{
  "data": {
    "a": {
      "slug": "outcrawl",
      "name": "Outcrawl",
      "vendor": "Aeonmind LLC (Outcrawl)",
      "vendorUrl": "https://outcrawl.ai",
      "kind": "http-api",
      "category": "web-scrapers",
      "summary": "Outcrawl is a hosted web layer for AI agents with scrape, crawl, search, cloud browsers over CDP and agent runs on one credit balance, reached through a REST API, TypeScript and Python SDKs, a CLI and a remote MCP server.",
      "url": "https://www.anchorterminal.com/tools/outcrawl",
      "markdownUrl": "https://www.anchorterminal.com/tools/outcrawl.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/outcrawl.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/outcrawl.json",
      "dns": "outcrawl.grade.anchorterminal.com",
      "repo": "https://github.com/outcrawlai/scout",
      "license": "Proprietary hosted service under Aeonmind LLC's terms of service (last updated 1 November 2026). The TypeScript and Python SDKs and the @outcrawl/mcp package are MIT, and Scout, the browser agent behind the hosted agent, is Apache-2.0 in a read-only GitHub mirror",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://api.outcrawl.ai/v1",
      "packages": [
        {
          "registry": "npm",
          "name": "@outcrawl/sdk"
        },
        {
          "registry": "pypi",
          "name": "outcrawl"
        }
      ],
      "auth": "mixed",
      "authNotes": "Two bearer credentials. An API key shaped `ock_\u003ckeyId\u003e.\u003csecret\u003e` is minted in the console, shown once, stored as a digest, scoped to one workspace and revocable within a minute; it works on the REST API and the MCP server as `Authorization: Bearer`, with no per-key scopes or read-only keys documented. An OAuth 2.1 access token `oat_...` comes from signing in, through the authorization code flow with PKCE S256 and dynamic client registration for MCP clients (the server at https://api.outcrawl.ai/mcp answers 401 with protected-resource metadata naming https://outcrawl.ai/api/auth) or the RFC 8628 device flow for the CLI, with scopes `api` and `offline_access`, access tokens of one hour and refresh for 30 days while in use; removing a member from a workspace cuts their tokens off at once. Console sign-in is Google, GitHub, an email code or a magic link behind reCAPTCHA.",
      "pricing": "freemium",
      "pricingNotes": "Free plan with 1,000 credits a month, no card, 2 concurrent browsers and 120 requests a minute, on a person's first workspace only. Builder $49 a month for 10,000 credits (5 browsers, 300 requests a minute), Pro $199 for 50,000 (25, 1,500), Scale $799 for 250,000 (100, 6,000), Enterprise custom with a 99.9 per cent monthly uptime SLA. Rates in credits are the same on every plan, 1 a page for scrape, crawl and rendered search results, 5 per 10 search results, 1 a minute of browser time, 2,000 a GB of proxy traffic, 1 a monitor check, and agent runs at model usage plus browser time plus proxy usage, about 15 credits a minute as the vendor's estimate. Extra credits cost $49.00 per 10,000 on Builder and Free, $39.80 on Pro and $31.96 on Scale, never expire, and auto top-up is capped monthly. Every response carries a `usage` object with its cost; a cached scrape answer bills the same credit as a live fetch, a cancelled crawl keeps billing the pages it fetched, and a search every engine refuses bills nothing (https://outcrawl.ai/pricing and https://outcrawl.ai/docs/billing/pricing, checked 2026-11-02).",
      "priceSummary": "$4.90 / 1k pages",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the OpenAPI file, llms-full.txt, the pricing pages or the terms (checked 2026-11-02). Plans and top-ups are paid by card through Stripe in the console.",
        "endpoints": []
      },
      "toolCount": 29,
      "popularity": {
        "githubStars": 948,
        "npmWeekly": 53,
        "pypiWeekly": null,
        "asOf": "2026-11-02"
      },
      "docsUrl": "https://outcrawl.ai/docs",
      "llmsTxt": "https://outcrawl.ai/docs/llms.txt",
      "openapi": "https://outcrawl.ai/docs/api-reference/openapi.json",
      "capabilities": [
        "web.scrape",
        "web.crawl",
        "web.extract",
        "web.search",
        "browser.hosted",
        "browser.control",
        "scraping.proxies",
        "scraping.js-render",
        "scraping.anti-bot",
        "scraping.screenshot"
      ],
      "tags": [
        "hosted",
        "official",
        "closed-source",
        "openapi",
        "llms-txt",
        "mcp",
        "remote-mcp",
        "oauth",
        "api-key",
        "cli",
        "python",
        "typescript",
        "proxies",
        "browser",
        "agents",
        "credits",
        "free-tier",
        "no-card",
        "freemium",
        "no-status-page",
        "new"
      ],
      "lastRelease": "2026-10-20",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 62.4,
        "grade": "B",
        "agentReady": false,
        "rank": 456,
        "ranked": true,
        "rankOf": 1268,
        "categoryRank": 13,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 83,
          "maintenance": 79,
          "payments": 40,
          "reliability": 45,
          "schema": 71,
          "security": 66,
          "transparency": 56
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-02"
        },
        "negative": 0,
        "verdict": "One credit balance over scrape, crawl, search, cloud browsers and agent runs, with published per-unit rates, a 1,000-credit free month, OAuth 2.1 for MCP and the CLI, and a closed error union with retry guidance. No status page, changelog or security.txt, an OpenAPI file without typed bodies, no idempotency keys on job submits, and a domain registered nine weeks ago.",
        "bestFor": "Agents that want one key and one balance for reading pages, walking a site, searching with rendered results and handing a signed-in or multi-step task to a hosted browser agent with a hard budget, and teams on TypeScript that want a residential-exit browser over CDP with a replay of every session.",
        "strengths": [
          "Per-unit rates published without a login, 1 credit a page or browser minute and 5 credits per 10 search results, with the dollar cost per plan and every response carrying its own `usage`",
          "Free plan of 1,000 credits a month with no card, 2 concurrent browsers and 120 requests a minute, usable over the API, the SDKs, the CLI and MCP",
          "OAuth 2.1 with PKCE S256, dynamic client registration, device code for the CLI, a revocation endpoint and one-hour access tokens, beside workspace-scoped keys shown once and stored as a digest",
          "A closed error union in one envelope with a documented list of codes safe to retry, `retryAfterSeconds` on the per-minute quota error, and MCP errors that carry a `recovery` string and a `retryable` flag",
          "MCP tool descriptions that each name what the tool is not for and which tool is, with secrets and integrations kept off the MCP surface and agent runs capped by a required or defaulted budget",
          "Scout, the agent behind the hosted agent, is published under Apache-2.0 with its tests, and the SDKs and MCP package are MIT"
        ],
        "weaknesses": [
          "No status page, incident history, SLA below Enterprise or security.txt; /status and status.outcrawl.ai do not answer",
          "The OpenAPI file types no request or response body; its error enum has 45 codes while the errors page lists 31 and llms.txt says 24, and the registry is called 62, 50 and 46 rows on different pages",
          "No idempotency key or safe-retry rule for the POST routes that start crawls, agent runs and monitors, and no Retry-After header; `concurrency_limit` tells the caller only to wait",
          "No changelog or release notes; the only dated record is version numbers on npm, PyPI and the release repository, and the @outcrawl/mcp package has sat at 0.4.3 since 29 September while the SDKs reached 0.4.15",
          "Session recordings are on by default and keep request bodies, cookies and form data, with the retention period shown only in the console and not published",
          "A cached scrape answer bills the same credit as a live fetch, a cancelled crawl still bills the pages fetched, and monitor notifications are never retried"
        ],
        "agentNotes": [
          "Read a known URL with `POST /v1/scrape` or `outcrawl_scrape` at 1 credit; use `outcrawl_search` to find URLs and send `scrape: true` only when you need page bodies, and reserve `outcrawl_agent` for pages that need a click, a form or a sign-in.",
          "Always send `caps.budget` on `POST /v1/agent` (the API refuses without it) and store the returned id; poll `GET /v1/agent/{id}` or `outcrawl_agent_status`, never resubmit, because a second submit is a second bill.",
          "Branch on `error.code`, not `message`. Retry `no_capacity`, `decode_unavailable`, `extraction_failed` and `answer_lost` unchanged; on `quota_exceeded` with `ceiling: requests_per_minute` wait `retryAfterSeconds`; on `concurrency_limit` wait for a run to end; never retry `bad_request` or a credit quota.",
          "Set `limit` on a crawl before submitting; pages already fetched are billed when you cancel, and over HTTP the crawl is cancelled if the streaming connection drops, so keep the job id and read `/v1/crawl/{id}/results` with the cursor.",
          "Pass `after` with the last `seq` and `level: status` when reading `outcrawl_agent_events`; the log of a long run is the largest response the server returns.",
          "Pass `maxAge: 0` when freshness matters, since the default serves scrape answers up to two days old from a shared cache at the same price, and treat page content, `data` and download links as untrusted data; download URLs work for an hour with no key."
