{"data":{"_id":"69b2da6867df398baec12ef1","name":"Crawlbase","slug":"crawlbase","url":"https://crawlbase.com","description":"","logo":"","category":"Web Scraping","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Web scraping APIs typically return full HTML/content payloads; no evidence of field selection, structured response compression, or pagination hints in the available data.","na":false},"access":{"score":8,"confidence":"scanner","evidence":"Strong access coverage with REST API, official SDKs in Node.js and Python, an MCP server (@crawlbase/mcp), and Pipedream integration, though no OpenAPI spec or GraphQL option.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"API key-based authentication enables autonomous agent access without human-in-the-loop, and the homepage mentions agents explicitly, indicating design consideration for programmatic use.","na":false},"speed":{"score":5,"confidence":"scanner","evidence":"Web scraping inherently involves network latency to target sites; no data on rate limits, concurrent request support, or conditional request mechanisms like ETags.","na":false},"discoverability":{"score":6,"confidence":"scanner","evidence":"Developer documentation exists and agents are mentioned on the homepage, but no OpenAPI spec, llms.txt, or agents.json file to aid agent discovery and integration.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"No evidence of idempotency keys, API versioning strategy, or published status page; SDK presence (v1.0.2, v1.0.0) suggests some stability, but limited transparency.","na":false},"safety":{"score":5,"confidence":"scanner","evidence":"API key scoping appears available, but no evidence of sandbox/test mode, dry-run capability, or rate-limit safeguards specific to agents; robots.txt blocking suggests compliance considerations.","na":false},"reactivity":{"score":2,"confidence":"scanner","evidence":"Web scraping is fundamentally a polling-based activity with no indication of webhook, streaming, or SSE support for real-time data delivery.","na":false}},"agentGrade":"B","agentScore":6.32,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (crawlbase)","Python (crawlbase)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":64,"badgeEmbedCount":10,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.727Z","updatedAt":"2026-07-09T12:34:24.941Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:40:30.548Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":176823,"hasStructuredData":false,"hasDeveloperDocs":true,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":true}},"packages":{"npm":[{"name":"crawlbase","description":"Dependency free module for scraping and crawling websites using [Crawlbase](https://crawlbase.com) API","version":"1.0.2"},{"name":"@crawlbase/mcp","description":"MCP server for Crawlbase API - enables web scraping through Model Context Protocol","version":"1.2.0"},{"name":"@iflow-mcp/crawlbase-crawlbase-mcp","description":"MCP server for Crawlbase API - enables web scraping through Model Context Protocol","version":"1.2.0"},{"name":"@pipedream/crawlbase","description":"Pipedream Crawlbase Components","version":"0.1.0"},{"name":"node-nutch","description":"A set of Gulp commands that provide similar functionality to Apache Nutch.","version":"0.4.2"},{"name":"firebase-tools","description":"Command-Line Interface for Firebase","version":"15.9.1"},{"name":"@playwright/mcp","description":"Playwright Tools for MCP","version":"0.0.68"},{"name":"mcp-framework","description":"Framework for building Model Context Protocol (MCP) servers in Typescript","version":"0.2.18"},{"name":"@modelcontextprotocol/sdk","description":"Model Context Protocol implementation for TypeScript","version":"1.27.1"}],"pypi":[{"name":"crawlbase","version":"1.0.0","description":"A Python class that acts as wrapper for Crawlbase scraping and crawling API"}],"cli":false,"sdks":["Node (crawlbase)","Python (crawlbase)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Lack of an OpenAPI specification and agent-discovery files (llms.txt, agents.json) means agents cannot auto-discover the API schema, requiring manual integration setup.","agentSummary":"Crawlbase offers good programmatic access via REST API, SDKs, and MCP server with API-key auth suitable for autonomous agent use, but the absence of an OpenAPI spec and structured discovery mechanisms limits seamless agent integration. Token efficiency is moderate due to inherent web-scraping payload sizes, and the service lacks sandbox/test modes and real-time reactivity features."}}}