{"id":"harshilchampaneri-mcp-server-build-using-spring-ai-and-java","name":"MCP-Server-build-using-Spring-AI-and-Java","af_score":28.2,"security_score":37.5,"reliability_score":21.2,"what_it_does":"A Java/Spring Boot-based MCP (Model Context Protocol) server implementation built using Spring AI and Spring Data JPA. It is intended to expose application capabilities to MCP-capable AI agents, with persistence via JPA.","best_when":"You can deploy and configure a Spring Boot service and want MCP integration with Java/Spring AI and database-backed capabilities.","avoid_when":"You require strict operational guarantees (uptime/SLA), turnkey hosting, or you cannot provide/maintain the server and its dependencies.","last_evaluated":"2026-04-04T19:58:11.480193+00:00","has_mcp":true,"has_api":false,"auth_methods":["Unknown (not provided)"],"has_free_tier":false,"known_gotchas":["MCP tool behavior/idempotency and error semantics are not verifiable from provided metadata","Without confirmed docs/examples, agent integration may require additional trial-and-error around tool names/inputs/outputs","Database-backed MCP tools may have side effects; ensure safe idempotency patterns if the agent retries"],"error_quality":0.0}