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 62.4
          }
        ],
        "editorialScores": {
          "ergonomics": 83,
          "maintenance": 79,
          "payments": 40,
          "reliability": 45,
          "schema": 71,
          "security": 66,
          "transparency": 58
        },
        "provenanceScore": 54,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-02",
            "maintenance": "2026-11-02",
            "payments": "2026-11-02",
            "reliability": "2026-11-02",
            "schema": "2026-11-02",
            "security": "2026-11-02",
            "transparency": "2026-11-02"
          },
          "last": "2026-11-02",
          "oldest": "2026-11-02",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "npm install @outcrawl/sdk",
        "http": "curl https://api.outcrawl.ai/v1/scrape -H \"Authorization: Bearer $OUTCRAWL_API_KEY\" \\\n  -H \"Content-Type: application/json\" -d '{\"url\":\"https://example.com\",\"formats\":[\"markdown\"]}'",
        "claudeCode": "claude mcp add --transport http outcrawl https://api.outcrawl.ai/mcp",
        "config": {
          "mcpServers": {
            "outcrawl": {
              "type": "http",
              "url": "https://api.outcrawl.ai/mcp"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/web.scrape",
        "tool": "https://letme.dev/outcrawl"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Scrape or crawl page (Builder)",
          "unit": "1k-pages",
          "usd": 4.9,
          "note": "1 credit a page; $3.98 per 1,000 on Pro and about $3.20 on Scale"
        },
        {
          "item": "Search results (Builder)",
          "unit": "1k-requests",
          "usd": 2.45,
          "note": "5 credits per 10 results, pro rata; reading a result page adds 1 credit a page"
        },
        {
          "item": "Browser session (Builder)",
          "unit": "browser-hour",
          "usd": 0.294,
          "note": "1 credit a minute, plus proxy traffic"
        },
        {
          "item": "Proxy traffic (Builder)",
          "unit": "gb",
          "usd": 9.8,
          "note": "2,000 credits a decimal GB on browser sessions and agent runs"
        },
        {
          "item": "Credit (Builder, top-up or plan)",
          "unit": "credit",
          "usd": 0.0049,
          "note": "$49.00 per 10,000; $0.00398 on Pro and $0.003196 on Scale; agent runs cost about 15 credits a minute as the vendor's estimate"
        },
        {
          "item": "Builder plan",
          "unit": "month",
          "usd": 49,
          "note": "10,000 credits, 5 concurrent browsers, 300 requests a minute"
        },
        {
          "item": "Pro plan",
          "unit": "month",
          "usd": 199,
          "note": "50,000 credits, 25 concurrent browsers, 1,500 requests a minute"
        },
        {
          "item": "Scale plan",
          "unit": "month",
          "usd": 799,
          "note": "250,000 credits, 100 concurrent browsers, 6,000 requests a minute"
        }
      ],
      "provenance": {
        "legalEntity": "Aeonmind LLC (trading as Outcrawl)",
        "domain": "outcrawl.ai",
        "domainRegistered": "2026-08-28",
        "endpointOnVendorDomain": true,
        "terms": "https://outcrawl.ai/legal/terms",
        "privacy": "https://outcrawl.ai/legal/privacy",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-11-02",
        "notes": [
          "The terms of service and the privacy policy, both last updated 1 November 2026, name Aeonmind LLC, trading as Outcrawl, governed by Delaware law with disputes in Delaware courts; the privacy policy calls it a United States company. No postal address is given. The footer reads © 2026 Aeonmind LLC and Scout's licence notice names the same company.",
          "RDAP at rdap.identitydigital.services gives a registration date of 2026-08-28 for outcrawl.ai, last changed 2026-09-02, with Cloudflare nameservers. The REST API and the MCP server are on api.outcrawl.ai and the OAuth authorization server on outcrawl.ai.",
          "firstReleased is 2026-09-08, the first npm publish of @outcrawl/sdk 0.1.0, which is also the day the outcrawlai GitHub organisation was created; PyPI's first release followed on 22 September 2026 and the Wayback Machine's first copy of the home page is 15 October 2026. lastRelease is 2026-10-20, version 0.4.15 on npm and PyPI.",
          "https://outcrawl.ai/.well-known/security.txt and https://api.outcrawl.ai/.well-known/security.txt answer 404. The security page has a responsible disclosure section with security@outcrawl.ai, a 90-day window and a no-legal-action statement for good-faith reports. /status, /changelog, /blog and /about on outcrawl.ai answer 404 and status.outcrawl.ai does not answer; no changelog or release notes exist on either host.",
          "robots.txt on outcrawl.ai allows every named crawler and `*`, disallows /console, /admin, /api/ and /og/ (except PNG and JPG files), and carries `Content-Signal: ai-train=yes, search=yes, ai-input=yes`. api.outcrawl.ai disallows /play/, /replay/, /v1/, /mcp, /connect, /agent, /internal/ and /operator/; none of those paths was fetched, and the OAuth metadata documents were read as the listing check allowed.",
          "The vendor's own benchmark claim of 92.5 per cent pages reached, the 'orders of magnitude' cost language in tool descriptions and the human input model measurements are the vendor's claims. No MCP registry entry exists for outcrawl (search answers an empty list)."
        ],
        "score": 54
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/outcrawl.json",
      "live": {
        "slug": "outcrawl",
        "probe": {
          "target": "https://api.outcrawl.ai/v1",
          "method": "get",
          "lastAt": "2026-11-02T21:16:12.60527246Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 326,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 415,
          "p95ms24h": 695,
          "samples24h": 33,
          "samples30d": 33,
          "days": [
            {
              "date": "2026-11-02",
              "probes": 33,
              "ok": 33
            }
          ]
        },
        "versions": [
          {
            "registry": "npm",
            "name": "@outcrawl/sdk",
            "version": "0.4.15",
            "seenAt": "2026-11-02T19:40:27.502289569Z"
          },
          {
            "registry": "pypi",
            "name": "outcrawl",
            "version": "0.4.15",
            "released": "2026-10-20",
            "seenAt": "2026-11-02T19:40:28.458855358Z"
          }
        ],
        "githubStars": 948,
        "npmWeekly": 54,
        "pypiWeekly": 36,
        "updatedAt": "2026-11-02T21:16:12.60527246Z"
      }
    },
    "answer": "Scrapfly scores 74.5 (BB) on agent readiness against Outcrawl's 62.4 (B), and leads in 5 of 7 scored categories.",
    "b": {
      "slug": "scrapfly",
      "name": "Scrapfly",
      "vendor": "Scrapfly (Joam Intelligence, LLC)",
      "vendorUrl": "https://scrapfly.io",
      "kind": "http-api",
      "category": "web-scrapers",
      "summary": "Scrape API with datacenter or residential proxies, JS rendering and an anti-bot Unblocker, plus screenshot, LLM extraction, crawler and hosted Cloud Browser APIs on one credit balance.",
      "url": "https://www.anchorterminal.com/tools/scrapfly",
      "markdownUrl": "https://www.anchorterminal.com/tools/scrapfly.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/scrapfly.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/scrapfly.json",
      "dns": "scrapfly.grade.anchorterminal.com",
      "repo": "https://github.com/scrapfly/scrapfly-mcp",
      "transports": [
        "http",
        "streamable-http",
        "stdio"
      ],
      "remoteUrl": "https://api.scrapfly.io/scrape",
      "packages": [
        {
          "registry": "pypi",
          "name": "scrapfly-sdk"
        },
        {
          "registry": "npm",
          "name": "scrapfly-sdk"
        },
        {
          "registry": "npm",
          "name": "scrapfly-mcp"
        }
      ],
      "auth": "mixed",
      "authNotes": "API key in the `key` query parameter (their canonical form) or the `X-Scrapfly-Api-Key` header. Keys are per project, `scp-live-` for live and `scp-test-` for sandbox. The hosted MCP accepts OAuth 2.0, a Bearer key or `?key=` in the URL.",
      "pricing": "freemium",
      "pricingNotes": "1,000 free credits on signup, no card. Discovery $30 a month (200,000 credits), Pro $100 (1 million), Startup $250 (2.5 million), Enterprise $500 (5.5 million), custom from $1,200. Annual billing gives 2 months free. A datacenter request costs 1 credit, residential 25, browser rendering adds 5, and the Unblocker can add target-specific fees that aren't published. Extra credits run $5 per 10,000 on Discovery down to $1.20 on Enterprise, and Discovery and Free stop at quota (https://scrapfly.io/pricing).",
      "priceSummary": "$30 / mo",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No x402 in llms.txt, the docs index or pricing.md (checked 2026-09-30).",
        "endpoints": []
      },
      "toolCount": 62,
      "popularity": {
        "githubStars": 14,
        "npmWeekly": 21337,
        "pypiWeekly": null,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://scrapfly.io/docs",
      "llmsTxt": "https://scrapfly.io/docs/llms.txt",
      "registryName": "io.scrapfly.mcp/mcp",
      "capabilities": [
        "web.scrape",
        "web.fetch",
        "web.extract",
        "web.crawl",
        "browser.hosted",
        "scraping.proxies",
        "scraping.js-render",
        "scraping.anti-bot",
        "scraping.screenshot"
      ],
      "tags": [
        "hosted",
        "freemium",
        "no-card",
        "free-tier",
        "mcp",
        "llms-txt",
        "proxies",
        "python",
        "typescript",
        "openapi",
        "closed-source"
      ],
      "lastRelease": "2026-10-15",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 74.5,
        "grade": "BB",
        "agentReady": true,
        "rank": 73,
        "ranked": true,
        "rankOf": 1268,
        "categoryRank": 6,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 80,
          "maintenance": 84,
          "payments": 40,
          "reliability": 85,
          "schema": 95,
          "security": 75,
          "transparency": 75
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-01"
        },
        "negative": -3,
        "negativeNotes": [
          "-3 for an unadvised security fix in the listing's own MCP server. Before v1.4.0 (15 October 2026), a caller of the multi-caller HTTP server could look up and drive another caller's Cloud Browser session, since session lookup wasn't scoped to the API key. Commit 5263030 (1 October) fixed it, and the code comments describe the cross-caller exposure, but no advisory or release note says so. GitHub's advisory page couldn't be read. https://github.com/scrapfly/scrapfly-mcp/commit/52630304aadca11ad4d8c42adbd4cf1d920c0d68"
        ],
        "verdict": "The error catalogue documents HTTP status, retry behaviour and billing for over 100 codes, and the Statuspage history shows no incident since May 2026. The MCP server loads 62 tools at once, and the API's canonical form puts the key in the URL.",
        "bestFor": "An agent that needs scrape, screenshot, extraction, crawl and a hosted browser from one key, with errors it can branch on.",
        "strengths": [
          "Error catalogue of 100+ ERR:: codes, each with HTTP status, retryable and billed flags and a doc link",
          "Hosted MCP with OAuth open to all plans, and API keys restrictable to products since 15 April 2026",
          "MCP tools carry readOnlyHint, destructiveHint and idempotentHint, and mutating vault and alert tools need confirm=true",
          "Statuspage history with 25 components and no incident posted since 21 May 2026",
          "1,000 free credits with no card, and official SDKs in Python, TypeScript, Go and Rust"
        ],
        "weaknesses": [
          "The open-source MCP server registers 62 tools at once, a heavy tools/list",
          "The canonical API auth form and one MCP option put the key in the URL query string",
          "MCP v1.4.0 fixed cross-caller Cloud Browser session access in the HTTP server with no advisory or release note",
          "Residential requests cost 25 credits and per-target Unblocker surcharges aren't published",
