{
  "data": {
    "a": {
      "slug": "scrapegraphai",
      "name": "ScrapeGraphAI",
      "vendor": "ScrapeGraphAI",
      "vendorUrl": "https://scrapegraphai.com",
      "kind": "http-api",
      "category": "web-scrapers",
      "summary": "LLM-oriented scraping API with page-to-markdown scrape, prompt-based JSON extraction, search, async crawl and change monitors.",
      "url": "https://www.anchorterminal.com/tools/scrapegraphai",
      "markdownUrl": "https://www.anchorterminal.com/tools/scrapegraphai.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/scrapegraphai.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/scrapegraphai.json",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://v2-api.scrapegraphai.com",
      "packages": [
        {
          "registry": "pypi",
          "name": "scrapegraph-py"
        },
        {
          "registry": "npm",
          "name": "scrapegraph-js"
        },
        {
          "registry": "npm",
          "name": "just-scrape"
        }
      ],
      "auth": "mixed",
      "authNotes": "API key in the SGAI-APIKEY header. The hosted MCP takes OAuth 2.1 (Google sign-in, PKCE, dynamic client registration) or the key as a Bearer, SGAI-APIKEY or X-API-Key header. An agent without an account can pay over x402 or MPP to mint a key, which is returned once.",
      "pricing": "freemium",
      "pricingNotes": "Free plan 500 credits once (the docs say 500 a month), 10 requests a minute. Starter $20 a month (10,000 credits), Growth $100 (100,000), Pro $500 (750,000), or $204, $1,020 and $5,100 billed yearly. Top-up packs $5 for 1,000 credits, $40 for 10,000 and $150 for 50,000, which don't expire. Markdown scrape 1 credit, screenshot 2, extract 5, search 2 a result (5 with a prompt), crawl 2 plus the per-page cost, stealth adds 5. Failed requests aren't charged (https://scrapegraphai.com/pricing).",
      "priceSummary": "$20 / mo",
      "where": "hosted",
      "x402": {
        "level": "partial",
        "evidence": "POST /api/agent/x402/access/{pack} on v2-api.scrapegraphai.com returns an x402 challenge that mints an account, an API key and credits (5, 40 or 150 USDC on Base). MPP through InFlow covers packs and subscriptions. Per-call x402 runs only through Orthogonal's gateway at https://x402.orth.sh/scrapegraph/\u003cpath\u003e on scrape, extract, search, crawl and monitor, with no ScrapeGraphAI key, prices from `orth api scrapegraph` (https://v2-api.scrapegraphai.com/api/agent/protocols; https://docs.scrapegraphai.com/integrations/orthogonal.md, checked 2026-10-01).",
        "endpoints": [
          {
            "url": "https://v2-api.scrapegraphai.com/api/agent/x402/access/small",
            "priceUsd": 5,
            "network": "eip155:8453"
          },
          {
            "url": "https://v2-api.scrapegraphai.com/api/agent/x402/access/medium",
            "priceUsd": 40,
            "network": "eip155:8453"
          },
          {
            "url": "https://v2-api.scrapegraphai.com/api/agent/x402/access/large",
            "priceUsd": 150,
            "network": "eip155:8453"
          },
          {
            "url": "https://x402.orth.sh/scrapegraph/v1/scrape",
            "priceUsd": null,
            "network": "eip155:8453"
          }
        ]
      },
      "toolCount": 20,
      "popularity": {
        "githubStars": null,
        "npmWeekly": 2411,
        "pypiWeekly": 46144,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://docs.scrapegraphai.com",
      "llmsTxt": "https://docs.scrapegraphai.com/llms.txt",
      "openapi": "https://v2-api.scrapegraphai.com/api/openapi.json",
      "registryName": "io.github.ScrapeGraphAI/scrapegraph-mcp",
      "capabilities": [
        "web.scrape",
        "web.extract",
        "web.crawl",
        "web.search",
        "scraping.proxies",
        "scraping.js-render",
        "scraping.anti-bot",
        "scraping.screenshot"
      ],
      "tags": [
        "hosted",
        "freemium",
        "free-tier",
        "mcp",
        "llms-txt",
        "openapi",
        "x402",
        "proxies",
        "closed-source",
        "python",
        "typescript"
      ],
      "lastRelease": "2026-07-31",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 68.3,
        "grade": "B",
        "agentReady": false,
        "rank": 128,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 6,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 72,
          "maintenance": 70,
          "payments": 90,
          "reliability": 64,
          "schema": 88,
          "security": 39,
          "transparency": 61
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "An agent can mint an account and key over x402 or MPP with no signup. Rate limits and plan prices differ between docs pages.",
        "strengths": [
          "An agent can mint an account and key over x402 or MPP with no signup",
          "Per-call x402 on all five product endpoints through Orthogonal's gateway",
