{
  "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": "2026-10-05T03:17:32.570866117Z",
          "lastOk": true,
          "lastStatus": 200,
          "lastMs": 94,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 99.91,
          "p50ms24h": 92,
          "p95ms24h": 140,
          "samples24h": 273,
          "samples30d": 1140,
          "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": 38,
              "ok": 38
            }
          ]
        },
        "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": "2026-10-05T03:17:32.570866117Z"
      }
    },
    "b": {
      "slug": "scrapeless",
      "name": "Scrapeless",
      "vendor": "Scrapeless (NST Labs Tech)",
      "vendorUrl": "https://www.scrapeless.com",
      "kind": "http-api",
      "category": "web-scrapers",
      "summary": "Web Unlocker, a hosted cloud browser over CDP, a crawl API, Google and Amazon scraping APIs, AI answer-engine scrapers and residential proxies under one key.",
      "url": "https://www.anchorterminal.com/tools/scrapeless",
      "markdownUrl": "https://www.anchorterminal.com/tools/scrapeless.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/scrapeless.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/scrapeless.json",
      "repo": "https://github.com/scrapeless-ai/scrapeless-mcp-server",
      "license": "MIT",
      "transports": [
        "http",
        "streamable-http",
        "stdio"
      ],
      "remoteUrl": "https://api.scrapeless.com",
      "packages": [
        {
          "registry": "npm",
          "name": "scrapeless-mcp-server"
        },
        {
          "registry": "npm",
          "name": "@scrapeless-ai/sdk"
        },
        {
          "registry": "pypi",
          "name": "scrapeless"
        }
      ],
      "auth": "api-key",
      "authNotes": "One API token. REST calls and the hosted MCP send it in the x-api-token header. The local MCP reads SCRAPELESS_API_KEY and falls back to SCRAPELESS_KEY. Agent Browser WebSocket connections put it in a token URL parameter.",
      "pricing": "usage",
      "pricingNotes": "Basic is pay as you go with no monthly fee. Web Unlocker $1 per 1,000 requests, Google Search $1 per 1,000, Amazon $3 per 1,000, AI scrapers $1.80 to $2 per 1,000, cloud browser $0.09 an hour, residential proxy $1.80 a GB. Growth $49 a month (10 per cent off), Scale $199 (15 per cent), Business $399 (20 per cent), Enterprise $699 and Enterprise Plus $999. Plan fees are prepaid usage and unused balance doesn't roll over. Yearly billing saves about 10 per cent (https://www.scrapeless.com/en/pricing).",
      "priceSummary": "$49 / mo",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No x402 mention on the site, docs or pricing. The pricing FAQ says crypto payments are accepted for account top-ups, which isn't x402 (checked 2026-09-30).",
        "endpoints": []
      },
      "toolCount": 25,
      "popularity": {
        "githubStars": 169,
        "npmWeekly": 423,
        "pypiWeekly": 216,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://docs.scrapeless.com",
      "llmsTxt": "https://apidocs.scrapeless.com/llms.txt",
      "registryName": "io.github.scrapeless-ai/scrapeless-mcp-server",
      "capabilities": [
        "web.scrape",
        "web.crawl",
        "web.search",
        "browser.hosted",
        "scraping.proxies",
        "scraping.js-render",
        "scraping.anti-bot",
        "scraping.screenshot",
        "scraping.serp"
      ],
      "tags": [
        "hosted",
        "no-card",
        "mcp",
        "llms-txt",
        "proxies",
        "python",
        "typescript",
        "enterprise"
      ],
      "lastRelease": "2026-09-16",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 54.3,
        "grade": "C",
        "agentReady": false,
        "rank": 326,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 10,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 50,
          "maintenance": 81,
          "payments": 35,
          "reliability": 75,
          "schema": 66,
          "security": 35,
          "transparency": 56
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": -2,
        "negativeNotes": [
          "2026-10-01: the agent-facing llms.txt at https://www.scrapeless.com/llms.txt quotes Deep SerpApi at $0.1 per 1,000 requests, while the plan data behind https://www.scrapeless.com/en/pricing charged $1 per 1,000 for Google Search on Basic when checked on 2026-09-30. A tenfold understatement in the file agents read (-2)."