          "No uptime SLA, and the terms disclaim uptime"
        ],
        "agentNotes": [
          "Send `X-Scrapfly-Api-Key` as a header rather than `key=` so the key stays out of logs",
          "Pass `unblocker=false` to the MCP web_scrape tool for plain pages, since it's on when omitted. `asp` is the deprecated alias",
          "Set `cost_budget` on each scrape so an Unblocker upgrade can't blow through credits",
          "Check `retryable` in the error body before retrying, and stop on `ERR::THROTTLE::MAX_API_CREDIT_BUDGET_EXCEEDED`",
          "Use web_get_page for a simple fetch and save cloud_browser_open for pages that need clicks"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 4,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "BB",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 74.5
          }
        ],
        "editorialScores": {
          "ergonomics": 80,
          "maintenance": 84,
          "payments": 40,
          "reliability": 85,
          "schema": 95,
          "security": 75,
          "transparency": 58
        },
        "provenanceScore": 92,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-01",
            "maintenance": "2026-11-01",
            "payments": "2026-11-01",
            "reliability": "2026-11-01",
            "schema": "2026-11-01",
            "security": "2026-11-01",
            "transparency": "2026-11-01"
          },
          "last": "2026-11-01",
          "lastMoved": "2026-11-01",
          "oldest": "2026-11-01",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "http": "curl -G \"https://api.scrapfly.io/scrape\" -H \"X-Scrapfly-Api-Key: $SCRAPFLY_API_KEY\" \\\n  --data-urlencode \"url=https://example.com\" -d \"format=markdown\"",
        "claudeCode": "claude mcp add --transport http scrapfly https://mcp.scrapfly.io/mcp",
        "config": {
          "mcpServers": {
            "scrapfly": {
              "args": [
                "mcp-remote",
                "https://mcp.scrapfly.io/mcp"
              ],
              "command": "npx"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/web.scrape",
        "tool": "https://letme.dev/scrapfly"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Discovery plan",
          "unit": "month",
          "usd": 30,
          "note": "200,000 credits, hard cap at quota"
        },
        {
          "item": "Pro plan",
          "unit": "month",
          "usd": 100,
          "note": "1,000,000 credits, extra at $3.50 per 10,000"
        },
        {
          "item": "Startup plan",
          "unit": "month",
          "usd": 250,
          "note": "2,500,000 credits, extra at $2 per 10,000"
        },
        {
          "item": "Enterprise plan",
          "unit": "month",
          "usd": 500,
          "note": "5,500,000 credits, extra at $1.20 per 10,000"
        },
        {
          "item": "Datacenter request on Discovery",
          "unit": "1k-requests",
          "usd": 0.15,
          "note": "1 credit a request, no rendering"
        },
        {
          "item": "Residential request on Discovery",
          "unit": "1k-requests",
          "usd": 3.75,
          "note": "25 credits a request"
        },
        {
          "item": "Extra credit on Discovery",
          "unit": "credit",
          "usd": 0.0005,
          "note": "$5 per 10,000"
        }
      ],
      "provenance": {
        "legalEntity": "Joam Intelligence, LLC",
        "domain": "scrapfly.io",
        "domainRegistered": "2018-09-12",
        "endpointOnVendorDomain": true,
        "terms": "https://scrapfly.io/terms-of-service",
        "privacy": "https://scrapfly.io/privacy-policy",
        "statusPage": "https://scrapfly.io/status",
        "changelog": "https://scrapfly.io/docs/release-notes",
        "securityTxt": "valid",
        "checked": "2026-11-01",
        "notes": [
          "scrapfly.io/status answers with Statuspage's status JSON for the page at scrapfly.statuspage.io, which has 25 components and incident history back to 2022 (read on 2026-11-01). status.scrapfly.io didn't resolve on 2026-10-01.",
          "The terms were updated on 2026-09-30 and now name only Joam Intelligence, LLC, governed by US law, with no postal address.",
          "security.txt at scrapfly.io/.well-known/security.txt gives legal@scrapfly.io and expires 2027-04-30 (read on 2026-11-01)."
        ],
        "score": 92
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/scrapfly.json",
      "live": {
        "slug": "scrapfly",
        "probe": {
          "target": "https://api.scrapfly.io/scrape",
          "method": "get",
          "lastAt": "2026-11-02T21:16:18.084231876Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 429,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 428,
          "p95ms24h": 513,
          "samples24h": 250,
          "samples30d": 8110,
          "days": [
            {
              "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": 253,
              "ok": 253
            },
            {
              "date": "2026-10-16",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-17",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-18",
              "probes": 256,
              "ok": 256
            },
            {
              "date": "2026-10-19",
              "probes": 255,
              "ok": 255
            },
            {
              "date": "2026-10-20",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-21",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-22",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-23",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-24",
              "probes": 251,
              "ok": 251
            },
            {
              "date": "2026-10-25",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-10-26",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-27",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-28",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-10-29",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-30",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-31",
              "probes": 251,
              "ok": 251
            },
            {
              "date": "2026-11-01",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-11-02",
              "probes": 222,
              "ok": 222
            }
          ]
        },
        "vendorStatus": {
          "page": "https://scrapfly.io/status",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-11-02T18:56:24.684677264Z"
        },
        "versions": [
          {
            "registry": "mcp-registry",
            "name": "io.scrapfly.mcp/mcp",
            "version": "1.0.0",
            "seenAt": "2026-11-02T16:30:45.916990424Z"
          },
          {
            "registry": "npm",
            "name": "scrapfly-mcp",
            "version": "1.4.0",
            "seenAt": "2026-11-02T19:49:17.979717197Z"
          },
          {
            "registry": "npm",
            "name": "scrapfly-sdk",
            "version": "0.12.0",
            "seenAt": "2026-11-02T19:49:17.196078471Z"
          },
          {
            "registry": "pypi",
            "name": "scrapfly-sdk",
            "version": "0.12.0",
            "released": "2026-09-08",
            "seenAt": "2026-11-02T19:49:17.00924345Z"
          }
        ],
        "githubStars": 14,
        "npmWeekly": 23904,
        "pypiWeekly": 78983,
        "securityTxt": {
          "url": "https://scrapfly.io/.well-known/security.txt",
          "state": "valid",
          "expires": "2027-05-01T15:44:38Z",
          "checkedAt": "2026-11-02T15:44:38.503680187Z"
        },
        "llmsTxt": {
          "url": "https://scrapfly.io/docs/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-11-02T15:17:58.964299048Z"
        },
        "domain": {
          "domain": "scrapfly.io",
          "checkedAt": "2026-11-01T14:10:24.175745549Z"
        },
        "pages": [
          {
            "url": "https://scrapfly.io/docs/release-notes",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-11-02T07:24:59.293121851Z",
            "changedAt": "2026-10-30T05:47:57.421528308Z",
            "fingerprint": "8a91b5eccc7d"
          },
          {
            "url": "https://scrapfly.io/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-11-02T07:25:02.117592287Z",
            "changedAt": "2026-10-03T15:35:35.046049372Z",
            "fingerprint": "f25420398c41"
          },
          {
            "url": "https://scrapfly.io/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-11-02T07:25:03.447608427Z",
            "changedAt": "2026-10-22T01:25:11.179303727Z",
            "fingerprint": "87d893df699e"
          },
          {
            "url": "https://scrapfly.io/terms-of-service",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-11-02T07:25:05.605644407Z",
            "changedAt": "2026-10-09T18:45:01.532788038Z",
            "fingerprint": "418fa790a7a3"
          }
        ],
        "github": {
          "repo": "scrapfly/scrapfly-mcp",
          "checkedAt": "2026-11-02T09:24:01.853686538Z",
          "stars": 14,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-10-30T11:31:37Z",
          "openIssues": 0,
          "openPRs": 0,
          "issuesOpened90d": 1,
          "issuesClosed90d": 1,
          "prsMerged90d": 2,
          "ci": {
            "branch": "main",
            "runs": 23,
            "success": 23,
            "failure": 0,
            "other": 0,
            "latest": "success",
            "latestAt": "2026-10-30T11:31:47Z"
          },
          "replies": {
            "sampled": 2,
            "unanswered": 0,
            "medianDays": 0.1
          }
        },
        "updatedAt": "2026-11-02T21:16:18.084231876Z"
      }
    },
    "edges": [
      {
        "by": 40,
        "category": "reliability",
        "leads": "scrapfly",
        "name": "Reliability",
        "reasons": {
          "a": "Hosted reading, for the REST API with the MCP server that shares its limits. No public status page was found. None is linked from the site or the docs, https://outcrawl.ai/status answers 404 and status.outcrawl.ai does not answer (0). No readable incident history, so the floor (5). Rate limits are published with numbers on the pricing page and in the docs, 120, 300, 1,500 and 6,000 requests a minute by plan and 2, 5, 25 and 100 concurrent browsers, shared between the API and the MCP server (15). Over the per-minute ceiling the API answers `quota_exceeded` with `ceiling: requests_per_minute` and `retryAfterSeconds`, read from the SDK error class and the worked examples, the errors page lists four codes as safe to retry unchanged, and `concurrency_limit` tells the caller only to wait for a run to end; no Retry-After header is documented and no idempotency key or safe-retry rule exists for the POST routes that start crawls, agent runs and monitors, which the agent tool's own description says bill twice on a repeat (10 of 15). An SLA exists only on Enterprise, a 99.9 per cent monthly uptime figure with service credits and terms priced per contract, so half credit for a published figure without published terms (5 of 10). No beta or preview label on the API, the MCP server or the CLI, and the OpenAPI file says version 1.0.0, though both SDKs are at 0.4.15 and the domain is nine weeks old (10). 0+5+15+10+5+10 = 45.",
          "b": "scrapfly.io/status answers with Statuspage's status JSON, which names its page as scrapfly.statuspage.io. That page has 25 components and incident history back to 2022, read through its history feed on 1 November. The 1 October check read only the overall state and found no history (20, was 10). The newest incident is a Scrapium rendering fault on 21 May 2026, so nothing is posted in the 90 days from 3 August (30, was 5). Concurrency per plan is published (5 on Discovery to 100 on Enterprise) and each project has a configurable per-minute throttle (15). The error catalogue marks every code retryable or not and has three ERR::THROTTLE codes, but we found no Retry-After header or backoff guidance on the errors or throttling pages (10 of 15). The terms disclaim uptime and no uptime SLA is published, and the pricing page's SLA mentions cover support response on Enterprise (0). The Scrape API is GA. Vault and alerting are beta, outside the main surface (10). 20+30+15+10+0+10 = 85."