          "OpenAPI 3.1 with enums and documented 401, 402 and 429 responses",
          "Request history readable through the API and MCP tools",
          "Dated, versioned changelog and Python SDK releases in July 2026"
        ],
        "weaknesses": [
          "Rate limits and plan prices differ between docs pages",
          "Privacy policy from March 2024 with no retention periods, DPA or LLM provider list",
          "One account key with no scopes, and delete tools beside read tools on the MCP server",
          "No prompt-injection guidance, though extract runs an LLM over scraped pages",
          "No security.txt or security page"
        ],
        "agentNotes": [
          "Use `scrape` with the markdown format (1 credit) before reaching for `extract` (5 credits)",
          "Read `GET https://v2-api.scrapegraphai.com/api/agent/protocols` for current packs and prices before paying over x402",
          "MCP tool calls stop at 60 seconds. Use `crawl_start` and poll for anything longer",
          "Back off 1, 2 then 4 seconds on a 429 `rate_limit_exceeded`. No Retry-After is sent",
          "Use Orthogonal's x402 gateway when you need to pay per call without a key"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.3",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 68.3
          }
        ],
        "editorialScores": {
          "ergonomics": 72,
          "maintenance": 70,
          "payments": 90,
          "reliability": 64,
          "schema": 88,
          "security": 39,
          "transparency": 40
        },
        "provenanceScore": 82
      },
      "connect": {
        "http": "curl -X POST https://v2-api.scrapegraphai.com/api/scrape -H \"SGAI-APIKEY: $SGAI_API_KEY\" \\\n  -H \"content-type: application/json\" -d '{\"url\":\"https://example.com\",\"formats\":[{\"type\":\"markdown\"}]}'",
        "claudeCode": "claude mcp add --transport http sgai https://mcp.scrapegraphai.com/mcp --header \"Authorization: Bearer $SGAI_API_KEY\"",
        "config": {
          "mcpServers": {
            "sgai": {
              "headers": {
                "Authorization": "Bearer ${SGAI_API_KEY}"
              },
              "url": "https://mcp.scrapegraphai.com/mcp"
            }
          }
        },
        "x402": "curl -s -i -X POST https://v2-api.scrapegraphai.com/api/agent/x402/access/small\n# 402 -\u003e PAYMENT-REQUIRED (amount 5000000 = 5 USDC on eip155:8453) -\u003e retry with PAYMENT-SIGNATURE\n# response carries an API key with 1,000 credits, then send it as SGAI-APIKEY"
      },
      "letme": {
        "capability": "https://letme.dev/web.scrape",
        "tool": "https://letme.dev/scrapegraphai"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Starter plan",
          "unit": "month",
          "usd": 20,
          "note": "10,000 credits. $17 a month billed yearly"
        },
        {
          "item": "Growth plan",
          "unit": "month",
          "usd": 100,
          "note": "100,000 credits. $85 a month billed yearly"
        },
        {
          "item": "Pro plan",
          "unit": "month",
          "usd": 500,
          "note": "750,000 credits. $425 a month billed yearly"
        },
        {
          "item": "Markdown scrape on Starter",
          "unit": "1k-requests",
          "usd": 2,
          "note": "1 credit each, stealth adds 5"
        },
        {
          "item": "Extract on Starter",
          "unit": "1k-requests",
          "usd": 10,
          "note": "5 credits each"
        },
        {
          "item": "Small credit pack",
          "unit": "credit",
          "usd": 0.005,
          "note": "$5 for 1,000 credits, also payable over x402"
        }
      ],
      "provenance": {
        "legalEntity": "ScrapeGraphAI, Inc.",
        "domain": "scrapegraphai.com",
        "domainRegistered": "2024-04-29",
        "endpointOnVendorDomain": true,
        "terms": "https://scrapegraphai.com/terms",
        "privacy": "https://scrapegraphai.com/privacy",
        "statusPage": "https://scrapegraphapi.openstatus.dev",
        "changelog": "https://scrapegraphai.com/changelog",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "notes": [
          "The terms don't name a state of incorporation. Governing law is the jurisdiction where ScrapeGraphAI, Inc. is established",
          "The API and MCP server run on Render behind Cloudflare. MCP OAuth metadata points at sgai-mcp-main.onrender.com"
        ],
        "score": 82
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/scrapegraphai.json",
      "live": {
        "slug": "scrapegraphai",
        "probe": {
          "target": "https://v2-api.scrapegraphai.com",
          "method": "get",
          "lastAt": "2026-10-05T00:57:27.777186933Z",
          "lastOk": true,
          "lastStatus": 200,
          "lastMs": 63,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 99.91,
          "p50ms24h": 92,
