{"id":"vishalmysore-mcp-rag-server","name":"mcp-rag-server","af_score":30.2,"security_score":39.0,"reliability_score":25.0,"what_it_does":"mcp-rag-server is an MCP (Model Context Protocol) server intended to provide retrieval-augmented generation (RAG) capabilities by connecting to MongoDB and using LLM providers (listed as Gemini/OpenAI and “A2A support Grok” in the repository description).","best_when":"You want an agent-friendly MCP-based RAG integration and you can validate configuration, security, and operational behavior from the actual repository docs/code.","avoid_when":"You need guaranteed reliability characteristics, explicit documented rate limits, or verified auth/scoping behavior without reviewing the repository itself.","last_evaluated":"2026-04-04T20:01:37.426773+00:00","has_mcp":true,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["Because only repository metadata is provided, tool schemas, parameter conventions, and error semantics for the MCP server are unknown.","RAG servers commonly require careful prompt/context sizing and retrieval parameters; absent docs may lead to poor agent behavior."],"error_quality":0.0}