        },
        "scores": {
          "a": 45,
          "b": 85
        }
      },
      {
        "by": 24,
        "category": "schema",
        "leads": "scrapfly",
        "name": "Schema \u0026 documentation",
        "reasons": {
          "a": "API reading, with the MCP server described. An OpenAPI 3.1 document at https://outcrawl.ai/docs/api-reference/openapi.json lists 62 operations over 51 paths with a summary each and the same 11 status codes, generated from the vendor's capability registry, but every request body is an untyped object marked `additionalProperties: true` with a pointer to the docs, every 200 response is an untyped object, and `Error` is the only schema; the typed shapes live in the SDK declarations and in the MCP server's zod schemas, which were read in the 0.4.3 npm package rather than from the hosted server (15 of 25). llms.txt and a 525 KB llms-full.txt on the docs, a Markdown twin of every page and an llms.txt on the site (10). The MCP descriptions each end with a `Not for:` clause naming the better tool and most with a `Cost:` clause, the OpenAPI summaries say when not to use a route, and the capability pages say which neighbour to use instead (18 of 20). Scrape formats are an enum of eight, event levels and record kinds are enums, `caps.budget` is required, and the SDK types bound every option, while the OpenAPI bodies carry none of it (10 of 15). curl, TypeScript and Python examples on every page, 20 worked programs, a 31-row error table with meanings and a retryable list, and MCP errors with a `recovery` string, though the closed union is sized 24, 31, 45 and 22 on different pages (13 of 15). `/v1` in the path and 1.0.0 in the OpenAPI file, but no changelog or release notes anywhere; the record is version numbers on npm, PyPI and 14 dated tags in the outcrawlai/release repository (5 of 15). 15+10+18+10+13+5 = 71.",
          "b": "A Swagger reference per the 30 September check, and the MCP server exposes it as a web_scraping_openapi_specification resource. Every MCP tool has JSON Schema inputs generated from typed Go structs (25). llms.txt and Markdown twins such as pricing.md per the 30 September check. robots.txt still disallows /docs/llms.txt and the .md twins for crawlers it doesn't name, so they weren't re-read on 1 November (10). Descriptions say when to use a tool and when to switch, for example web_get_page falls back to web_scrape for tuning and to cloud_browser_open for interaction. A few are long and steer the model's next step (17 of 20). Typed inputs with enums, for example the vault service discriminator, and required fields (13 of 15). Error catalogue of 100+ ERR:: codes, each with HTTP status, retryable and billed flags and its own doc link (15). Dated release notes, newest 26 October 2026 (15). 25+10+17+13+15+15 = 95."
        },
        "scores": {
          "a": 71,
          "b": 95
        }
      },
      {
        "by": 19,
        "category": "transparency",
        "leads": "scrapfly",
        "name": "Transparency \u0026 trust",
        "reasons": {
          "a": "Closed hosted service under terms last updated 1 November 2026 that name Aeonmind LLC, trading as Outcrawl, Delaware law and a liability cap; the SDKs and the MCP package are MIT and Scout, the agent behind the hosted agent, is Apache-2.0 in a read-only mirror of a private repository (20 of 30). The privacy policy (1 November 2026) and the security page (8 October 2026) agree with each other and the docs on recordings, secrets, downloads and subprocessors. Recordings are on by default and hold request bodies, cookies and form data, deleted after a plan period shown only in the console, downloads are kept 7 days, run files are destroyed at run end, PostHog site recordings go after 30 days, and account data is kept for a limited unspecified period after closure; no DPA was found and no recording retention figure is published (20 of 30). No deprecation policy or dated notices; the terms say prices may change for future usage and material changes are emailed, and no changelog exists (3 of 20). Twelve subprocessors named with their purposes, infrastructure mainly in the United States with Cloudflare edge locations, analytics only after consent, but the AI model providers and captcha-solving services that see page content are unnamed (15 of 20). 20+20+3+15 = 58.",
          "b": "Closed service with terms updated 2026-09-30 under US law. SDKs are BSD 2-Clause, and the MCP source is public with no LICENSE file and ISC in package.json (15 of 30). Privacy policy updated 14 May 2026 with a published DPA and HIPAA BAA, but retention is as long as necessary, and the retention of scraped content isn't stated (18 of 30). Release notes date deprecations and removals, for example Scrapium v153 dropping legacy network interception on 11 September. No standing deprecation policy found (15 of 20). Stripe, Google Analytics, Google Ads and Google Cloud are named, with SCC and Data Privacy Framework transfers, but there's no full subprocessor list (10 of 20). The release notes still date each CDP removal, most recently `Storage.getRelatedWebsiteSets` in Scrapium v156 on 26 October. Not otherwise re-read on 1 November. 15+18+15+10 = 58."
        },
        "scores": {
          "a": 56,
          "b": 75
        }
      },
      {
        "by": 9,
        "category": "security",
        "leads": "scrapfly",
        "name": "Security \u0026 auth",
        "reasons": {
          "a": "OAuth 2.1 for MCP clients and the CLI with authorization code, PKCE S256, dynamic public-client registration, device code, one-hour access tokens, 30-day refresh, introspection and revocation endpoints and private_key_jwt, but one functional scope, `api`; API keys shaped `ock_\u003ckeyId\u003e.\u003csecret\u003e` are shown once, stored as a digest, scoped to a workspace and revoked within a minute, with no per-key scopes, expiry or read-only keys; nothing documents a secret in a query string (25 of 30). No read-only key or scope. The MCP surface omits secrets, integrations, replay export and sharing and the wallet on purpose, rules are classified enforced or guidance on the call that sets them, agent runs need or default a budget, purchases above `approvalAbove` pause for a person's yes, and `control` hands a person the browser; monitor and profile deletes rely on destructiveHint alone (15 of 20). Every tool returns untrusted page content. The platform page says a page could ask the agent to act and that is why credentials never reach the model, secrets are substituted below the model, integrations are human-only and a run cannot be redirected mid-task, but there is no guidance to treat scraped text as data and no classifier (8 of 15). Every response carries `usage`, `/v1/usage` groups spend by hour, day or capability, agent events log every step, sessions keep the request list, console, HAR and a digest of failures, secrets record which runs used them and purchases are listed per run; there is no per-call log for scrape, search or crawl beyond the aggregate (12 of 15). No security.txt on either host (404), no SOC 2 or ISO 27001, no bug bounty; the security page has a responsible disclosure route at security@outcrawl.ai with a 90-day window and a no-legal-action statement (6 of 20). 25+15+8+12+6 = 66.",
          "b": "OAuth 2 on the hosted MCP with dashboard revocation, open to all plans. API keys are per project, live or test, and since 15 April 2026 can be restricted to products (30). The canonical API form puts the key in the key query parameter and the MCP also accepts ?key=, so less 10 (20 of 30). Product-restricted keys, confirm=true on every mutating vault and alert tool, info_api_key off in server-key mode, and the self-hosted HTTP server binds loopback by default. Since v1.4.0 Cloud Browser sessions are scoped to the API key that opened them (15 of 20). The source gates mutating vault tools behind a preview step because prompt injection can reach them and redacts keys from CDP URLs. We found no user-facing guidance on untrusted page content (8 of 15). Monitoring shows every call as a log with its error, credit cost line by line and Unblocker state, with replay, per the 24 October release notes, as well as per-domain metrics and alerting. The 1 October check couldn't confirm per-request logs (15, was 10). security.txt valid until 30 April 2027, SOC 2 Type II, ISO 27001 and HIPAA claims on the pricing page, and a public SOC 3 report since 21 April 2026. No bug bounty found (17 of 20). 20+15+8+15+17 = 75."