          "p95ms24h": 140,
          "samples24h": 272,
          "samples30d": 1113,
          "days": [
            {
              "date": "2026-09-30",
              "probes": 35,
              "ok": 35
            },
            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
            },
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 272,
              "ok": 271
            },
            {
              "date": "2026-10-05",
              "probes": 11,
              "ok": 11
            }
          ]
        },
        "vendorStatus": {
          "page": "https://scrapegraphapi.openstatus.dev",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-04T21:40:28.277525949Z"
        },
        "versions": [
          {
            "registry": "mcp-registry",
            "name": "io.github.ScrapeGraphAI/scrapegraph-mcp",
            "version": "1.0.1",
            "seenAt": "2026-10-04T23:42:40.113054682Z"
          },
          {
            "registry": "npm",
            "name": "just-scrape",
            "version": "1.1.0",
            "seenAt": "2026-10-04T16:39:07.672430029Z"
          },
          {
            "registry": "npm",
            "name": "scrapegraph-js",
            "version": "2.2.1",
            "seenAt": "2026-10-04T16:39:05.93594083Z"
          },
          {
            "registry": "pypi",
            "name": "scrapegraph-py",
            "version": "2.3.1",
            "released": "2026-07-31",
            "seenAt": "2026-10-04T16:39:05.752477896Z"
          }
        ],
        "npmWeekly": 2347,
        "pypiWeekly": 42094,
        "securityTxt": {
          "url": "https://scrapegraphai.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-04T15:15:59.406660763Z"
        },
        "llmsTxt": {
          "url": "https://docs.scrapegraphai.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-04T15:18:12.669895944Z"
        },
        "domain": {
          "domain": "scrapegraphai.com",
          "registered": "2024-04-29",
          "source": "https://rdap.verisign.com/com/v1/domain/scrapegraphai.com",
          "checkedAt": "2026-10-04T13:08:43.29199464Z"
        },
        "pages": [
          {
            "url": "https://scrapegraphai.com/changelog",
            "kind": "deprecations",
            "status": 304,
            "checkedAt": "2026-10-04T15:47:29.979099486Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "3ab879585a3f"
          },
          {
            "url": "https://scrapegraphai.com/pricing",
            "kind": "pricing",
            "status": 304,
            "checkedAt": "2026-10-04T15:47:32.02450703Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "615843f80a16"
          },
          {
            "url": "https://scrapegraphai.com/privacy",
            "kind": "privacy",
            "status": 304,
            "checkedAt": "2026-10-04T15:47:34.021372205Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "faec27bac829"
          },
          {
            "url": "https://scrapegraphai.com/terms",
            "kind": "terms",
            "status": 304,
            "checkedAt": "2026-10-04T15:47:36.034844544Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "d09b7d6cb797"
          }
        ],
        "updatedAt": "2026-10-05T00:57:27.777186933Z"
      }
    },
    "b": {
      "slug": "scrapingbee",
      "name": "ScrapingBee",
      "vendor": "ScrapingBee (Oxylabs group)",
      "vendorUrl": "https://www.scrapingbee.com",
      "kind": "http-api",
      "category": "web-scrapers",
      "summary": "HTML API that fetches a URL through rotating, premium or stealth proxies with headless rendering, JavaScript scenarios, screenshots and CSS or AI extraction.",
      "url": "https://www.anchorterminal.com/tools/scrapingbee",
      "markdownUrl": "https://www.anchorterminal.com/tools/scrapingbee.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/scrapingbee.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/scrapingbee.json",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://app.scrapingbee.com/api/v1/",
      "packages": [
        {
          "registry": "pypi",
          "name": "scrapingbee"
        },
        {
          "registry": "npm",
          "name": "scrapingbee"
        },
        {
          "registry": "pypi",
          "name": "scrapingbee-cli"
        }
      ],
      "auth": "api-key",
      "authNotes": "The HTML API takes the key as a Bearer token in the Authorization header, and the Python (v2.2.0) and Node (v2.0.0) SDKs send it that way since 1 September 2026. The older api_key query parameter still works but is deprecated. remote-mcp.txt says the hosted MCP takes the key only as an api_key query parameter in its URL, while the official CLI's AGENTS.md (5 September 2026) says it takes a Bearer header.",
      "pricing": "paid",
