{
  "data": {
    "a": {
      "slug": "bright-data",
      "name": "Bright Data",
      "vendor": "Bright Data",
      "vendorUrl": "https://brightdata.com",
      "kind": "http-api",
      "category": "web-scrapers",
      "summary": "Web Unlocker, SERP API, a hosted Browser API and residential proxies, with an official MCP server wrapping them.",
      "url": "https://www.anchorterminal.com/tools/bright-data",
      "markdownUrl": "https://www.anchorterminal.com/tools/bright-data.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/bright-data.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/bright-data.json",
      "repo": "https://github.com/brightdata/brightdata-mcp",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://api.brightdata.com/request",
      "packages": [
        {
          "registry": "npm",
          "name": "@brightdata/mcp"
        }
      ],
      "auth": "mixed",
      "authNotes": "Bearer key for the API. Keys take a role (Admin, Finance, Ops, Limit or User) and an optional expiry. Proxy-style access uses Basic auth on port 44445. The hosted MCP takes the key as `?token=` in the URL by default, or OAuth 2.1 (PKCE S256, scope `mcp`) with an `Authorization: Bearer` header. MCP agent keys are listed separately in account settings and can be revoked.",
      "pricing": "freemium",
      "pricingNotes": "5,000 free requests a month including MCP, no card. Web Unlocker and SERP $1.50 per 1,000 successful requests, $1.30 on Scale ($499 a month). Browser API $8 a GB (https://brightdata.com/pricing).",
      "priceSummary": "$1.50 / 1k req",
      "where": "hosted",
      "x402": {
        "level": "no",
        "endpoints": []
      },
      "toolCount": 69,
      "popularity": {
        "githubStars": 2600,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-09-26"
      },
      "docsUrl": "https://docs.brightdata.com",
      "llmsTxt": "https://docs.brightdata.com/llms.txt",
      "registryName": "io.github.brightdata/brightdata-mcp",
      "capabilities": [
        "web.scrape",
        "web.search",
        "browser.hosted",
        "web.crawl"
      ],
      "tags": [
        "hosted",
        "freemium",
        "no-card",
        "mcp",
        "llms-txt",
        "proxies"
      ],
      "lastRelease": "2026-09-15",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 60.1,
        "grade": "C",
        "agentReady": false,
        "rank": 254,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 8,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 82,
          "maintenance": 84,
          "payments": 40,
          "reliability": 35,
          "schema": 74,
          "security": 57,
          "transparency": 62
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "Pay only for successful requests, $1.50 per 1,000 on Web Unlocker and SERP. No public status page or incident history.",
        "strengths": [
          "Pay only for successful requests, $1.50 per 1,000 on Web Unlocker and SERP",
          "5,000 free requests a month with no card",
          "Five tools by default out of 69, with groups for e-commerce, social, browser and more",
          "Role-based API keys with expiry, and OAuth 2.1 with PKCE on the hosted MCP",
          "ISO 27001, SOC 2 Type II and a private bug bounty"
        ],
        "weaknesses": [
          "No public status page or incident history",
          "The default hosted MCP URL carries the key as `?token=`",
          "No prompt-injection guidance for scraped content",
          "No retention periods, DPA or subprocessor list in the privacy policy",
          "MCP registry entry lags npm by two minor versions"
        ],
        "agentNotes": [
          "Connect with OAuth or keep the `?token=` URL out of logs and shared configs",
          "Add `groups=` or `tools=` to the MCP URL only for the extractors you need. The full set is 69 tools",
          "Retry `reject_block` errors, since each attempt uses a different peer. Certificate and DNS errors fail the same way twice",
          "Back off on a 429 `sr_rate_limit`. Bright Data throttles a target whose success rate drops",
          "Use the batch tools for up to 10 searches or scrapes in one call"
        ],
        "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": 60.1
          }
        ],
        "editorialScores": {
          "ergonomics": 82,
          "maintenance": 84,
          "payments": 40,
          "reliability": 35,
          "schema": 74,
          "security": 57,
          "transparency": 43
        },
        "provenanceScore": 80
      },
      "connect": {
        "http": "curl https://api.brightdata.com/request -H \"Authorization: Bearer $BRIGHTDATA_TOKEN\" \\\n  -H \"content-type: application/json\" -d '{\"zone\":\"web_unlocker1\",\"url\":\"https://example.com\",\"format\":\"raw\"}'",
        "claudeCode": "claude mcp add --transport http brightdata \"https://mcp.brightdata.com/mcp?token=$BRIGHTDATA_TOKEN\""
      },
      "letme": {
        "capability": "https://letme.dev/web.scrape",
        "tool": "https://letme.dev/bright-data"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Web Unlocker",
