ai-spring-mcp-server
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).
Score Breakdown
⚙ Agent Friendliness
🔒 Security
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.
⚡ Reliability
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.
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
Interface
Authentication
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
Open-source study project; no pricing information provided.
Agent Metadata
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.
Alternatives
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Scores are editorial opinions as of 2026-04-04.