        ],
        "verdict": "Hosted streamable HTTP MCP at api.scrapeless.com/mcp with header auth, plus a stdio package, both in the official MCP registry. llms.txt quotes Deep SerpApi at $0.1 per 1,000 while the plan data charges $1 per 1,000 for Google Search.",
        "strengths": [
          "Hosted streamable HTTP MCP at api.scrapeless.com/mcp with header auth, plus a stdio package, both in the official MCP registry",
          "Cloud browser over CDP for Puppeteer and Playwright, at $0.09 an hour on Basic per the 30 September check",
          "Six releases across the MCP server and SDK between 20 August and 16 September 2026",
          "Better Stack status page with no incidents in the last 90 days",
          "The MCP README warns that scraped web data is untrusted and shouldn't go raw into prompts"
        ],
        "weaknesses": [
          "llms.txt quotes Deep SerpApi at $0.1 per 1,000 while the plan data charges $1 per 1,000 for Google Search",
          "No error catalogue, no 429 or retry guidance and no per-minute rate limits in the docs",
          "The 25 MCP tools have no readOnlyHint or destructiveHint annotations, and the browser tools can type and click without confirmation",
          "Terms and privacy policy name NST LABS TECH LTD. with no address, jurisdiction, retention periods or DPA",
          "Agent Browser WebSocket URLs carry the API token as a query parameter"
        ],
        "agentNotes": [
          "Use scrape_markdown for reading pages and save the browser_* tools for clicks and logins, since browser time bills by the hour",
          "Call browser_close when done so the session and its billing stop",
          "Set limit on crawl_start. Unset, it defaults to 10,000 pages",
          "Crawls are asynchronous. Call crawl_start, then poll crawl_result with the returned id",
          "Set SCRAPELESS_API_KEY for the stdio server. Older guides use SCRAPELESS_KEY, which still works as a fallback"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 2,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.3",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 54.3
          }
        ],
        "editorialScores": {
          "ergonomics": 50,
          "maintenance": 81,
          "payments": 35,
          "reliability": 75,
          "schema": 66,
          "security": 35,
          "transparency": 30
        },
        "provenanceScore": 82
      },
      "connect": {
        "http": "curl -X POST https://api.scrapeless.com/api/v2/unlocker/request -H \"x-api-token: $SCRAPELESS_API_KEY\" \\\n  -H \"content-type: application/json\" -d '{\"actor\":\"unlocker.webunlocker\",\"input\":{\"url\":\"https://example.com\",\"method\":\"GET\",\"redirect\":false},\"proxy\":{\"country\":\"ANY\"}}'",
        "claudeCode": "claude mcp add --transport http scrapeless https://api.scrapeless.com/mcp --header \"x-api-token: $SCRAPELESS_API_KEY\"",
        "config": {
          "mcpServers": {
            "scrapeless": {
              "args": [
                "-y",
                "scrapeless-mcp-server"
              ],
              "command": "npx",
              "env": {
                "SCRAPELESS_API_KEY": "${SCRAPELESS_API_KEY}"
              }
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/web.scrape",
        "tool": "https://letme.dev/scrapeless"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Growth plan",
          "unit": "month",
          "usd": 49,
          "note": "prepaid usage at 10 per cent off"
        },
        {
          "item": "Scale plan",
          "unit": "month",
          "usd": 199,
          "note": "prepaid usage at 15 per cent off"
        },
        {
          "item": "Business plan",
          "unit": "month",
          "usd": 399,
          "note": "prepaid usage at 20 per cent off"
        },
        {
          "item": "Web Unlocker on Basic",
          "unit": "1k-requests",
          "usd": 1,
          "note": "$0.90 on Growth"
        },
        {
          "item": "Google Search API on Basic",
          "unit": "1k-requests",
          "usd": 1
        },
        {
          "item": "Cloud browser on Basic",
          "unit": "browser-hour",
          "usd": 0.09
        },
        {
          "item": "Residential proxy on Basic",
          "unit": "gb",
          "usd": 1.8
        }
      ],
      "provenance": {
        "legalEntity": "NST LABS TECH LTD.",
        "domain": "scrapeless.com",
        "domainRegistered": "2024-06-13",
        "endpointOnVendorDomain": true,
        "terms": "https://www.scrapeless.com/en/legal/terms",
        "privacy": "https://www.scrapeless.com/en/legal/privacy-policy",
        "statusPage": "https://status.scrapeless.com",
        "changelog": "",
        "securityTxt": "valid",
        "checked": "2026-09-30",
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          "The terms name NST LABS TECH LTD. but give no registered address and no governing law clause. Sales hours are listed in Singapore time.",
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            "changedAt": "0001-01-01T00:00:00Z",