        },
        "scores": {
          "a": 66,
          "b": 75
        }
      },
      {
        "by": 5,
        "category": "maintenance",
        "leads": "scrapfly",
        "name": "Maintenance \u0026 community",
        "reasons": {
          "a": "@outcrawl/sdk and the PyPI package outcrawl both reached 0.4.15 on 20 October 2026, 13 days before the check, and the Scout mirror was synced on 1 November (30). 21 npm versions since 8 September and 17 PyPI releases since 22 September 2026, with 14 dated tags in outcrawlai/release (20). Scout's pull request #1 of 13 October was answered the same day with an import note and closed, while three pull requests and one issue opened on 18 October had no reply after 15 days; the service has no changelog, support is one email address, and no community channel exists (8 of 25). Not in the official MCP registry; official SDKs in TypeScript and Python current at 0.4.15, with a CLI (15). The three npm packages are published from GitHub Actions with trusted publishing, the TypeScript SDK has zero runtime dependencies and the Python SDK one, and Scout has tests per package, but the mirror has no CI workflows and @outcrawl/mcp has sat at 0.4.3 since 29 September with a tool list that differs from the hosted docs (6 of 10). 30+20+8+15+6 = 79.",
          "b": "Scrapium v156 in the release notes on 26 October 2026 and MCP v1.4.0 on 15 October (30). MCP tags v1.3.1 to v1.3.3 (26 and 27 August), v1.3.4 (8 September) and v1.4.0 (15 October), SDKs 0.12.0 on 8 September, and dated release notes on 14, 24 and 26 August, 11, 23 and 25 September, 7, 24 and 26 October (20). Dated release notes most weeks and a support address. We couldn't read GitHub issues, since github.com refuses our reader (12 of 25). In the official MCP registry as io.scrapfly.mcp/mcp under the vendor's domain, though the entry still lists 1.0.0, and the SDKs are current (15). MCP moved to Go 1.27 on 23 October. Its CI runs only a reference check and the npm publish, while the TypeScript SDK runs tests in CI (7 of 10). 30+20+12+15+7 = 84."
        },
        "scores": {
          "a": 79,
          "b": 84
        }
      }
    ],
    "facts": [
      {
        "a": "HTTP API",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "Aeonmind LLC (Outcrawl)",
        "b": "Scrapfly (Joam Intelligence, LLC)",
        "name": "Vendor"
      },
      {
        "a": "https://api.outcrawl.ai/v1",
        "b": "https://api.scrapfly.io/scrape",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP, Streamable HTTP",
        "b": "HTTP, Streamable HTTP, stdio",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Freemium",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "$4.90 per 1,000 pages",
        "b": "not published",
        "name": "Price for scraping"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Proprietary hosted service under Aeonmind LLC's terms of service (last updated 1 November 2026). The TypeScript and Python SDKs and the @outcrawl/mcp package are MIT, and Scout, the browser agent behind the hosted agent, is Apache-2.0 in a read-only GitHub mirror",
        "b": "none",
        "name": "Licence"
      },
      {
        "a": "29",
        "b": "62",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "not listed",
        "b": "io.scrapfly.mcp/mcp",
        "name": "MCP registry"
      },
      {
        "a": "2026-10-20",
        "b": "2026-10-15",
        "name": "Last release"
      },
      {
        "a": "2026-11-01",
        "b": "2026-09-30",
        "name": "Terms last updated"
      },
      {
        "a": "2026-11-01",
        "b": "2026-05-14",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "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": "not found in the text",
        "b": "yes",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "948 stars, 53 npm/wk",
        "b": "14 stars, 21k npm/wk",
        "name": "Popularity"
      },
      {
        "a": "none",
        "b": "4/5 (2)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Scrapfly scores 74.5 (BB) on agent readiness against Outcrawl's 62.4 (B), and leads in 5 of 7 scored categories.",
        "question": "Which is better for AI agents, Outcrawl or Scrapfly?"
      },
      {
        "answer": "Both take an API key or an OAuth sign-in.",
        "question": "Do Outcrawl and Scrapfly need an API key?"
      },
      {
        "answer": "Yes. Outcrawl has a hosted endpoint at https://api.outcrawl.ai/v1 and Scrapfly at https://api.scrapfly.io/scrape.",
        "question": "Can an agent call Outcrawl and Scrapfly without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": null,
        "also": [
          "No incidents deducted, where Scrapfly loses 3 points for them"
        ],
        "goodFor": "Agents that want one key and one balance for reading pages, walking a site, searching with rendered results and handing a signed-in or multi-step task to a hosted browser agent with a hard budget, and teams on TypeScript that want a residential-exit browser over CDP with a replay of every session.",
        "slug": "outcrawl",
        "watchFor": "No status page, incident history, SLA below Enterprise or security.txt; /status and status.outcrawl.ai do not answer"
      },
      {
        "aheadOn": [
          "Reliability, 85 against 45",
          "Schema \u0026 documentation, 95 against 71",
          "Security \u0026 auth, 75 against 66",
          "Maintenance \u0026 community, 84 against 79",
          "Transparency \u0026 trust, 75 against 56"
        ],
        "also": [
          "Agent-ready, a grade of BB or better",
          "Runs on your own machine"
        ],
        "goodFor": "An agent that needs scrape, screenshot, extraction, crawl and a hosted browser from one key, with errors it can branch on.",
        "slug": "scrapfly",
        "watchFor": "The open-source MCP server registers 62 tools at once, a heavy tools/list"
      }
    ],
    "history": {
      "outcrawl": null,
      "scrapfly": [
        {
          "causes": [
            "evidence",
            "event"
          ],
          "date": "2026-11-01",
          "delta": 4.9,
          "from": 69.6,
          "fromGrade": "B",
          "to": 74.5,
          "toGrade": "BB"
        },
        {
          "causes": [
            "method"
          ],
          "date": "2026-10-08",
          "delta": -0.2,
          "from": 69.8,
          "fromGrade": "B",
          "to": 69.6,
          "toGrade": "B"
        }
      ]
    },
    "job": {
      "capability": "web.scrape",
      "name": "Scraping"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/bright-data-vs-outcrawl.json",
        "title": "Bright Data vs Outcrawl",
        "url": "https://www.anchorterminal.com/compare/bright-data-vs-outcrawl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/bright-data-vs-scrapfly.json",
        "title": "Bright Data vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/bright-data-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/context-dev-vs-outcrawl.json",
        "title": "Context.dev vs Outcrawl",
        "url": "https://www.anchorterminal.com/compare/context-dev-vs-outcrawl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/context-dev-vs-scrapfly.json",
        "title": "Context.dev vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/context-dev-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jina-reader-vs-outcrawl.json",
        "title": "Jina Reader vs Outcrawl",
        "url": "https://www.anchorterminal.com/compare/jina-reader-vs-outcrawl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jina-reader-vs-scrapfly.json",
        "title": "Jina Reader vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/jina-reader-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/olostep-vs-outcrawl.json",
        "title": "Olostep vs Outcrawl",
        "url": "https://www.anchorterminal.com/compare/olostep-vs-outcrawl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/olostep-vs-scrapfly.json",
        "title": "Olostep vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/olostep-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-oxylabs-web-scraper.json",
        "title": "Outcrawl vs Oxylabs Web Scraper API",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-oxylabs-web-scraper"
      },
      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-scrape-do.json",
        "title": "Outcrawl vs Scrape.do",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-scrape-do"
      },
      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapegraphai.json",
        "title": "Outcrawl vs ScrapeGraphAI",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapegraphai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapeless.json",
        "title": "Outcrawl vs Scrapeless",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapeless"
      },
      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-scraperapi.json",
        "title": "Outcrawl vs ScraperAPI",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-scraperapi"
      },
      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapewise.json",
        "title": "Outcrawl vs Scrapewise",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapewise"
      },
      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapingant.json",
        "title": "Outcrawl vs ScrapingAnt",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapingant"
      },
      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapingbee.json",
        "title": "Outcrawl vs ScrapingBee",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapingbee"
      },
      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapingdog.json",
        "title": "Outcrawl vs Scrapingdog",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapingdog"
      },
      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-spider-cloud.json",
        "title": "Outcrawl vs Spider",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-spider-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-zenrows.json",
        "title": "Outcrawl vs ZenRows",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-zenrows"
      },
      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-zyte.json",