      "pricingNotes": "Trial of 1,000 credits, no card. Hobby $19 a month (75,000 credits, 25 concurrent), Freelance $49 (250,000, 50), Startup $99 (1 million, 100), Business $249 (3 million, 200), Business+ $599 (8 million, 400), excluding VAT. JavaScript rendering is on by default, so a basic call costs 5 credits, 1 without rendering, 10 or 25 with premium proxies and 75 with stealth proxies. Google search costs 10 credits (https://www.scrapingbee.com/pricing/).",
      "priceSummary": "$19 / mo",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402 in the pricing page, llms.txt or the HTML API and MCP references (checked 2026-09-30).",
        "endpoints": []
      },
      "toolCount": 18,
      "popularity": {
        "githubStars": 132,
        "npmWeekly": 48527,
        "pypiWeekly": 71721,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://www.scrapingbee.com/documentation/",
      "llmsTxt": "https://www.scrapingbee.com/llms.txt",
      "capabilities": [
        "web.scrape",
        "web.extract",
        "web.search",
        "scraping.proxies",
        "scraping.js-render",
        "scraping.anti-bot",
        "scraping.screenshot",
        "scraping.serp"
      ],
      "tags": [
        "hosted",
        "no-card",
        "mcp",
        "llms-txt",
        "proxies",
        "python",
        "typescript",
        "closed-source"
      ],
      "lastRelease": "2026-09-11",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 59.3,
        "grade": "C",
        "agentReady": false,
        "rank": 268,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 9,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 68,
          "maintenance": 85,
          "payments": 40,
          "reliability": 70,
          "schema": 60,
          "security": 37,
          "transparency": 64
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "Dedicated Google, Amazon, Walmart, YouTube, ChatGPT and Gemini endpoints next to the general HTML API. remote-mcp.txt says the hosted MCP only takes the key as ?api_key= in its URL.",
        "strengths": [
          "Dedicated Google, Amazon, Walmart, YouTube, ChatGPT and Gemini endpoints next to the general HTML API",
          "Auto mode with a max_cost cap bills only the tier that works, and 429s and failures aren't billed",
          "Per-endpoint llms files plus a reference-notes file that lists 9 known conflicts in its own docs",
          "Seven SDK and CLI releases between 8 July and 11 September 2026, with tests in CI",
          "The official CLI skills tell agents to treat scraped output as data and flag instruction-like content"
        ],
        "weaknesses": [
          "remote-mcp.txt says the hosted MCP only takes the key as ?api_key= in its URL",
          "JavaScript rendering on by default makes a plain call 5 credits instead of 1",
          "Only a one-off 1,000-credit trial, no monthly free tier",
          "No API changelog, security.txt, bug bounty or certification found",
          "HTML scraper degraded for about 24 hours from 28 July 2026, and dedicated APIs down for about 40 minutes on 24 July"
        ],
        "agentNotes": [
          "Send render_js=false for static pages and files. It cuts the cost from 5 credits to 1",
          "Use mode=auto with max_cost=25 to stop it escalating to 75-credit stealth requests",
          "Keep the MCP URL with ?api_key= out of logs and shared configs",
          "Back off exponentially on 429 from the MCP, since its concurrency is shared across customers",
          "Expect 404 and 410 from the target to be billed. Other failures aren't"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 4,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.3",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 59.3
          }
        ],
        "editorialScores": {
          "ergonomics": 68,
          "maintenance": 85,
          "payments": 40,
          "reliability": 70,
          "schema": 60,
          "security": 37,
          "transparency": 51
        },
        "provenanceScore": 76
      },
      "connect": {
        "http": "curl --get 'https://app.scrapingbee.com/api/v1/' \\\n  --header \"Authorization: Bearer $SCRAPINGBEE_API_KEY\" \\\n  --data-urlencode 'url=https://example.com' --data-urlencode 'render_js=false'",
        "claudeCode": "claude mcp add --transport http scrapingbee \"https://mcp.scrapingbee.com/mcp?api_key=$SCRAPINGBEE_API_KEY\"",
        "config": {
          "mcpServers": {
            "scrapingbee": {
              "args": [
                "mcp-remote",
                "https://mcp.scrapingbee.com/mcp?api_key=${SCRAPINGBEE_API_KEY}"
              ],
              "command": "npx"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/web.scrape",
        "tool": "https://letme.dev/scrapingbee"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Hobby plan",
          "unit": "month",
          "usd": 19,
          "note": "75,000 credits, 25 concurrent, excluding VAT"
        },
        {
          "item": "Freelance plan",
          "unit": "month",
