{"id":"moises-paschoalick-ai-spring-mcp-server","name":"ai-spring-mcp-server","homepage":null,"repo_url":"https://github.com/moises-paschoalick/ai-spring-mcp-server","category":"devtools","subcategories":[],"tags":["mcp","spring-ai","java","mcp-server","tools","stdio-transport","agent-integration","learning-project"],"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).","use_cases":["Learning/teaching how to build an MCP server with Spring AI","Creating custom AI tools that expose domain data/functions via MCP","Prototyping an agent tool that retrieves course/resource URLs","Demonstrating Spring AI @Tool method exposure over MCP/STDIO"],"not_for":["Production-grade course/content management without hardening (authentication, persistence, validation, observability)","Public deployments where untrusted users can invoke tools (no documented access control)","Use cases requiring robust pagination, search, or large-scale storage"],"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.","alternatives":["Other MCP server examples in Spring AI or other languages/frameworks","Build tools behind a REST/GraphQL API and let the agent call that API (with proper auth/pagination)","Use a hosted MCP/tool platform or managed function-calling service (if available for your stack)"],"af_score":51.0,"security_score":16.5,"reliability_score":12.5,"package_type":"mcp_server","discovery_source":["github"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T19:49:56.896415+00:00","interface":{"has_rest_api":false,"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":[],"oauth":false,"scopes":false,"notes":"No authentication/authorization is described for the MCP server/tools. This is consistent with a local STDIO transport educational example, but it means access control is not documented."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Open-source study project; no pricing information provided."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":51.0,"security_score":16.5,"reliability_score":12.5,"mcp_server_quality":55.0,"documentation_accuracy":70.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":100.0,"rate_limit_clarity":0.0,"tls_enforcement":0.0,"auth_strength":0.0,"scope_granularity":0.0,"dependency_hygiene":30.0,"secret_handling":60.0,"security_notes":"Educational MCP server over STDIO transport with no documented authentication/authorization. TLS is not applicable to STDIO, but lack of access control is a key risk if run in shared/untrusted environments. Dependency hygiene cannot be verified from the provided content; no security measures (input validation, structured error handling, audit logging) are documented.","uptime_documented":0.0,"version_stability":20.0,"breaking_changes_history":20.0,"error_recovery":10.0,"idempotency_support":"false","idempotency_notes":"Tools described are read-only (list/get), so idempotency is effectively fine, but the repo does not document idempotency semantics or error/retry behavior.","pagination_style":"none","retry_guidance_documented":false,"known_agent_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."]}}