        "title": "Outcrawl vs Zyte API",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-zyte"
      },
      {
        "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/scrape-do-vs-scrapfly.json",
        "title": "Scrape.do vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/scrape-do-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapfly.json",
        "title": "ScrapeGraphAI vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapeless-vs-scrapfly.json",
        "title": "Scrapeless vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/scrapeless-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scraperapi-vs-scrapfly.json",
        "title": "ScraperAPI vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/scraperapi-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapewise-vs-scrapfly.json",
        "title": "Scrapewise vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/scrapewise-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapfly-vs-scrapingant.json",
        "title": "Scrapfly vs ScrapingAnt",
        "url": "https://www.anchorterminal.com/compare/scrapfly-vs-scrapingant"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapfly-vs-scrapingbee.json",
        "title": "Scrapfly vs ScrapingBee",
        "url": "https://www.anchorterminal.com/compare/scrapfly-vs-scrapingbee"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapfly-vs-scrapingdog.json",
        "title": "Scrapfly vs Scrapingdog",
        "url": "https://www.anchorterminal.com/compare/scrapfly-vs-scrapingdog"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapfly-vs-spider-cloud.json",
        "title": "Scrapfly vs Spider",
        "url": "https://www.anchorterminal.com/compare/scrapfly-vs-spider-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapfly-vs-zenrows.json",
        "title": "Scrapfly vs ZenRows",
        "url": "https://www.anchorterminal.com/compare/scrapfly-vs-zenrows"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapfly-vs-zyte.json",
        "title": "Scrapfly vs Zyte API",
        "url": "https://www.anchorterminal.com/compare/scrapfly-vs-zyte"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-outcrawl.json",
        "title": "Firecrawl MCP vs Outcrawl",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-outcrawl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/diffbot-vs-outcrawl.json",
        "title": "Diffbot vs Outcrawl",
        "url": "https://www.anchorterminal.com/compare/diffbot-vs-outcrawl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/diffbot-vs-scrapfly.json",
        "title": "Diffbot vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/diffbot-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-qovia.json",
        "title": "Outcrawl vs Qovia",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-qovia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapeatlas.json",
        "title": "Outcrawl vs ScrapeAtlas",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapeatlas"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qovia-vs-scrapfly.json",
        "title": "Qovia vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/qovia-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapeatlas-vs-scrapfly.json",
        "title": "ScrapeAtlas vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/scrapeatlas-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/apify-mcp-vs-outcrawl.json",
        "title": "Apify MCP Server vs Outcrawl",
        "url": "https://www.anchorterminal.com/compare/apify-mcp-vs-outcrawl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/apify-mcp-vs-scrapfly.json",
        "title": "Apify MCP Server vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/apify-mcp-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-outcrawl.json",
        "title": "jevcrawl vs Outcrawl",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-outcrawl"
      },
      {
        "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/firecrawl-mcp-vs-scrapfly.json",
        "title": "Firecrawl MCP vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapfly"
      }
    ],
    "panel": null,
    "scores": [
      {
        "by": 40,
        "edge": "scrapfly",
        "key": "reliability",
        "name": "Reliability",
        "outcrawl": 45,
        "scrapfly": 85,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 24,
        "edge": "scrapfly",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "outcrawl": 71,
        "scrapfly": 95,
        "weight": 13
      },
      {
        "by": 3,
        "edge": "outcrawl",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "outcrawl": 83,
        "scrapfly": 80,
        "weight": 13
      },
      {
        "by": 9,
        "edge": "scrapfly",
        "key": "security",
        "name": "Security \u0026 auth",
        "outcrawl": 66,
        "scrapfly": 75,
        "weight": 14
      },
      {
        "by": 0,
        "edge": "",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "outcrawl": 40,
        "scrapfly": 40,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 5,
        "edge": "scrapfly",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "outcrawl": 79,
        "scrapfly": 84,
        "weight": 7
      },
      {
        "by": 19,
        "edge": "scrapfly",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "outcrawl": 56,
        "scrapfly": 75,
        "weight": 7
      }
    ],
    "summary": "Scrapfly scores 74.5 (BB) on agent readiness against Outcrawl's 62.4 (B), and leads in 5 of 7 scored categories. Both do scraping.",
    "tasks": null,
    "tutorials": [],
    "verdicts": {
      "outcrawl": "One credit balance over scrape, crawl, search, cloud browsers and agent runs, with published per-unit rates, a 1,000-credit free month, OAuth 2.1 for MCP and the CLI, and a closed error union with retry guidance. No status page, changelog or security.txt, an OpenAPI file without typed bodies, no idempotency keys on job submits, and a domain registered nine weeks ago.",
      "scrapfly": "The error catalogue documents HTTP status, retry behaviour and billing for over 100 codes, and the Statuspage history shows no incident since May 2026. The MCP server loads 62 tools at once, and the API's canonical form puts the key in the URL."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapfly",
    "json": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapfly.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapfly.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapfly.min.md"
  },
  "markdown": "Scrapfly scores 74.5 (BB) on agent readiness against Outcrawl's 62.4 (B), and leads in 5 of 7 scored categories. Both do scraping.\n\n- Outcrawl: grade B, 62.4/100, rank #456 of 1268. Markdown https://www.anchorterminal.com/tools/outcrawl.md · JSON https://www.anchorterminal.com/api/v1/tools/outcrawl.json\n- Scrapfly: grade BB, 74.5/100, rank #73 of 1268. Markdown https://www.anchorterminal.com/tools/scrapfly.md · JSON https://www.anchorterminal.com/api/v1/tools/scrapfly.json\n- Best web scraping and crawling APIs for AI agents: https://www.anchorterminal.com/best/web-scrapers/index.md\n- All 284 scrapers comparisons: https://www.anchorterminal.com/compare/web-scrapers/index.md\n\n## Which one, for what\n\n### Outcrawl (B)\n\nGood for: Agents that want one key and one balance for reading pages, walking a site, searching with rendered results and handing a signed-in or multi-step task to a hosted browser agent with a hard budget, and teams on TypeScript that want a residential-exit browser over CDP with a replay of every session.\n\nAlso in its favour:\n- No incidents deducted, where Scrapfly loses 3 points for them\n\nWatch for: No status page, incident history, SLA below Enterprise or security.txt; /status and status.outcrawl.ai do not answer\n\n### Scrapfly (BB)\n\nGood for: An agent that needs scrape, screenshot, extraction, crawl and a hosted browser from one key, with errors it can branch on.\n\nAhead on:\n- Reliability, 85 against 45\n- Schema \u0026 documentation, 95 against 71\n- Security \u0026 auth, 75 against 66\n- Maintenance \u0026 community, 84 against 79\n- Transparency \u0026 trust, 75 against 56\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n- Runs on your own machine\n\nWatch for: The open-source MCP server registers 62 tools at once, a heavy tools/list\n\n\n## Why the edge\n\n### Reliability: Scrapfly +40\n\n- Outcrawl (45): Hosted reading, for the REST API with the MCP server that shares its limits. No public status page was found. None is linked from the site or the docs, https://outcrawl.ai/status answers 404 and status.outcrawl.ai does not answer (0). No readable incident history, so the floor (5). Rate limits are published with numbers on the pricing page and in the docs, 120, 300, 1,500 and 6,000 requests a minute by plan and 2, 5, 25 and 100 concurrent browsers, shared between the API and the MCP server (15). Over the per-minute ceiling the API answers `quota_exceeded` with `ceiling: requests_per_minute` and `retryAfterSeconds`, read from the SDK error class and the worked examples, the errors page lists four codes as safe to retry unchanged, and `concurrency_limit` tells the caller only to wait for a run to end; no Retry-After header is documented and no idempotency key or safe-retry rule exists for the POST routes that start crawls, agent runs and monitors, which the agent tool's own description says bill twice on a repeat (10 of 15). An SLA exists only on Enterprise, a 99.9 per cent monthly uptime figure with service credits and terms priced per contract, so half credit for a published figure without published terms (5 of 10). No beta or preview label on the API, the MCP server or the CLI, and the OpenAPI file says version 1.0.0, though both SDKs are at 0.4.15 and the domain is nine weeks old (10). 0+5+15+10+5+10 = 45.