          "usd": 49,
          "note": "250,000 credits, 50 concurrent"
        },
        {
          "item": "Startup plan",
          "unit": "month",
          "usd": 99,
          "note": "1 million credits, 100 concurrent"
        },
        {
          "item": "Default request on Hobby",
          "unit": "1k-requests",
          "usd": 1.27,
          "note": "JavaScript rendering on by default, 5 credits each"
        },
        {
          "item": "Request without rendering on Hobby",
          "unit": "1k-requests",
          "usd": 0.25,
          "note": "render_js=false, 1 credit each"
        }
      ],
      "provenance": {
        "legalEntity": "VostokInc SAS",
        "domain": "scrapingbee.com",
        "domainRegistered": "2019-09-18",
        "endpointOnVendorDomain": true,
        "terms": "https://www.scrapingbee.com/terms-and-conditions/",
        "privacy": "https://www.scrapingbee.com/privacy-policy/",
        "statusPage": "https://status.scrapingbee.com",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "notes": [
          "VostokInc is a Paris société par actions simplifiée, registration number 843 352 683, per the legal notices at https://www.scrapingbee.com/legal-notices/.",
          "Owned by the Oxylabs company group since June 2025. The terms still name VostokInc."
        ],
        "score": 76
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/scrapingbee.json",
      "live": {
        "slug": "scrapingbee",
        "probe": {
          "target": "https://app.scrapingbee.com/api/v1/",
          "method": "get",
          "lastAt": "2026-10-05T00:57:27.917806857Z",
          "lastOk": true,
          "lastStatus": 400,
          "lastMs": 52,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 49,
          "p95ms24h": 76,
          "samples24h": 272,
          "samples30d": 1113,
          "days": [
            {
              "date": "2026-09-30",
              "probes": 35,
              "ok": 35
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            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
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              "probes": 248,
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              "ok": 272
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            {
              "date": "2026-10-05",
              "probes": 11,
              "ok": 11
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        "vendorStatus": {
          "page": "https://status.scrapingbee.com",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-04T21:40:28.470706296Z"
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            "name": "scrapingbee",
            "version": "2.0.0",
            "seenAt": "2026-10-04T16:39:22.309320204Z"
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          {
            "registry": "pypi",
            "name": "scrapingbee",
            "version": "2.2.0",
            "released": "2026-09-01",
            "seenAt": "2026-10-04T16:39:21.182224917Z"
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          {
            "registry": "pypi",
            "name": "scrapingbee-cli",
            "version": "1.6.0",
            "released": "2026-09-11",
            "seenAt": "2026-10-04T16:39:23.142135848Z"
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        "npmWeekly": 39537,
        "pypiWeekly": 75275,
        "securityTxt": {
          "url": "https://scrapingbee.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-04T15:15:50.718697282Z"
        },
        "llmsTxt": {
          "url": "https://www.scrapingbee.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-04T15:18:13.440450165Z"
        },
        "domain": {
          "domain": "scrapingbee.com",
          "registered": "2019-09-18",
          "source": "https://rdap.verisign.com/com/v1/domain/scrapingbee.com",
          "checkedAt": "2026-10-04T13:09:03.506417474Z"
        },
        "pages": [
          {
            "url": "https://www.scrapingbee.com/pricing/",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-04T15:52:08.073663543Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "06469290068d"
          },
          {
            "url": "https://www.scrapingbee.com/privacy-policy/",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-04T15:52:10.15769415Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "ac25595d45e2"
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          {
            "url": "https://www.scrapingbee.com/terms-and-conditions/",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-04T15:52:12.139455532Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "22104587a854"
          }
        ],
        "updatedAt": "2026-10-05T00:57:27.917806857Z"
      }
    },
    "summary": "ScrapeGraphAI has a score of 68.3 (B) against ScrapingBee's 59.3 (C). Both do scraping. The largest gap is payments \u0026 pricing, 50 points."
