper": 63, "weight": 7 } ], "summary": "Firecrawl MCP scores 75.3 (BB) on agent readiness against Oxylabs Web Scraper API's 63 (B), and leads in 6 of 7 scored categories. Oxylabs Web Scraper API leads on reliability. Both do extraction.", "verdicts": { "firecrawl-mcp": "Keyless hosted endpoint with scrape, search and parse, plus OAuth and a search-only endpoint. No x402 or other machine payment.", "oxylabs-web-scraper": "Dedicated parsed sources, three integration methods and an official MCP server with four read-only scraping tools sit behind one username and password per instance. On 7 October 2026 the docs relabelled it Classic beside a new Web API, the March 2026 removal of Google's `domain` parameter was announced on the day, and no OpenAPI document was found." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-oxylabs-web-scraper", "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-oxylabs-web-scraper.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-oxylabs-web-scraper.md", "slim": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-oxylabs-web-scraper.min.md" }, "markdown": "Firecrawl MCP scores 75.3 (BB) on agent readiness against Oxylabs Web Scraper API's 63 (B), and leads in 6 of 7 scored categories. Oxylabs Web Scraper API leads on reliability. Both do extraction.\n\n- Firecrawl MCP: grade BB, 75.3/100, rank #49 of 842. Markdown https://www.anchorterminal.com/tools/firecrawl-mcp.md · JSON https://www.anchorterminal.com/api/v1/tools/firecrawl-mcp.json\n- Oxylabs Web Scraper API: grade B, 63/100, rank #372 of 842. Markdown https://www.anchorterminal.com/tools/oxylabs-web-scraper.md · JSON https://www.anchorterminal.com/api/v1/tools/oxylabs-web-scraper.json\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 68\n- Agent ergonomics, 92 against 79\n- Security \u0026 auth, 67 against 53\n- Payments \u0026 pricing, 50 against 40\n- Maintenance \u0026 community, 87 against 72\n- Transparency \u0026 trust, 74 against 63\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n- Open source\n- No incidents deducted, where Oxylabs Web Scraper API loses 3 points for them\n\nWatch for: No x402 or other machine payment\n\n### Oxylabs Web Scraper API (B)\n\nGood for: Agents that need parsed Google, Amazon and other large-site results or bulk asynchronous jobs through one API.\n\nAhead on:\n- Reliability, 80 against 70\n\nAlso in its favour:\n- Free to start without a card\n\nWatch for: Google's `domain` parameter was announced as gone on 18 March 2026 with no earlier changelog notice, and MCP v0.9.3 still exposes it\n\n\n## Score by category\n\n| Category | Weight | Firecrawl MCP | Oxylabs Web Scraper API | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 70 | 80 | Oxylabs Web Scraper API +10 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 88 | 68 | Firecrawl MCP +20 |\n| Agent ergonomics | 13% (16.2 this run) | 92 | 79 | Firecrawl MCP +13 |\n| Security \u0026 auth | 14% (17.5 this run) | 67 | 53 | Firecrawl MCP +14 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 50 | 40 | Firecrawl MCP +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 87 | 72 | Firecrawl MCP +15 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 74 | 63 | Firecrawl MCP +11 |\n| Negative events | ≤15 | 0 | -3 | |\n| **Total** | | **75.3 · BB** | **63 · B** | |\n\n## Facts side by side\n\n| Fact | Firecrawl MCP | Oxylabs Web Scraper API |\n| --- | --- | --- |\n| Kind | MCP server | HTTP API |\n| Vendor | Firecrawl (Mendable) | oxylabs, UAB |\n| Hosted endpoint | `https://mcp.firecrawl.dev/v2/mcp` | `https://realtime.oxylabs.io/v1/queries` |\n| Transports | stdio, Streamable HTTP, SSE (legacy) | HTTP, Streamable HTTP, stdio |\n| Auth | OAuth or key | API key |\n| Pricing | Freemium | Pay per use |\n| x402 | no | no |\n| Licence | MIT | Proprietary service under the Oxylabs General Conditions. The MCP server and the Python SDK on GitHub are MIT |\n| Tools exposed | 26 | 10 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | `io.github.firecrawl/firecrawl-mcp-server` | `io.oxylabs/oxylabs-mcp` |\n| Last release | 2026-10-01 | 2026-09-07 |\n| Terms last updated | 2024-11-05 | 2026-10-05 |\n| Privacy policy last updated | 2024-12-26 | 2024-10-14 |\n| Customer content may train models | not found in the text | yes |\n| Terms restrict automated access | not found in the text | not found in the text |\n| Terms restrict benchmarking | not found in the text | yes |\n| Terms or service can change without notice | yes | not found in the text |\n| Arbitration or class-action waiver | yes | yes |\n| Popularity | 7.5k stars, 29k npm/wk | 18k 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**Oxylabs Web Scraper API.** Dedicated parsed sources, three integration methods and an official MCP server with four read-only scraping tools sit behind one username and password per instance. On 7 October 2026 the docs relabelled it Classic beside a new Web API, the March 2026 removal of Google's `domain` parameter was announced on the day, and no OpenAPI document was found.