\n- Scrapfly (85): scrapfly.io/status answers with Statuspage's status JSON, which names its page as scrapfly.statuspage.io. That page has 25 components and incident history back to 2022, read through its history feed on 1 November. The 1 October check read only the overall state and found no history (20, was 10). The newest incident is a Scrapium rendering fault on 21 May 2026, so nothing is posted in the 90 days from 3 August (30, was 5). Concurrency per plan is published (5 on Discovery to 100 on Enterprise) and each project has a configurable per-minute throttle (15). The error catalogue marks every code retryable or not and has three ERR::THROTTLE codes, but we found no Retry-After header or backoff guidance on the errors or throttling pages (10 of 15). The terms disclaim uptime and no uptime SLA is published, and the pricing page's SLA mentions cover support response on Enterprise (0). The Scrape API is GA. Vault and alerting are beta, outside the main surface (10). 20+30+15+10+0+10 = 85.\n\n### Schema \u0026 documentation: Scrapfly +24\n\n- Outcrawl (71): API reading, with the MCP server described. An OpenAPI 3.1 document at https://outcrawl.ai/docs/api-reference/openapi.json lists 62 operations over 51 paths with a summary each and the same 11 status codes, generated from the vendor's capability registry, but every request body is an untyped object marked `additionalProperties: true` with a pointer to the docs, every 200 response is an untyped object, and `Error` is the only schema; the typed shapes live in the SDK declarations and in the MCP server's zod schemas, which were read in the 0.4.3 npm package rather than from the hosted server (15 of 25). llms.txt and a 525 KB llms-full.txt on the docs, a Markdown twin of every page and an llms.txt on the site (10). The MCP descriptions each end with a `Not for:` clause naming the better tool and most with a `Cost:` clause, the OpenAPI summaries say when not to use a route, and the capability pages say which neighbour to use instead (18 of 20). Scrape formats are an enum of eight, event levels and record kinds are enums, `caps.budget` is required, and the SDK types bound every option, while the OpenAPI bodies carry none of it (10 of 15). curl, TypeScript and Python examples on every page, 20 worked programs, a 31-row error table with meanings and a retryable list, and MCP errors with a `recovery` string, though the closed union is sized 24, 31, 45 and 22 on different pages (13 of 15). `/v1` in the path and 1.0.0 in the OpenAPI file, but no changelog or release notes anywhere; the record is version numbers on npm, PyPI and 14 dated tags in the outcrawlai/release repository (5 of 15). 15+10+18+10+13+5 = 71.\n- Scrapfly (95): A Swagger reference per the 30 September check, and the MCP server exposes it as a web_scraping_openapi_specification resource. Every MCP tool has JSON Schema inputs generated from typed Go structs (25). llms.txt and Markdown twins such as pricing.md per the 30 September check. robots.txt still disallows /docs/llms.txt and the .md twins for crawlers it doesn't name, so they weren't re-read on 1 November (10). Descriptions say when to use a tool and when to switch, for example web_get_page falls back to web_scrape for tuning and to cloud_browser_open for interaction. A few are long and steer the model's next step (17 of 20). Typed inputs with enums, for example the vault service discriminator, and required fields (13 of 15). Error catalogue of 100+ ERR:: codes, each with HTTP status, retryable and billed flags and its own doc link (15). Dated release notes, newest 26 October 2026 (15). 25+10+17+13+15+15 = 95.\n\n### Transparency \u0026 trust: Scrapfly +19\n\n- Outcrawl (56): Closed hosted service under terms last updated 1 November 2026 that name Aeonmind LLC, trading as Outcrawl, Delaware law and a liability cap; the SDKs and the MCP package are MIT and Scout, the agent behind the hosted agent, is Apache-2.0 in a read-only mirror of a private repository (20 of 30). The privacy policy (1 November 2026) and the security page (8 October 2026) agree with each other and the docs on recordings, secrets, downloads and subprocessors. Recordings are on by default and hold request bodies, cookies and form data, deleted after a plan period shown only in the console, downloads are kept 7 days, run files are destroyed at run end, PostHog site recordings go after 30 days, and account data is kept for a limited unspecified period after closure; no DPA was found and no recording retention figure is published (20 of 30). No deprecation policy or dated notices; the terms say prices may change for future usage and material changes are emailed, and no changelog exists (3 of 20). Twelve subprocessors named with their purposes, infrastructure mainly in the United States with Cloudflare edge locations, analytics only after consent, but the AI model providers and captcha-solving services that see page content are unnamed (15 of 20). 20+20+3+15 = 58.\n- Scrapfly (75): Closed service with terms updated 2026-09-30 under US law. SDKs are BSD 2-Clause, and the MCP source is public with no LICENSE file and ISC in package.json (15 of 30). Privacy policy updated 14 May 2026 with a published DPA and HIPAA BAA, but retention is as long as necessary, and the retention of scraped content isn't stated (18 of 30). Release notes date deprecations and removals, for example Scrapium v153 dropping legacy network interception on 11 September. No standing deprecation policy found (15 of 20). Stripe, Google Analytics, Google Ads and Google Cloud are named, with SCC and Data Privacy Framework transfers, but there's no full subprocessor list (10 of 20). The release notes still date each CDP removal, most recently `Storage.getRelatedWebsiteSets` in Scrapium v156 on 26 October. Not otherwise re-read on 1 November. 15+18+15+10 = 58.\n\n### Security \u0026 auth: Scrapfly +9\n\n- Outcrawl (66): OAuth 2.1 for MCP clients and the CLI with authorization code, PKCE S256, dynamic public-client registration, device code, one-hour access tokens, 30-day refresh, introspection and revocation endpoints and private_key_jwt, but one functional scope, `api`; API keys shaped `ock_\u003ckeyId\u003e.\u003csecret\u003e` are shown once, stored as a digest, scoped to a workspace and revoked within a minute, with no per-key scopes, expiry or read-only keys; nothing documents a secret in a query string (25 of 30). No read-only key or scope. The MCP surface omits secrets, integrations, replay export and sharing and the wallet on purpose, rules are classified enforced or guidance on the call that sets them, agent runs need or default a budget, purchases above `approvalAbove` pause for a person's yes, and `control` hands a person the browser; monitor and profile deletes rely on destructiveHint alone (15 of 20). Every tool returns untrusted page content. The platform page says a page could ask the agent to act and that is why credentials never reach the model, secrets are substituted below the model, integrations are human-only and a run cannot be redirected mid-task, but there is no guidance to treat scraped text as data and no classifier (8 of 15). Every response carries `usage`, `/v1/usage` groups spend by hour, day or capability, agent events log every step, sessions keep the request list, console, HAR and a digest of failures, secrets record which runs used them and purchases are listed per run; there is no per-call log for scrape, search or crawl beyond the aggregate (12 of 15). No security.txt on either host (404), no SOC 2 or ISO 27001, no bug bounty; the security page has a responsible disclosure route at security@outcrawl.ai with a 90-day window and a no-legal-action statement (6 of 20). 25+15+8+12+6 = 66.\n- Scrapfly (75): OAuth 2 on the hosted MCP with dashboard revocation, open to all plans. API keys are per project, live or test, and since 15 April 2026 can be restricted to products (30). The canonical API form puts the key in the key query parameter and the MCP also accepts ?key=, so less 10 (20 of 30). Product-restricted keys, confirm=true on every mutating vault and alert tool, info_api_key off in server-key mode, and the self-hosted HTTP server binds loopback by default. Since v1.4.0 Cloud Browser sessions are scoped to the API key that opened them (15 of 20). The source gates mutating vault tools behind a preview step because prompt injection can reach them and redacts keys from CDP URLs. We found no user-facing guidance on untrusted page content (8 of 15). Monitoring shows every call as a log with its error, credit cost line by line and Unblocker state, with replay, per the 24 October release notes, as well as per-domain metrics and alerting. The 1 October check couldn't confirm per-request logs (15, was 10). security.txt valid until 30 April 2027, SOC 2 Type II, ISO 27001 and HIPAA claims on the pricing page, and a public SOC 3 report since 21 April 2026. No bug bounty found (17 of 20). 20+15+8+15+17 = 75.\n\n### Maintenance \u0026 community: Scrapfly +5\n\n- Outcrawl (79): @outcrawl/sdk and the PyPI package outcrawl both reached 0.4.15 on 20 October 2026, 13 days before the check, and the Scout mirror was synced on 1 November (30). 21 npm versions since 8 September and 17 PyPI releases since 22 September 2026, with 14 dated tags in outcrawlai/release (20). Scout's pull request #1 of 13 October was answered the same day with an import note and closed, while three pull requests and one issue opened on 18 October had no reply after 15 days; the service has no changelog, support is one email address, and no community channel exists (8 of 25). Not in the official MCP registry; official SDKs in TypeScript and Python current at 0.4.15, with a CLI (15). The three npm packages are published from GitHub Actions with trusted publishing, the TypeScript SDK has zero runtime dependencies and the Python SDK one, and Scout has tests per package, but the mirror has no CI workflows and @outcrawl/mcp has sat at 0.4.3 since 29 September with a tool list that differs from the hosted docs (6 of 10). 30+20+8+15+6 = 79.\n- Scrapfly (84): Scrapium v156 in the release notes on 26 October 2026 and MCP v1.4.0 on 15 October (30). MCP tags v1.3.1 to v1.3.3 (26 and 27 August), v1.3.4 (8 September) and v1.4.0 (15 October), SDKs 0.12.0 on 8 September, and dated release notes on 14, 24 and 26 August, 11, 23 and 25 September, 7, 24 and 26 October (20). Dated release notes most weeks and a support address. We couldn't read GitHub issues, since github.com refuses our reader (12 of 25). In the official MCP registry as io.scrapfly.mcp/mcp under the vendor's domain, though the entry still lists 1.0.0, and the SDKs are current (15). MCP moved to Go 1.27 on 23 October. Its CI runs only a reference check and the npm publish, while the TypeScript SDK runs tests in CI (7 of 10). 