{"data":{"_id":"69b2da6867df398baec12eeb","name":"Browserless","slug":"browserless","url":"https://browserless.io","description":"","logo":"","category":"Web Scraping","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":7,"confidence":"scanner","evidence":"OpenAPI spec shows field selection and pagination support, reducing unnecessary data transfer, though no batch endpoints limit efficiency for bulk operations.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"REST API with 60 endpoints, CLI tool (@browserless/cli), and multiple SDKs (Node via n8n integration, Playwright MCP framework) provide good programmatic access, but no native MCP server limits AI agent integration.","na":false},"auth":{"score":6,"confidence":"scanner","evidence":"OpenAPI spec shows no auth methods listed, suggesting either API key-based auth that wasn't detected or potentially unauthenticated access, creating ambiguity about autonomous agent authentication capabilities.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"Homepage response time was not measured, and no rate limit or concurrency information available in signals; browser automation inherently involves latency, but 60 documented endpoints suggest mature API infrastructure.","na":false},"discoverability":{"score":8,"confidence":"scanner","evidence":"Complete OpenAPI spec at /swagger.json with 60 endpoints, developer documentation present on homepage, and predictable REST patterns make API highly discoverable, though no llms.txt or agents.json limits AI-native discoverability.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"No signals about idempotency keys, API versioning, or status pages visible in collected data; mature package ecosystem (v2.43.0) and multiple implementations suggest stability, but reliability practices are not explicitly confirmed.","na":false},"safety":{"score":5,"confidence":"scanner","evidence":"Browser automation inherently has safety implications (arbitrary code execution), and no explicit signals about sandbox modes, test environments, or scoped permissions; presence of debugger tools suggests development features but no production safety mechanisms are evident.","na":false},"reactivity":{"score":4,"confidence":"scanner","evidence":"No webhooks, streaming, or SSE mentioned in signals; browser automation is inherently request-response based, making real-time reactivity difficult and polling inefficient for most use cases.","na":false}},"agentGrade":"B","agentScore":6.46,"accessMethods":{"restApi":true,"graphql":false,"cli":true,"sdk":["Node (n8n-nodes-browserless)"],"mcpServer":"none","openApiSpec":"https://browserless.io/swagger.json","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":41,"badgeEmbedCount":6,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.725Z","updatedAt":"2026-05-25T10:34:53.503Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:40:09.313Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":94242,"hasStructuredData":false,"hasDeveloperDocs":true,"hasAgentMentions":false,"responseTimeMs":null},"openapi":{"found":true,"specUrl":"https://browserless.io/swagger.json","endpointCount":60,"hasFieldSelection":true,"hasPagination":true,"hasBatchEndpoints":false,"authMethods":[]},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":false,"hasSitemap":true}},"packages":{"npm":[{"name":"n8n-nodes-browserless","description":"n8n mode integrate with Browserless platform","version":"1.1.3"},{"name":"@browserless.io/browserless","description":"The browserless platform","version":"2.43.0"},{"name":"@browserless.io/debugger","description":"The web-client for browserless/chrome debugging","version":"2.3.1"},{"name":"@bochilteam/scraper","description":"Browserless scraper module","version":"5.0.1"},{"name":"browserless-debugger","description":"The web-client for browserless/chrome debugging","version":"1.0.5"},{"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":"@browserless/cli","description":"Command-line interface for headless browser automation. Take screenshots, generate PDFs, and extract content from websites.","version":"10.12.1"},{"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":[],"cli":true,"sdks":["Node (n8n-nodes-browserless)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Lack of a native MCP server and unclear/missing authentication documentation prevents seamless autonomous agent integration despite a comprehensive REST API.","agentSummary":"Browserless provides a well-documented REST API with strong discoverability through OpenAPI and multiple SDK options, making it accessible to agents for browser automation tasks. However, the absence of an MCP server, unclear authentication requirements, and limited safety controls for autonomous operation create integration friction for production AI agent workflows."}}}