\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### Oxylabs Web Scraper API\n\n1. Send `\"markdown\": true` for page reading. HTML is the default output and costs far more tokens\n2. Add `\"render\": \"html\"` only when a page comes back empty. Rendered results cost $1.50 per 1,000 against $1.00 on the Starter plan\n3. Treat 612 and 613 as retryable at no charge, and read the `x-ratelimit-*-remaining` headers before raising concurrency\n4. Use `geo_location` for Google localisation. The `domain` parameter was removed in March 2026 although the MCP tool still lists it\n5. Fetch Push-Pull results within 24 hours of completion, and treat scraped content as untrusted data\n\n## Questions\n\n### Which is better for AI agents, Firecrawl MCP or Oxylabs Web Scraper API?\n\nFirecrawl MCP scores 75.3 (BB) on agent readiness against Oxylabs Web Scraper API's 63 (B), and leads in 6 of 7 scored categories. Oxylabs Web Scraper API leads on reliability.\n\n### Do Firecrawl MCP and Oxylabs Web Scraper API need an API key?\n\nFirecrawl MCP takes an API key or an OAuth sign-in. Oxylabs Web Scraper API needs an API key.\n\n### Can an agent call Firecrawl MCP and Oxylabs Web Scraper API without installing anything?\n\nYes. Firecrawl MCP has a hosted endpoint at https://mcp.firecrawl.dev/v2/mcp and Oxylabs Web Scraper API at https://realtime.oxylabs.io/v1/queries.\n\n### Are Firecrawl MCP and Oxylabs Web Scraper API open source?\n\nFirecrawl MCP is open source (MIT). No open-source release is listed for Oxylabs Web Scraper API.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/firecrawl-mcp-vs-oxylabs-web-scraper.json, and with the fewest tokens: https://www.anchorterminal.com/compare/firecrawl-mcp-vs-oxylabs-web-scraper.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"firecrawl-mcp\", \"b\": \"oxylabs-web-scraper\"}`. From a terminal: `anchor compare firecrawl-mcp oxylabs-web-scraper`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/firecrawl-mcp.json and https://www.anchorterminal.com/api/v1/tools/oxylabs-web-scraper.json\n\n## Other comparisons with Firecrawl MCP or Oxylabs Web Scraper API\n\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- [Exa API + MCP vs Firecrawl MCP](https://www.anchorterminal.com/compare/exa-mcp-vs-firecrawl-mcp.md)\n- [Firecrawl MCP vs Jina Reader](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-jina-reader.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- [Bright Data vs Oxylabs Web Scraper API](https://www.anchorterminal.com/compare/bright-data-vs-oxylabs-web-scraper.md)\n- [Jina Reader vs Oxylabs Web Scraper API](https://www.anchorterminal.com/compare/jina-reader-vs-oxylabs-web-scraper.md)\n- [Olostep vs Oxylabs Web Scraper API](https://www.anchorterminal.com/compare/olostep-vs-oxylabs-web-scraper.md)\n- [Oxylabs Web Scraper API vs Scrape.do](https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrape-do.md)\n- [Oxylabs Web Scraper API vs ScrapeGraphAI](https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapegraphai.md)\n- [Oxylabs Web Scraper API vs Scrapeless](https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapeless.md)\n- [Oxylabs Web Scraper API vs Scrapfly](https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapfly.md)\n- [Oxylabs Web Scraper API vs ScrapingAnt](https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapingant.md)\n- [Oxylabs Web Scraper API vs ScrapingBee](https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapingbee.md)\n- [Oxylabs Web Scraper API vs Scrapingdog](https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapingdog.md)\n- [Oxylabs Web Scraper API vs Spider](https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-spider-cloud.md)\n- [Oxylabs Web Scraper API vs ZenRows](https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-zenrows.md)\n- [Oxylabs Web Scraper API vs Zyte API](https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-zyte.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- [Apify MCP Server vs Firecrawl MCP](https://www.anchorterminal.com/compare/apify-mcp-vs-firecrawl-mcp.md)\n- [Firecrawl MCP vs ZenRows](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-zenrows.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-09", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.4", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Firecrawl MCP vs Oxylabs Web Scraper API", "url": "" } ], "description": "Firecrawl MCP scores 75.3 (BB) on agent readiness against Oxylabs Web Scraper API's 63 (B), and leads in 6 of 7 scored categories. Oxylabs Web Scraper API leads on reliability. Both do extraction. Category scores, facts, verdicts and agent notes side by side.", "facts": [ "Firecrawl MCP BB 75.3", "Oxylabs Web Scraper API B 63", "scores" ], "h1": "Firecrawl MCP vs Oxylabs Web Scraper API", "image": "https://www.anchorterminal.com/assets/og/compare-firecrawl-mcp-vs-oxylabs-web-scraper.png", "path": "/compare/firecrawl-mcp-vs-oxylabs-web-scraper", "published": "2026-10-01", "section": "tools", "title": "Firecrawl MCP vs Oxylabs Web Scraper API for AI agents", "toc": null, "updated": "2026-10-09", "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-oxylabs-web-scraper" }, "tokens": { "markdown": 3000, "slim": 780 }, "version": 1 }