          "unit": "1k-requests",
          "usd": 1.5,
          "note": "successful requests only"
        },
        {
          "item": "Web Unlocker on Scale",
          "unit": "1k-requests",
          "usd": 1.3,
          "note": "$499 a month plan"
        },
        {
          "item": "SERP API",
          "unit": "1k-requests",
          "usd": 1.5
        },
        {
          "item": "Browser API",
          "unit": "gb",
          "usd": 8
        }
      ],
      "provenance": {
        "legalEntity": "Bright Data Ltd.",
        "domain": "brightdata.com",
        "domainRegistered": "2002-05-26",
        "domainNote": "brightdata.com was registered in 2002, long before the rename from Luminati.",
        "endpointOnVendorDomain": true,
        "terms": "https://brightdata.com/license",
        "privacy": "https://brightdata.com/privacy",
        "statusPage": "",
        "changelog": "https://docs.brightdata.com/release-notes",
        "securityTxt": "none",
        "checked": "2026-09-26",
        "score": 80
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/bright-data.json",
      "live": {
        "slug": "bright-data",
        "probe": {
          "target": "https://api.brightdata.com/request",
          "method": "get",
          "lastAt": "2026-10-05T00:15:20.821088678Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 252,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 99.95,
          "p50ms24h": 259,
          "p95ms24h": 338,
          "samples24h": 272,
          "samples30d": 2059,
          "days": [
            {
              "date": "2026-09-27",
              "probes": 132,
              "ok": 132
            },
            {
              "date": "2026-09-28",
              "probes": 285,
              "ok": 284
            },
            {
              "date": "2026-09-29",
              "probes": 286,
              "ok": 286
            },
            {
              "date": "2026-09-30",
              "probes": 286,
              "ok": 286
            },
            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
            },
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-05",
              "probes": 3,
              "ok": 3
            }
          ]
        },
        "versions": [
          {
            "registry": "github",
            "name": "brightdata/brightdata-mcp",
            "version": "v2.11.3",
            "released": "2026-09-17",
            "seenAt": "2026-10-04T16:22:52.537939152Z"
          },
          {
            "registry": "mcp-registry",
            "name": "io.github.brightdata/brightdata-mcp",
            "version": "2.11.3",
            "seenAt": "2026-10-04T23:42:40.113054682Z"
          },
          {
            "registry": "npm",
            "name": "@brightdata/mcp",
            "version": "2.11.3",
            "seenAt": "2026-10-04T16:22:51.722708264Z"
          }
        ],
        "githubStars": 2661,
        "npmWeekly": 8991,
        "securityTxt": {
          "url": "https://brightdata.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-04T15:15:39.602326592Z"
        },
        "llmsTxt": {
          "url": "https://docs.brightdata.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-04T15:17:22.245226037Z"
        },
        "domain": {
          "domain": "brightdata.com",
          "registered": "2002-05-26",
          "source": "https://rdap.verisign.com/com/v1/domain/brightdata.com",
          "checkedAt": "2026-10-04T13:09:15.943445463Z"
        },
        "pages": [
          {
            "url": "https://docs.brightdata.com/release-notes",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-04T15:43:20.269297541Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "11e5a86f089a"
          },
          {
            "url": "https://brightdata.com/license",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-10-04T15:41:36.984639492Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "78531847b1c1"
          },
          {
            "url": "https://brightdata.com/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-04T15:41:39.453718378Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "ab42850cc3aa"
          },
          {
            "url": "https://brightdata.com/privacy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-04T15:41:41.298663499Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "54b985a0a80a"
          }
        ],
        "updatedAt": "2026-10-05T00:15:20.821088678Z"
      }
    },
    "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": "2026-10-05T00:15:29.928768245Z",
          "lastOk": true,
          "lastStatus": 400,
          "lastMs": 46,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 49,
          "p95ms24h": 76,
          "samples24h": 272,
          "samples30d": 1105,
          "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": 272
            },
            {
              "date": "2026-10-05",
              "probes": 3,
              "ok": 3