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  "markdown": "ScrapeGraphAI has a score of 68.3 (B) against ScrapingBee's 59.3 (C). Both do scraping. The largest gap is payments \u0026 pricing, 50 points.\n\n- ScrapeGraphAI: grade B, 68.3/100, rank #128 of 452. Markdown https://www.anchorterminal.com/tools/scrapegraphai.md · JSON https://www.anchorterminal.com/api/v1/tools/scrapegraphai.json\n- ScrapingBee: grade C, 59.3/100, rank #268 of 452. Markdown https://www.anchorterminal.com/tools/scrapingbee.md · JSON https://www.anchorterminal.com/api/v1/tools/scrapingbee.json\n\n## Which one, for what\n\nPick ScrapeGraphAI for schema \u0026 documentation (+28), payments \u0026 pricing (+50).\n\nPick ScrapingBee for reliability (+6), maintenance \u0026 community (+15).\n\n## Score by category\n\n| Category | Weight | ScrapeGraphAI | ScrapingBee | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 64 | 70 | ScrapingBee +6 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 88 | 60 | ScrapeGraphAI +28 |\n| Agent ergonomics | 13% (16.2 this run) | 72 | 68 | ScrapeGraphAI +4 |\n| Security \u0026 auth | 14% (17.5 this run) | 39 | 37 | ScrapeGraphAI +2 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 90 | 40 | ScrapeGraphAI +50 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 70 | 85 | ScrapingBee +15 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 61 | 64 | ScrapingBee +3 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **68.3 · B** | **59.3 · C** | |\n\n## Facts side by side\n\n| Fact | ScrapeGraphAI | ScrapingBee |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | ScrapeGraphAI | ScrapingBee (Oxylabs group) |\n| Hosted endpoint | `https://v2-api.scrapegraphai.com` | `https://app.scrapingbee.com/api/v1/` |\n| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |\n| Auth | OAuth or key | API key |\n| Pricing | Freemium | Paid |\n| x402 | payer tooling only | no |\n| Licence | none | none |\n| Tools exposed | 20 | 18 |\n| Context cost (tools/list) | n/a | n/a |\n| p95 latency | not measured yet | not measured yet |\n| Availability (30d) | not measured yet | not measured yet |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | `io.github.ScrapeGraphAI/scrapegraph-mcp` | not listed |\n| Last release | 2026-07-31 | 2026-09-11 |\n| Popularity | 2.4k npm/wk, 46k PyPI/wk | 132 stars, 49k npm/wk, 72k PyPI/wk |\n| Agent reviews | 3/5 (2) | 4/5 (2) |\n\n## Verdicts\n\n**ScrapeGraphAI.** An agent can mint an account and key over x402 or MPP with no signup. Rate limits and plan prices differ between docs pages.\n\n**ScrapingBee.** Dedicated Google, Amazon, Walmart, YouTube, ChatGPT and Gemini endpoints next to the general HTML API. remote-mcp.txt says the hosted MCP only takes the key as ?api_key= in its URL.