{"data":{"_id":"69b2da6867df398baec12eaf","name":"Groq","slug":"groq","url":"https://groq.com","description":"","logo":"","category":"AI & ML","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":7,"confidence":"scanner","evidence":"As an LLM API, Groq likely supports streaming and reasonable response controls, but without visible OpenAPI spec or detailed documentation signals, token optimization patterns are not fully verifiable.","na":false},"access":{"score":8,"confidence":"scanner","evidence":"Official SDKs in Node.js and Python, LangChain integration, and Vercel AI SDK support provide multiple programmatic access paths; absence of MCP server and OpenAPI spec prevents a higher score.","na":false},"auth":{"score":9,"confidence":"scanner","evidence":"API key authentication is standard for LLM providers and enables autonomous agent authentication without human-in-the-loop or OAuth complexity; ideal for agent use cases.","na":false},"speed":{"score":8,"confidence":"scanner","evidence":"Groq is specifically positioned as a high-speed inference engine with lower latency than competitors; lack of published rate limits and response time data in collected signals prevents a perfect score.","na":false},"discoverability":{"score":5,"confidence":"scanner","evidence":"Developer docs are present but no OpenAPI spec, llms.txt, or agents.json detected; documentation quality cannot be fully assessed from collected signals alone.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"Standard API provider but no explicit signals for idempotency keys, versioning strategy, or consistent schemas; typical SaaS reliability assumed but not confirmed.","na":false},"safety":{"score":6,"confidence":"scanner","evidence":"API key scoping is available for permission control, but no evidence of sandbox/test mode, dry-run capabilities, or operation undo mechanisms in collected signals.","na":false},"reactivity":{"score":7,"confidence":"scanner","evidence":"LLM APIs typically support streaming responses for real-time token delivery; webhooks or polling mechanisms not indicated in collected signals but streaming is strongly implied.","na":false}},"agentGrade":"B+","agentScore":7.2,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":["Node (groq)","Python (groq)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":29,"badgeEmbedCount":5,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.708Z","updatedAt":"2026-04-09T04:26:31.018Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:36:04.661Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":1313284,"hasStructuredData":false,"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":"groq","description":"Tagged template literal for Sanity.io GROQ-queries","version":"5.14.1"},{"name":"@langchain/groq","description":"Groq integration for LangChain.js","version":"1.1.5"},{"name":"groq-js","description":"[![npm stat](https://img.shields.io/npm/dm/groq-js.svg?style=flat-square)](https://npm-stat.com/charts.html?package=groq-js) [![npm version](https://img.shields.io/npm/v/groq-js.svg?style=flat-square)](https://www.npmjs.com/package/groq-js) [![gzip size][","version":"1.29.0"},{"name":"groq-sdk","description":"The official TypeScript library for the Groq API","version":"1.1.1"},{"name":"@ai-sdk/groq","description":"The **[Groq provider](https://ai-sdk.dev/providers/ai-sdk-providers/groq)** for the [AI SDK](https://ai-sdk.dev/docs) contains language model support for the Groq chat and completion APIs, transcription support, and browser search tool.","version":"3.0.29"},{"name":"firebase-tools","description":"Command-Line Interface for Firebase","version":"15.9.1"}],"pypi":[{"name":"groq","version":"1.1.1","description":"The official Python library for the groq API"}],"cli":false,"sdks":["Node (groq)","Python (groq)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Absence of OpenAPI spec, llms.txt, and agents.json makes it harder for agents to discover API capabilities, requirements, and integration patterns compared to more agent-optimized platforms.","agentSummary":"Groq is well-positioned for agent use with excellent speed characteristics, multiple SDK options, and API-key authentication that enables autonomous operation. However, lack of formal API documentation standards (OpenAPI, agents.json) and MCP server support leaves some discoverability gaps that could slow agent integration."}}}