A
licenseA
qualityA
maintenanceStructural graph map of any codebase. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of
reading everything.
Last updated
16
13
6
MIT
Best Spring MCP Servers
Spring is an open source Java platform that provides comprehensive infrastructure support for developing Java applications.
Why this server?
Extracts packages, classes, and routes from Java/Kotlin Spring framework applications for structural understanding and flow tracing.
Why this server?
Provides enhanced code understanding capabilities for Spring Framework projects, including layer-aware ordering (Controller → Service → Impl → MQ → Mapper/Repository/DAO), annotation parsing, and dependency injection field detection for Java Spring applications.
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Provides tools to search and retrieve Spring documentation, guides, reference materials, and tutorials for the Spring ecosystem, including Spring Boot, Spring AI, and other Spring projects.
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Decompiles Spring framework classes (e.g., JpaRepository, ObservationRegistry) into readable Java source code, enabling AI agents to inspect internal implementations of Spring dependencies.
AlicenseAqualityAmaintenanceDecompiles Maven dependencies into readable Java source directly inside your AI agent.Last updated5671Apache 2.0Why this server?
Enables detection of Spring Dependency Injection registrations and annotations (@Component, @Bean, @Autowired, @Inject) for analyzing Spring-based Java applications.
AlicenseAqualityAmaintenanceAn MCP server providing 63 semantic analysis tools for Java, built directly on Eclipse JDT for compiler-accurate code understanding.Last updated7530MITWhy this server?
Enables academic paper search through Springer repositories, providing access to scientific and technical research publications.
AlicenseAqualityFmaintenanceTools for AI assistant's deep research: * Google search + webpage reading (incl. JS-rendered pages) * Document & decks analysis * YouTube transcript extraction * Patents + academic paper search * Company and competitors research * Prompts for comprehensive-research, fact-check, summarize-url, news-briefing, patent-portfolio-analysis, competitive-analysis, literature-review, technical-deep-diveLast updated815735MITWhy this server?
Supports debugging of applications built with the Spring framework, including navigation of deep Spring stacks and inspection of framework-managed components and dependency injection
AlicenseBqualityAmaintenanceСonnects to live JVMs via JDWP protocol, enabling LLM agents to autonomously debug Java applications — attach to a running process, pause threads, set breakpoints (including conditional), inspect stacks with auto-resolved object fields, evaluate methods, set variable values, and diagnose issues like deadlocks and hung queries.Last updated281MITWhy this server?
Supports Java Spring Boot framework export format for architecture designs, generating project scaffolds in Java.
Why this server?
Provides tools for managing and inspecting Nacos configurations and service discovery across Spring Cloud environments, enabling AI agents to list, get, search, and diff configs, as well as list services and instances.
AlicenseAqualityCmaintenanceA project-aware, read-only Nacos MCP server for Spring Cloud repositories.Last updated83Apache 2.0