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  • A
    license
    Not graded
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    maintenance
    A Model Context Protocol server for deep codebase understanding of Python projects, focusing on data analysis and scientific computing. It provides architectural analysis, pattern detection, dependency mapping, test coverage analysis, and AI-optimized context generation.
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables coding agents to turn existing Compose and SwiftUI previews into a static Storybook-style gallery, including setup diagnosis, coverage analysis, and generating or building the gallery. It automates the creation of browsable component catalogs for native mobile apps without requiring a SaaS account.
    5
    173 npm
    11
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to dynamically generate technology-specific prompts and modular templates for PRD, codebase analysis, and bug analysis through programmable tools, supporting 31 technology stacks and multiple analysis dimensions.
    6
    44 npm
    4
    MIT
  • A
    license
    A
    quality
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    maintenance
    A comprehensive development toolkit with 23 tools covering code quality analysis, development efficiency, and project management. Enables AI-assisted code review, test generation, performance analysis, SQL generation, UI component creation, and automated project documentation.
    24
    381 npm
    39
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    A specialized server that provides advanced TypeScript code manipulation and analysis capabilities, enabling refactoring, navigation, diagnostics, and module analysis through Claude.
    11
    97,954 npm
    453
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    PHP static analysis MCP server with 11 tools for querying 60+ code quality metrics, detecting problems (God Class, dependency cycles, SOLID violations), analyzing dependencies, identifying refactoring priorities, and mapping test coverage — all from live analysis data.
    11
    1 npm
    92
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A version-agnostic MCP server for Odoo that enables AI agents to interact with any Odoo app's data, schema, and source code, supporting tasks like data CRUD, schema mapping, code analysis, and feature implementation.
    14
    7
    MIT
  • F
    license
    A
    quality
    Not graded
    maintenance
    Static analysis engine that detects schema mismatches between data producers (like MCP servers) and consumers (like client code), preventing runtime errors by validating contracts at development time.
    11
    -
  • F
    license
    A
    quality
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    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
    A
    maintenance
    Enables AI coding agents to test C++ code by running static analysis, sanitizers (ASan, TSan, LSan, UBSan), and performance profiling through eight MCP tools.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Analyzes frontend project code (React, Vue, Angular) and converts it into AI-understandable flow diagrams and object structures. Provides tools for code analysis, variable/function/component inspection, and project structure insights.
    7 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A multi-purpose MCP server with 11 tools for math, text analysis, data conversion, code analysis, charts, generators (UUIDs, hashes), datetime operations, regex matching, color conversions, CSV parsing, and diff comparison.
    ISC
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables starting code analysis and obtaining code analysis reports via the MCP protocol, integrating with Tencent Cloud Code Analysis (TCA).
    35 npm
    1
    ISC
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides documentation generation and analysis tools for AI agents, including JSDoc generation, README analysis, changelog generation, API documentation, and code comment analysis.
    44 npm
    MIT