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  • A
    license
    B
    quality
    B
    maintenance
    MCP server for Java/Spring Boot architecture quality analysis and PR review, providing tools like detect_spring_context, review_pr_diff, and scan_violations.
    9
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    A secure-by-default MCP server and CLI for AI agents to inspect Spring Boot repositories and interact with runtime Actuator endpoints, enabling code review, dependency scanning, and monitoring.
    44
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that ingests Spring Boot REST microservices from GitHub, builds a request-flow ontology, and enables natural-language queries about code with flow-aware answers and citations.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI tools to collect a compact, structured context bundle for a Spring Boot + MyBatis screen by walking the dependency graph from a route, controller, or file.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Analyzes Java Spring Boot Maven repositories by scanning source code, building a dependency graph, and exposing tools for architecture overview, change impact, dependency cycles, rule validation, and refactoring targets so LLMs can answer architecture questions without rereading the codebase.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables users to profile public GitHub repositories via a single tool, checking for Spring/Java structure such as pom.xml, src/main/java, Java file counts, and Spring layer annotations to assess suitability for deep local analysis.
    -
  • A
    license
    A
    quality
    A
    maintenance
    Framework-aware code intelligence MCP server that builds a cross-language dependency graph from source code. 53 integrations (Laravel, Django, Rails, Spring, NestJS, Next.js, and more) across 68 languages. 100+ tools for navigation, impact analysis, refactoring, security scanning, session memory, and CI/PR reports — up to 97% token reduction.
    28
    5,033
    102
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Encodes a TypeScript/JavaScript codebase into a deterministic PNG heatmap that vision-capable AI models can read to bypass token limits for codebase-scale audits.
    15
    1
    PolyForm Noncommercial 1.0.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides AI coding agents with ground truth about a Rails app via 45 read-only tools covering schema, models, routes, controllers, views, jobs, and conventions, working over MCP or CLI and functioning even when the app cannot boot.
    156
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Analyzes API codebases from GitHub and Bitbucket repositories to generate Postman collections, business reports, and detailed code insights. Supports multiple frameworks including FastAPI, Spring Boot, Flask, Express, and OpenAPI/Swagger specifications.
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Umbra is the trust layer for AI-generated code. It scores any repo 0-100 with file:line evidence (security, slop, Docker-verified build/boot, and claim receipts that catch agents lying about tests), and guards agent file writes mid-stream blocking leaked keys, alg:none JWTs, and git-hook plants before they land. Tools: scan_repo, guard_content, get_score.
    3
    80
    MIT