{"id":"moises-paschoalick-ai-spring-mcp-server","name":"ai-spring-mcp-server","af_score":51.0,"security_score":16.5,"reliability_score":12.5,"what_it_does":"A small Spring AI + MCP (Model Context Protocol) server that exposes two example MCP tools for managing a simple in-memory list of courses: list all courses and fetch a course by title. It is intended to run without an HTTP web interface (STDIO transport).","best_when":"You want a minimal, local/dev-friendly MCP tool server example that runs over STDIO for integration with an MCP-capable LLM/agent client.","avoid_when":"You need secure multi-tenant access, persistent storage, audit logging, or strong operational guarantees; this repo appears to be an educational study project with only basic functionality.","last_evaluated":"2026-04-04T19:49:56.896415+00:00","has_mcp":true,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["Tool outputs include course lookup returning null when not found; agents may need to handle null/missing results explicitly.","No auth is documented; ensure the STDIO transport is only accessible in a trusted environment.","The dataset appears to be initialized in-memory with example courses; results may reset on restart unless extended."],"error_quality":0.0}