{"id":"ramzus-spring-ai-mcp-server-demo","name":"spring-ai-mcp-server-demo","af_score":37.8,"security_score":25.5,"reliability_score":26.2,"what_it_does":"A Docker-compose demo microservices platform (Orders, Payments, Incidents, and an AI Assistant) where Spring Boot REST APIs persist business data and are exposed to AI agents via Model Context Protocol (MCP) servers, configured for use in tools like VS Code MCP integration.","best_when":"Used locally or in a sandbox to prototype AI agent workflows against business-style REST APIs and MCP tooling.","avoid_when":"Avoid using it as a production system without implementing authz, transport/security hardening, and verifying persistence and idempotency semantics for business operations.","last_evaluated":"2026-04-04T19:41:18.217093+00:00","has_mcp":true,"has_api":true,"auth_methods":[],"has_free_tier":false,"known_gotchas":["No documented idempotency guarantees for operations like 'Create a payment' or 'Move order stage'; agents may repeat actions on uncertainty/retries.","Rate limits are not mentioned; agents may generate excessive requests unless externally constrained.","Authentication/authorization is not documented; agent calls may be implicitly trusted in this demo setup.","Pagination style is not described; agents may need guidance for listing endpoints if result sets grow beyond demo sizes."],"error_quality":0.0}