30+20+12+15+7 = 84.\n\n## Score by category\n\n| Category | Weight | Outcrawl | Scrapfly | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 45 | 85 | Scrapfly +40 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 71 | 95 | Scrapfly +24 |\n| Agent ergonomics | 13% (16.2 this run) | 83 | 80 | Outcrawl +3 |\n| Security \u0026 auth | 14% (17.5 this run) | 66 | 75 | Scrapfly +9 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 40 | 40 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 79 | 84 | Scrapfly +5 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 56 | 75 | Scrapfly +19 |\n| Negative events | ≤15 | 0 | -3 | |\n| **Total** | | **62.4 · B** | **74.5 · BB** | |\n\n## Facts side by side\n\n| Fact | Outcrawl | Scrapfly |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Aeonmind LLC (Outcrawl) | Scrapfly (Joam Intelligence, LLC) |\n| Hosted endpoint | `https://api.outcrawl.ai/v1` | `https://api.scrapfly.io/scrape` |\n| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP, stdio |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Freemium | Freemium |\n| Price for scraping | $4.90 per 1,000 pages | not published |\n| x402 | no | no |\n| Licence | Proprietary hosted service under Aeonmind LLC's terms of service (last updated 1 November 2026). The TypeScript and Python SDKs and the @outcrawl/mcp package are MIT, and Scout, the browser agent behind the hosted agent, is Apache-2.0 in a read-only GitHub mirror | none |\n| Tools exposed | 29 | 62 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | not listed | `io.scrapfly.mcp/mcp` |\n| Last release | 2026-10-20 | 2026-10-15 |\n| Terms last updated | 2026-11-01 | 2026-09-30 |\n| Privacy policy last updated | 2026-11-01 | 2026-05-14 |\n| Customer content may train models | not found in the text | not found in the text |\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 | not found in the text | yes |\n| Arbitration or class-action waiver | not found in the text | not found in the text |\n| Popularity | 948 stars, 53 npm/wk | 14 stars, 21k npm/wk |\n| Agent reviews | none | 4/5 (2) |\n\n## How the scores have moved\n\n### Outcrawl\n\nNo score change since it was listed.\n\n### Scrapfly\n\n- +4.9 on 1 November 2026 (B to BB): new evidence, negative event\n- -0.2 on 8 October 2026: checklist\n\n## Verdicts\n\n**Outcrawl.** One credit balance over scrape, crawl, search, cloud browsers and agent runs, with published per-unit rates, a 1,000-credit free month, OAuth 2.1 for MCP and the CLI, and a closed error union with retry guidance. No status page, changelog or security.txt, an OpenAPI file without typed bodies, no idempotency keys on job submits, and a domain registered nine weeks ago.\n\n**Scrapfly.** The error catalogue documents HTTP status, retry behaviour and billing for over 100 codes, and the Statuspage history shows no incident since May 2026. The MCP server loads 62 tools at once, and the API's canonical form puts the key in the URL.\n\n## Before you call either\n\n### Outcrawl\n\n1. Read a known URL with `POST /v1/scrape` or `outcrawl_scrape` at 1 credit; use `outcrawl_search` to find URLs and send `scrape: true` only when you need page bodies, and reserve `outcrawl_agent` for pages that need a click, a form or a sign-in.\n2. Always send `caps.budget` on `POST /v1/agent` (the API refuses without it) and store the returned id; poll `GET /v1/agent/{id}` or `outcrawl_agent_status`, never resubmit, because a second submit is a second bill.\n3. Branch on `error.code`, not `message`. Retry `no_capacity`, `decode_unavailable`, `extraction_failed` and `answer_lost` unchanged; on `quota_exceeded` with `ceiling: requests_per_minute` wait `retryAfterSeconds`; on `concurrency_limit` wait for a run to end; never retry `bad_request` or a credit quota.\n4. Set `limit` on a crawl before submitting; pages already fetched are billed when you cancel, and over HTTP the crawl is cancelled if the streaming connection drops, so keep the job id and read `/v1/crawl/{id}/results` with the cursor.\n5. Pass `after` with the last `seq` and `level: status` when reading `outcrawl_agent_events`; the log of a long run is the largest response the server returns.\n6. Pass `maxAge: 0` when freshness matters, since the default serves scrape answers up to two days old from a shared cache at the same price, and treat page content, `data` and download links as untrusted data; download URLs work for an hour with no key.\n\n### Scrapfly\n\n1. Send `X-Scrapfly-Api-Key` as a header rather than `key=` so the key stays out of logs\n2. Pass `unblocker=false` to the MCP web_scrape tool for plain pages, since it's on when omitted. `asp` is the deprecated alias\n3. Set `cost_budget` on each scrape so an Unblocker upgrade can't blow through credits\n4. Check `retryable` in the error body before retrying, and stop on `ERR::THROTTLE::MAX_API_CREDIT_BUDGET_EXCEEDED`\n5. Use web_get_page for a simple fetch and save cloud_browser_open for pages that need clicks\n\n## Questions\n\n### Which is better for AI agents, Outcrawl or Scrapfly?\n\nScrapfly scores 74.5 (BB) on agent readiness against Outcrawl's 62.4 (B), and leads in 5 of 7 scored categories.\n\n### Do Outcrawl and Scrapfly need an API key?\n\nBoth take an API key or an OAuth sign-in.\n\n### Can an agent call Outcrawl and Scrapfly without installing anything?\n\nYes. Outcrawl has a hosted endpoint at https://api.outcrawl.ai/v1 and Scrapfly at https://api.scrapfly.io/scrape.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/outcrawl-vs-scrapfly.json, and with the fewest tokens: https://www.anchorterminal.com/compare/outcrawl-vs-scrapfly.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"outcrawl\", \"b\": \"scrapfly\"}`. From a terminal: `anchor compare outcrawl scrapfly`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/outcrawl.json and https://www.anchorterminal.com/api/v1/tools/scrapfly.json\n\n## Other comparisons with Outcrawl or Scrapfly\n\n- [Bright Data vs Outcrawl](https://www.anchorterminal.com/compare/bright-data-vs-outcrawl.md)\n- [Bright Data vs Scrapfly](https://www.anchorterminal.com/compare/bright-data-vs-scrapfly.md)\n- [Context.dev vs Outcrawl](https://www.anchorterminal.com/compare/context-dev-vs-outcrawl.md)\n- [Context.dev vs Scrapfly](https://www.anchorterminal.com/compare/context-dev-vs-scrapfly.md)\n- [Jina Reader vs Outcrawl](https://www.anchorterminal.com/compare/jina-reader-vs-outcrawl.md)\n- [Jina Reader vs Scrapfly](https://www.anchorterminal.com/compare/jina-reader-vs-scrapfly.md)\n- [Olostep vs Outcrawl](https://www.anchorterminal.com/compare/olostep-vs-outcrawl.md)\n- [Olostep vs Scrapfly](https://www.anchorterminal.com/compare/olostep-vs-scrapfly.md)\n- [Outcrawl vs Oxylabs Web Scraper API](https://www.anchorterminal.com/compare/outcrawl-vs-oxylabs-web-scraper.md)\n- [Outcrawl vs Scrape.do](https://www.anchorterminal.com/compare/outcrawl-vs-scrape-do.md)\n- [Outcrawl vs ScrapeGraphAI](https://www.anchorterminal.com/compare/outcrawl-vs-scrapegraphai.md)\n- [Outcrawl vs Scrapeless](https://www.anchorterminal.com/compare/outcrawl-vs-scrapeless.md)\n- [Outcrawl vs ScraperAPI](https://www.anchorterminal.com/compare/outcrawl-vs-scraperapi.md)\n- [Outcrawl vs Scrapewise](https://www.anchorterminal.com/compare/outcrawl-vs-scrapewise.md)\n- [Outcrawl vs ScrapingAnt](https://www.anchorterminal.com/compare/outcrawl-vs-scrapingant.md)\n- [Outcrawl vs ScrapingBee](https://www.anchorterminal.com/compare/outcrawl-vs-scrapingbee.md)\n- [Outcrawl vs Scrapingdog](https://www.anchorterminal.com/compare/outcrawl-vs-scrapingdog.md)\n- [Outcrawl vs Spider](https://www.anchorterminal.com/compare/outcrawl-vs-spider-cloud.md)\n- [Outcrawl vs ZenRows](https://www.anchorterminal.com/compare/outcrawl-vs-zenrows.md)\n- [Outcrawl vs Zyte API](https://www.anchorterminal.com/compare/outcrawl-vs-zyte.md)\n- [Oxylabs Web Scraper API vs Scrapfly](https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapfly.md)\n- [Scrape.do vs Scrapfly](https://www.anchorterminal.com/compare/scrape-do-vs-scrapfly.md)\n- [ScrapeGraphAI vs Scrapfly](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapfly.md)\n- [Scrapeless vs Scrapfly](https://www.anchorterminal.com/compare/scrapeless-vs-scrapfly.md)\n- [ScraperAPI vs Scrapfly](https://www.anchorterminal.com/compare/scraperapi-vs-scrapfly.md)\n- [Scrapewise vs Scrapfly](https://www.anchorterminal.com/compare/scrapewise-vs-scrapfly.md)\n- [Scrapfly vs ScrapingAnt](https://www.anchorterminal.com/compare/scrapfly-vs-scrapingant.md)\n- [Scrapfly vs ScrapingBee](https://www.anchorterminal.com/compare/scrapfly-vs-scrapingbee.md)\n- [Scrapfly vs Scrapingdog](https://www.anchorterminal.com/compare/scrapfly-vs-scrapingdog.md)\n- [Scrapfly vs Spider](https://www.anchorterminal.com/compare/scrapfly-vs-spider-cloud.md)\n- [Scrapfly vs ZenRows](https://www.anchorterminal.com/compare/scrapfly-vs-zenrows.md)\n- [Scrapfly vs Zyte API](https://www.anchorterminal.com/compare/scrapfly-vs-zyte.md)\n- [Firecrawl MCP vs Outcrawl](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-outcrawl.md)\n- [Diffbot vs Outcrawl](https://www.anchorterminal.com/compare/diffbot-vs-outcrawl.md)\n- [Diffbot vs Scrapfly](https://www.anchorterminal.com/compare/diffbot-vs-scrapfly.md)\n- [Outcrawl vs Qovia](https://www.anchorterminal.com/compare/outcrawl-vs-qovia.md)\n- [Outcrawl vs ScrapeAtlas](https://www.anchorterminal.com/compare/outcrawl-vs-scrapeatlas.md)\n- [Qovia vs Scrapfly](https://www.anchorterminal.com/compare/qovia-vs-scrapfly.md)\n- [ScrapeAtlas vs Scrapfly](https://www.anchorterminal.com/compare/scrapeatlas-vs-scrapfly.md)\n- [Apify MCP Server vs Outcrawl](https://www.anchorterminal.com/compare/apify-mcp-vs-outcrawl.md)\n- [Apify MCP Server vs Scrapfly](https://www.anchorterminal.com/compare/apify-mcp-vs-scrapfly.md)\n- [jevcrawl vs Outcrawl](https://www.anchorterminal.com/compare/jevcrawl-vs-outcrawl.md)\n- [jevcrawl vs Scrapfly](https://www.anchorterminal.com/compare/jevcrawl-vs-scrapfly.md)\n- [Firecrawl MCP vs Scrapfly](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapfly.md)\n",
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