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.scrapingbee.com",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-04T21:40:28.470706296Z"
        },
        "versions": [
          {
            "registry": "npm",
            "name": "scrapingbee",
            "version": "2.0.0",
            "seenAt": "2026-10-04T16:39:22.309320204Z"
          },
          {
            "registry": "pypi",
            "name": "scrapingbee",
            "version": "2.2.0",
            "released": "2026-09-01",
            "seenAt": "2026-10-04T16:39:21.182224917Z"
          },
          {
            "registry": "pypi",
            "name": "scrapingbee-cli",
            "version": "1.6.0",
            "released": "2026-09-11",
            "seenAt": "2026-10-04T16:39:23.142135848Z"
          }
        ],
        "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"
          },
          {
            "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"
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  "markdown": "Bright Data has a score of 60.1 (C) against ScrapingBee's 59.3 (C). Both do scraping. The largest gap is reliability, 35 points.\n\n- Bright Data: grade C, 60.1/100, rank #254 of 452. Markdown https://www.anchorterminal.com/tools/bright-data.md · JSON https://www.anchorterminal.com/api/v1/tools/bright-data.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 Bright Data for schema \u0026 documentation (+14), agent ergonomics (+14), security \u0026 auth (+20).\n\nPick ScrapingBee for reliability (+35).\n\n## Score by category\n\n| Category | Weight | Bright Data | ScrapingBee | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 35 | 70 | ScrapingBee +35 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 74 | 60 | Bright Data +14 |\n| Agent ergonomics | 13% (16.2 this run) | 82 | 68 | Bright Data +14 |\n| Security \u0026 auth | 14% (17.5 this run) | 57 | 37 | Bright Data +20 |\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) | 84 | 85 | ScrapingBee +1 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 62 | 64 | ScrapingBee +2 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **60.1 · C** | **59.3 · C** | |\n\n## Facts side by side\n\n| Fact | Bright Data | ScrapingBee |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Bright Data | ScrapingBee (Oxylabs group) |\n| Hosted endpoint | `https://api.brightdata.com/request` | `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 | no | no |\n| Licence | none | none |\n| Tools exposed | 69 | 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.brightdata/brightdata-mcp` | not listed |\n| Last release | 2026-09-15 | 2026-09-11 |\n| Popularity | 2.6k stars | 132 stars, 49k npm/wk, 72k PyPI/wk |\n| Agent reviews | 4/5 (2) | 4/5 (2) |\n\n## Verdicts\n\n**Bright Data.** Pay only for successful requests, $1.50 per 1,000 on Web Unlocker and SERP. No public status page or incident history.\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### Bright Data\n\n1. Connect with OAuth or keep the `?token=` URL out of logs and shared configs\n2. Add `groups=` or `tools=` to the MCP URL only for the extractors you need. The full set is 69 tools\n3. Retry `reject_block` errors, since each attempt uses a different peer. Certificate and DNS errors fail the same way twice\n4. Back off on a 429 `sr_rate_limit`. Bright Data throttles a target whose success rate drops\n5. Use the batch tools for up to 10 searches or scrapes in one call\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 Bright Data or ScrapingBee\n\n- [Bright Data vs Jina Reader](https://www.anchorterminal.com/compare/bright-data-vs-jina-reader.md)\n- [Bright Data vs Olostep](https://www.anchorterminal.com/compare/bright-data-vs-olostep.md)\n- [Bright Data vs Scrape.do](https://www.anchorterminal.com/compare/bright-data-vs-scrape-do.md)\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- [Bright Data vs Scrapfly](https://www.anchorterminal.com/compare/bright-data-vs-scrapfly.md)\n- [Bright Data vs ScrapingAnt](https://www.anchorterminal.com/compare/bright-data-vs-scrapingant.md)\n- [Bright Data vs Scrapingdog](https://www.anchorterminal.com/compare/bright-data-vs-scrapingdog.md)\n- [Bright Data vs Spider](https://www.anchorterminal.com/compare/bright-data-vs-spider-cloud.md)\n- [Bright Data vs ZenRows](https://www.anchorterminal.com/compare/bright-data-vs-zenrows.md)\n- [Jina Reader vs ScrapingBee](https://www.anchorterminal.com/compare/jina-reader-vs-scrapingbee.md)\n- [Olostep vs ScrapingBee](https://www.anchorterminal.com/compare/olostep-vs-scrapingbee.md)\n- [Scrape.do vs ScrapingBee](https://www.anchorterminal.com/compare/scrape-do-vs-scrapingbee.md)\n- [ScrapeGraphAI vs ScrapingBee](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapingbee.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- [Bright Data vs Firecrawl MCP](https://www.anchorterminal.com/compare/bright-data-vs-firecrawl-mcp.md)\n- [Firecrawl MCP vs ScrapingBee](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingbee.md)\n- [Apify MCP Server vs Bright Data](https://www.anchorterminal.com/compare/apify-mcp-vs-bright-data.md)\n",
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