{"_id":"69b2da6867df398baec12eee","name":"ScrapingBee","slug":"scrapingbee","url":"https://scrapingbee.com","description":"","logo":"","category":"Web Scraping","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Web scraping inherently returns variable-size HTML/DOM content, but the API likely supports extraction rules and selective field parsing; no evidence of advanced filtering, pagination parameters, or response compression options.","na":false},"access":{"score":8,"confidence":"scanner","evidence":"Multiple programmatic access methods including REST API, official Node and Python SDKs, n8n integration, Pipedream components, and an MCP server (scraping-bee-mcp), providing excellent coverage for agent integration.","na":false},"auth":{"score":9,"confidence":"scanner","evidence":"API key-based authentication with no OAuth friction enables autonomous agent authentication; evidence of scoped API usage across multiple SDK implementations suggests proper credential isolation.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"Web scraping inherently incurs rendering latency (browser automation required); no data on rate limits, concurrent request support, or conditional request mechanisms, which are critical for agent performance.","na":false},"discoverability":{"score":6,"confidence":"scanner","evidence":"Homepage contains structured data and developer documentation, but no OpenAPI spec found; documentation appears to exist but predictability of API patterns and error clarity are unverified.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"No evidence of idempotency keys, API versioning strategy, or status page in collected signals; consistent response schemas for scraping tasks are likely but unconfirmed given the variable nature of web content extraction.","na":false},"safety":{"score":7,"confidence":"scanner","evidence":"Sandbox/test mode capability is implied by the MCP server for testing extraction rules; scoped API keys and the ability to test rules before execution provide reasonable safety boundaries, though explicit dry-run support is unconfirmed.","na":false},"reactivity":{"score":2,"confidence":"scanner","evidence":"Web scraping is fundamentally request-response based with no indication of webhooks, streaming, or event-driven capabilities; agents must use polling to monitor scraping job completion.","na":false}},"agentGrade":"B","agentScore":6.76,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (scrapingbee)","Python (scrapingbee)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":51,"badgeEmbedCount":9,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.726Z","updatedAt":"2026-05-25T10:38:57.046Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:40:21.792Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":180861,"hasStructuredData":true,"hasDeveloperDocs":true,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":false,"hasSitemap":true}},"packages":{"npm":[{"name":"scrapingbee","description":"ScrapingBee Node SDK","version":"1.8.2"},{"name":"n8n-nodes-scrapingbee","description":"n8n node to call ScrapingBee API services.","version":"0.1.6"},{"name":"scraping-bee-mcp","description":"ScrapingBee MCP server for testing web scraping extract rules","version":"1.0.8"},{"name":"@pipedream/scrapingbee","description":"Pipedream ScrapingBee Components","version":"0.0.3"},{"name":"spb-unofficial-wrapper","description":"An unofficial nodeJS wrapper for the ScrapingBee API","version":"1.1.0"},{"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":"scrapingbee","version":"2.0.2","description":"ScrapingBee Python SDK"}],"cli":false,"sdks":["Node (scrapingbee)","Python (scrapingbee)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"No OpenAPI specification and lack of webhook/streaming support force agents into polling patterns for job status, introducing latency and inefficiency in agent workflows.","agentSummary":"ScrapingBee is well-positioned for agent use with excellent programmatic access via REST API, multiple SDKs, and an MCP server, combined with frictionless API key authentication. However, the absence of an OpenAPI spec, missing webhooks, and inherent rendering latency from browser-based scraping limit real-time agent responsiveness and discoverability."}}