{"id":"akhildas-ts-mcp-go-server-ak","name":"mcp-go-server-ak","homepage":null,"repo_url":"https://github.com/Akhildas-ts/mcp-go-server-ak","category":"ai-ml","subcategories":[],"tags":["mcp","vector-search","pinecone","openai","go","api-server"],"what_it_does":"An MCP-compatible (per description) Go server that exposes vector search functionality backed by Pinecone for storage/indexing and OpenAI for embeddings/processing. It also includes a health endpoint, search/index endpoints, and authentication endpoints under /auth/* (with optional GitHub OAuth for development and an MCP secret token).","use_cases":["Agent/MCP integration for querying a Pinecone-backed vector index","Indexing/updating vector documents (POST /index)","Semantic search over embedded content (POST /search)","Providing a local or internal service that wraps Pinecone + OpenAI behind an HTTP interface for agents"],"not_for":["Production deployments without verifying authentication, TLS, and operational hardening","Use as a general-purpose API without clear request/response schemas (not provided in README)","Environments that cannot send data/queries to OpenAI and Pinecone"],"best_when":null,"avoid_when":null,"alternatives":["Pinecone + OpenAI directly with your own API wrapper","Other MCP vector search servers (if available) with better documented tool contracts","Managed search/vector frameworks (e.g., Vertex AI Search, Elastic with vector search) depending on requirements"],"af_score":31.5,"security_score":37.8,"reliability_score":20.0,"package_type":"mcp_server","discovery_source":["github"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:20:27.885268+00:00","interface":{"has_rest_api":true,"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":["JWT-based auth (JWT_SECRET env var)","MCP secret token (MCP_SECRET_TOKEN env var, optional)","Optional GitHub OAuth for development (/auth/*, GitHub_* env vars)"],"oauth":true,"scopes":false,"notes":"README indicates JWT_SECRET and optional GitHub OAuth settings for development. It does not document token formats, validation rules, authorization granularity, or how /auth/* endpoints are secured."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing information for the server itself is provided; costs would be driven by Pinecone and OpenAI usage."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":31.5,"security_score":37.8,"reliability_score":20.0,"mcp_server_quality":35.0,"documentation_accuracy":45.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":50.0,"rate_limit_clarity":0.0,"tls_enforcement":20.0,"auth_strength":45.0,"scope_granularity":20.0,"dependency_hygiene":30.0,"secret_handling":70.0,"security_notes":"README recommends using environment variables for API keys and notes .env is gitignored, which helps secret handling. However, TLS enforcement, transport security requirements, authorization model details (scopes/roles), and error/response handling guidance are not documented. JWT and an optional MCP secret token are mentioned, but strength and configuration requirements are unclear.","uptime_documented":0.0,"version_stability":30.0,"breaking_changes_history":30.0,"error_recovery":20.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["MCP/tool contract details (tool names, input/output schemas, auth method for MCP) are not included in the provided README, so agent integration may require source inspection.","API request/response formats for /search and /index are not documented here, making it harder for an agent to construct correct payloads.","Rate limiting behavior is not documented.","The service depends on external APIs (Pinecone/OpenAI); failures may require agent retry/backoff, but retry guidance and error codes are not described."]}}