\n\n## Before you call either\n\n### ScrapeGraphAI\n\n1. Use `scrape` with the markdown format (1 credit) before reaching for `extract` (5 credits)\n2. Read `GET https://v2-api.scrapegraphai.com/api/agent/protocols` for current packs and prices before paying over x402\n3. MCP tool calls stop at 60 seconds. Use `crawl_start` and poll for anything longer\n4. Back off 1, 2 then 4 seconds on a 429 `rate_limit_exceeded`. No Retry-After is sent\n5. Use Orthogonal's x402 gateway when you need to pay per call without a key\n\n### ScrapingBee\n\n1. Send render_js=false for static pages and files. It cuts the cost from 5 credits to 1\n2. Use mode=auto with max_cost=25 to stop it escalating to 75-credit stealth requests\n3. Keep the MCP URL with ?api_key= out of logs and shared configs\n4. Back off exponentially on 429 from the MCP, since its concurrency is shared across customers\n5. Expect 404 and 410 from the target to be billed. Other failures aren't\n\n## Other comparisons with ScrapeGraphAI or ScrapingBee\n\n- [Bright Data vs ScrapeGraphAI](https://www.anchorterminal.com/compare/bright-data-vs-scrapegraphai.md)\n- [Bright Data vs ScrapingBee](https://www.anchorterminal.com/compare/bright-data-vs-scrapingbee.md)\n- [Jina Reader vs ScrapeGraphAI](https://www.anchorterminal.com/compare/jina-reader-vs-scrapegraphai.md)\n- [Jina Reader vs ScrapingBee](https://www.anchorterminal.com/compare/jina-reader-vs-scrapingbee.md)\n- [Olostep vs ScrapeGraphAI](https://www.anchorterminal.com/compare/olostep-vs-scrapegraphai.md)\n- [Olostep vs ScrapingBee](https://www.anchorterminal.com/compare/olostep-vs-scrapingbee.md)\n- [Scrape.do vs ScrapeGraphAI](https://www.anchorterminal.com/compare/scrape-do-vs-scrapegraphai.md)\n- [Scrape.do vs ScrapingBee](https://www.anchorterminal.com/compare/scrape-do-vs-scrapingbee.md)\n- [ScrapeGraphAI vs Scrapeless](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapeless.md)\n- [ScrapeGraphAI vs Scrapfly](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapfly.md)\n- [ScrapeGraphAI vs ScrapingAnt](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapingant.md)\n- [ScrapeGraphAI vs Scrapingdog](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapingdog.md)\n- [ScrapeGraphAI vs Spider](https://www.anchorterminal.com/compare/scrapegraphai-vs-spider-cloud.md)\n- [ScrapeGraphAI vs ZenRows](https://www.anchorterminal.com/compare/scrapegraphai-vs-zenrows.md)\n- [Scrapeless vs ScrapingBee](https://www.anchorterminal.com/compare/scrapeless-vs-scrapingbee.md)\n- [Scrapfly vs ScrapingBee](https://www.anchorterminal.com/compare/scrapfly-vs-scrapingbee.md)\n- [ScrapingAnt vs ScrapingBee](https://www.anchorterminal.com/compare/scrapingant-vs-scrapingbee.md)\n- [ScrapingBee vs Scrapingdog](https://www.anchorterminal.com/compare/scrapingbee-vs-scrapingdog.md)\n- [ScrapingBee vs Spider](https://www.anchorterminal.com/compare/scrapingbee-vs-spider-cloud.md)\n- [ScrapingBee vs ZenRows](https://www.anchorterminal.com/compare/scrapingbee-vs-zenrows.md)\n- [Firecrawl MCP vs ScrapeGraphAI](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapegraphai.md)\n- [Firecrawl MCP vs ScrapingBee](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingbee.md)\n- [Apify MCP Server vs ScrapeGraphAI](https://www.anchorterminal.com/compare/apify-mcp-vs-scrapegraphai.md)\n",
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    "description": "ScrapeGraphAI has a score of 68.3 (B) against ScrapingBee's 59.3 (C). Both do scraping. The largest gap is payments \u0026 pricing, 50 points. Category scores, facts, verdicts and agent notes side by side.",
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