{"id":"jamesward-spring-devtools-mcp-server","name":"spring-devtools-mcp-server","af_score":39.5,"security_score":9.5,"reliability_score":17.5,"what_it_does":"Provides an MCP (Model Context Protocol) server for Spring developers, intended to expose tools that let AI assistants query information about a running Spring application (served over an SSE endpoint on localhost by default).","best_when":"Used locally during development for assistant-driven introspection of a Spring app, with only trusted clients reaching the MCP/SSE endpoint.","avoid_when":"When deployed publicly or reachable by untrusted networks/assistants, or when you require clear, documented tool schemas and error/retry semantics.","last_evaluated":"2026-04-04T19:39:16.917431+00:00","has_mcp":true,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["No documented auth: agents/tools must assume only trusted local access, or add network controls externally.","SSE endpoint suggests streaming; agent compatibility depends on MCP client support for SSE (proxy may be required).","README lacks specifics on available MCP tools, schemas, and expected errors, so agents may need manual discovery/testing."],"error_quality":0.0}