{"data":{"_id":"69b2da6867df398baec12ef4","name":"Bright Data","slug":"bright-data","url":"https://brightdata.com","description":"","logo":"","category":"Web Scraping","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"SDK and API support suggests structured responses, but no OpenAPI spec limits visibility into response schema optimization and field selection capabilities.","na":false},"access":{"score":8,"confidence":"scanner","evidence":"Strong multi-channel access with REST API, official SDKs in Node and Python, MCP integration (@brightdata/mcp npm package), n8n nodes, and Vercel AI SDK support provides excellent programmatic flexibility.","na":false},"auth":{"score":7,"confidence":"scanner","evidence":"API key-based authentication is agent-friendly and autonomous (no OAuth required), though the absence of explicit scoping documentation and no visible mention of API key granularity limits the score.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"Web scraping/SERP APIs typically have moderate latency due to network requests, but without published rate limits, conditional request support (ETags), or concurrent request guidance, responsiveness is unclear.","na":false},"discoverability":{"score":7,"confidence":"scanner","evidence":"llms.txt file (35KB) and comprehensive developer documentation signal intentional agent support, but the absence of an OpenAPI spec makes automatic API discovery and schema validation difficult.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"Multiple SDK versions and structured packages suggest stable interfaces, but lack of visible API versioning strategy, idempotency key documentation, and consistent error schema descriptions introduces uncertainty.","na":false},"safety":{"score":5,"confidence":"scanner","evidence":"No mention of sandbox/test mode, dry-run capabilities, or scoped API key restrictions; web scraping nature inherently carries risk without explicit safety guardrails for agent autonomy.","na":false},"reactivity":{"score":4,"confidence":"scanner","evidence":"No evidence of webhooks, streaming, or SSE support in the collected signals; agents would rely on polling, which is inefficient for reactive use cases.","na":false}},"agentGrade":"B","agentScore":6.48,"accessMethods":{"restApi":true,"graphql":false,"cli":true,"sdk":["Node (@brightdata/sdk)","Python (brightdata)"],"mcpServer":"none","openApiSpec":"","llmsTxt":true,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":43,"badgeEmbedCount":6,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.727Z","updatedAt":"2026-07-08T15:34:34.180Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:40:39.736Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":280925,"hasStructuredData":true,"hasDeveloperDocs":true,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":true,"path":"/llms.txt","length":35464},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":true}},"packages":{"npm":[{"name":"@brightdata/mcp","description":"An MCP interface into the Bright Data toolset","version":"2.9.0"},{"name":"@brightdata/sdk","description":"JavaScript SDK for Bright Data Web Scraping and SERP APIs","version":"0.2.0"},{"name":"@brightdata/n8n-nodes-brightdata","description":"Bright Data service for scraping purposes in n8n","version":"1.1.1"},{"name":"@endoer/n8n-nodes-brightdata-modified","description":"Bright Data service for scraping purposes in n8n","version":"1.1.7"},{"name":"@brightdata/ai-sdk","description":"Bright Data tools for Vercel AI SDK - scrape, search, and dataset collection","version":"0.1.0"},{"name":"firebase-tools","description":"Command-Line Interface for Firebase","version":"15.9.1"},{"name":"@colors/colors","description":"get colors in your node.js console","version":"1.6.0"},{"name":"@playwright/mcp","description":"Playwright Tools for MCP","version":"0.0.68"},{"name":"colors-cli","description":"Terminal string styling done right","version":"1.0.33"},{"name":"mcp-framework","description":"Framework for building Model Context Protocol (MCP) servers in Typescript","version":"0.2.18"}],"pypi":[{"name":"brightdata","version":"0.4.0.4","description":"Easy to use comprehensive wrapper for brightdata *scrapers, web unlocker, browserapi APIs with async support"}],"cli":true,"sdks":["Node (@brightdata/sdk)","Python (brightdata)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Absence of an OpenAPI specification and safety/sandbox mode makes it difficult for agents to validate requests, understand response schemas, and safely experiment without risk of unintended scraping operations.","agentSummary":"Bright Data offers excellent programmatic access through multiple SDKs, MCP integration, and API-first design with autonomous API key authentication, making it well-suited for agents. However, missing OpenAPI documentation, safety guardrails, and reactivity features limit autonomous decision-making and real-time responsiveness."}}}