Built Devintel — a Spring Boot intelligence MCP server that allows AI agents like Claude, Cursor, and GitHub Copilot to statically analyze Spring Boot projects using deterministic AST analysis.
Instead of relying on an LLM running on the server, this project performs direct code intelligence extraction and exposes it through MCP tools.
Current tools:
mapEndpoints
detectN1Issues
analyzeTransactionalBoundaries
analyzeSecurityIssues
runFullAnalysis
Tech stack:
Java 21
Spring Boot
Spring AI MCP Server
JavaParser AST
JGit
Supports:
Public GitHub repositories
Local project analysis
Agent-native workflows
Disclaimer:
SonarQube and related MCP integrations already exist in the ecosystem for broader static analysis workflows.
This project takes a different direction — lightweight, Spring Boot-focused, agent-native analysis designed specifically for MCP-based AI workflows and extensible custom intelligence tooling.
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I Built an MCP Server for Spring Boot Code Intelligence | NatokHD