{"id":"vishalmysore-mcp-rag-server","name":"mcp-rag-server","homepage":null,"repo_url":"https://github.com/vishalmysore/mcp-rag-server","category":"ai-ml","subcategories":[],"tags":["mcp","rag","retrieval-augmented-generation","mongodb","gemini","openai","ai-ml","agent-tools"],"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).","use_cases":["Provide an MCP tool interface for RAG workflows to an AI agent","Store and retrieve knowledge/context from MongoDB as part of generation pipelines","Support multi-provider LLM backends for retrieval-augmented responses"],"not_for":["Serving as a general-purpose public API without an MCP-capable client","Use cases requiring strongly documented, turn-key production operational guidance (SLA, monitoring, runbooks) based on available metadata alone","Scenarios where compliance/security requirements are strict and must be evidenced from documentation/code review"],"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.","alternatives":["Other MCP RAG server implementations (e.g., community MCP + vector database stacks)","Self-hosted RAG services with explicit REST/SDK interfaces (LangChain/LlamaIndex-based servers)","Managed RAG platforms (where available) with documented SLAs and security controls"],"af_score":30.2,"security_score":39.0,"reliability_score":25.0,"package_type":"mcp_server","discovery_source":["github"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T20:01:37.426773+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"No authentication mechanism details are available from the provided metadata. MCP servers often rely on host/network controls or MCP client authentication; this cannot be confirmed here."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Self-hosted (repo indicates MIT license); provider model costs depend on the upstream LLMs used."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":30.2,"security_score":39.0,"reliability_score":25.0,"mcp_server_quality":45.0,"documentation_accuracy":30.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":50.0,"rate_limit_clarity":0.0,"tls_enforcement":50.0,"auth_strength":30.0,"scope_granularity":20.0,"dependency_hygiene":50.0,"secret_handling":50.0,"security_notes":"No concrete security/auth/TLS/dependency details were provided in the available input. TLS/auth and secret-handling practices should be validated by reviewing the repository code and documentation.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":40.0,"error_recovery":20.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"unknown","retry_guidance_documented":false,"known_agent_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."]}}