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  • A
    license
    Not graded
    quality
    C
    maintenance
    Easiest framework for building MCP servers with automatic discovery of tools, prompts, and resources, plus enterprise-grade authentication and telemetry.
    66 PyPI
    840
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables interaction with Java Swing applications through MCP, allowing launching, attaching, taking snapshots, clicking, filling forms, and other UI automation via natural language.
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides access to real-time LLM pricing, speed metrics, and performance benchmarks for over 300 models from Artificial Analysis. It enables users to list, filter, and compare models based on costs, tokens per second, and intelligence indices.
    2
    21 npm
    9
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    The server facilitates natural language interactions for exploring and understanding codebases, providing insights into data models and system architecture using a cost-effective, simple setup with support for existing Claude Pro subscriptions.
    4
    27
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  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides comprehensive code analysis through three MCP servers: static analysis for code quality and security, dependency analysis for package management and vulnerabilities, and complexity analysis for maintainability assessment across multiple programming languages.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that provides six code review tools for use with Claude Code or any MCP client. Each tool reads a file from disk, pairs its contents with a structured review prompt, and returns the bundle for the LLM to evaluate.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables MySQL database analysis through natural language, including schema exploration, query execution, performance analysis, and ER diagram generation via the Model Context Protocol.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A powerful Model Context Protocol (MCP) server for seamless Jira integration with AI assistants like Claude. Features advanced search capabilities, intelligent pod aliases, comprehensive ticket analysis, and full API support.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables static analysis of code snippets and public GitHub repositories using ruff and semgrep through a secure MCP SSE server.
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  • F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server designed for SQL analysis that demonstrates sampling capabilities by interacting with SQL files in a local directory. It provides a framework for testing client-side sampling while managing SQL-based contexts.
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