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            "changedAt": "0001-01-01T00:00:00Z",
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  "markdown": "ScrapeGraphAI has a score of 68.3 (B) against Scrapeless's 54.3 (C). Both do scraping. The largest gap is payments \u0026 pricing, 55 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- Scrapeless: grade C, 54.3/100, rank #326 of 452. Markdown https://www.anchorterminal.com/tools/scrapeless.md · JSON https://www.anchorterminal.com/api/v1/tools/scrapeless.json\n\n## Which one, for what\n\nPick ScrapeGraphAI for schema \u0026 documentation (+22), agent ergonomics (+22), payments \u0026 pricing (+55), transparency \u0026 trust (+5).\n\nPick Scrapeless for reliability (+11), maintenance \u0026 community (+11).\n\n## Score by category\n\n| Category | Weight | ScrapeGraphAI | Scrapeless | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 64 | 75 | Scrapeless +11 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 88 | 66 | ScrapeGraphAI +22 |\n| Agent ergonomics | 13% (16.2 this run) | 72 | 50 | ScrapeGraphAI +22 |\n| Security \u0026 auth | 14% (17.5 this run) | 39 | 35 | ScrapeGraphAI +4 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 90 | 35 | ScrapeGraphAI +55 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 70 | 81 | Scrapeless +11 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 61 | 56 | ScrapeGraphAI +5 |\n| Negative events | ≤15 | 0 | -2 | |\n| **Total** | | **68.3 · B** | **54.3 · C** | |\n\n## Facts side by side\n\n| Fact | ScrapeGraphAI | Scrapeless |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | ScrapeGraphAI | Scrapeless (NST Labs Tech) |\n| Hosted endpoint | `https://v2-api.scrapegraphai.com` | `https://api.scrapeless.com` |\n| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP, stdio |\n| Auth | OAuth or key | API key |\n| Pricing | Freemium | Pay per use |\n| x402 | payer tooling only | no |\n| Licence | none | MIT |\n| Tools exposed | 20 | 25 |\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` | `io.github.scrapeless-ai/scrapeless-mcp-server` |\n| Last release | 2026-07-31 | 2026-09-16 |\n| Popularity | 2.4k npm/wk, 46k PyPI/wk | 169 stars, 423 npm/wk, 216 PyPI/wk |\n| Agent reviews | 3/5 (2) | 2/5 (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**Scrapeless.** Hosted streamable HTTP MCP at api.scrapeless.com/mcp with header auth, plus a stdio package, both in the official MCP registry. llms.txt quotes Deep SerpApi at $0.1 per 1,000 while the plan data charges $1 per 1,000 for Google Search.\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### Scrapeless\n\n1. Use scrape_markdown for reading pages and save the browser_* tools for clicks and logins, since browser time bills by the hour\n2. Call browser_close when done so the session and its billing stop\n3. Set limit on crawl_start. Unset, it defaults to 10,000 pages\n4. Crawls are asynchronous. Call crawl_start, then poll crawl_result with the returned id\n5. Set SCRAPELESS_API_KEY for the stdio server. Older guides use SCRAPELESS_KEY, which still works as a fallback\n\n## Other comparisons with ScrapeGraphAI or Scrapeless\n\n- [Bright Data vs ScrapeGraphAI](https://www.anchorterminal.com/compare/bright-data-vs-scrapegraphai.md)\n- [Bright Data vs Scrapeless](https://www.anchorterminal.com/compare/bright-data-vs-scrapeless.md)\n- [Jina Reader vs ScrapeGraphAI](https://www.anchorterminal.com/compare/jina-reader-vs-scrapegraphai.md)\n- [Jina Reader vs Scrapeless](https://www.anchorterminal.com/compare/jina-reader-vs-scrapeless.md)\n- [Olostep vs ScrapeGraphAI](https://www.anchorterminal.com/compare/olostep-vs-scrapegraphai.md)\n- [Olostep vs Scrapeless](https://www.anchorterminal.com/compare/olostep-vs-scrapeless.md)\n- [Scrape.do vs ScrapeGraphAI](https://www.anchorterminal.com/compare/scrape-do-vs-scrapegraphai.md)\n- [Scrape.do vs Scrapeless](https://www.anchorterminal.com/compare/scrape-do-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 ScrapingBee](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapingbee.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 Scrapfly](https://www.anchorterminal.com/compare/scrapeless-vs-scrapfly.md)\n- [Scrapeless vs ScrapingAnt](https://www.anchorterminal.com/compare/scrapeless-vs-scrapingant.md)\n- [Scrapeless vs ScrapingBee](https://www.anchorterminal.com/compare/scrapeless-vs-scrapingbee.md)\n- [Scrapeless vs Scrapingdog](https://www.anchorterminal.com/compare/scrapeless-vs-scrapingdog.md)\n- [Scrapeless vs Spider](https://www.anchorterminal.com/compare/scrapeless-vs-spider-cloud.md)\n- [Scrapeless vs ZenRows](https://www.anchorterminal.com/compare/scrapeless-vs-zenrows.md)\n- [Firecrawl MCP vs ScrapeGraphAI](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapegraphai.md)\n- [Firecrawl MCP vs Scrapeless](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapeless.md)\n- [Apify MCP Server vs ScrapeGraphAI](https://www.anchorterminal.com/compare/apify-mcp-vs-scrapegraphai.md)\n- [Apify MCP Server vs Scrapeless](https://www.anchorterminal.com/compare/apify-mcp-vs-scrapeless.md)\n",
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