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  • A
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    Provides fast, indexed code navigation (definitions, references, callers, etc.) for AI coding agents by leveraging GNU Global (gtags), dramatically reducing context noise compared to grep.
    8
    355 PyPI
    1
    MIT
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    license
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    quality
    D
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    An MCP server that scans codebases to extract structural information (classes, functions, etc.) with flexible filtering options and outputs in LLM-friendly formats.
    1
    2
    GPL 3.0
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    quality
    F
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    Provides C++ code intelligence tools for AI agents via the Model Context Protocol, enabling symbol navigation, type information, and diagnostics.
    9
    48
    Mozilla Public 2.0
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    An MCP server for gitingest. It allows MCP clients like Claude Desktop, Cursor, Cline etc to quickly extract information about Github repositories including repository summaries, project directory structure, file contents, etc
    3
    135
    MIT
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    Send requests to OpenAI, MistralAI, Anthropic, xAI, or Google AI using MCP protocol via tool or predefined prompts. Vendor API key required. Both STDIO and SSE transport mechanisms are supported via arguments.
    11 npm
    11
    MIT
  • A
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    A
    maintenance
    Exposes local Ollama as an MCP server so Claude can delegate drafting, summarization, translation, code review, error explanation, model listing, health checks, and file reading to local models via stdio or HTTP.
    221 npm
    1
    Apache 2.0
  • A
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    quality
    D
    maintenance
    An MCP server for EndstoneMC development, enabling module information queries, code search, plugin template generation, event handling guidance, and development tutorials through natural language.
    2
    MIT
  • A
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    B
    maintenance
    Builds a local-first digital twin of your microservice ecosystem, enabling natural-language questions about project code, architecture, incidents, and more via hybrid search and a knowledge graph.
    Apache 2.0
  • F
    license
    Not graded
    quality
    C
    maintenance
    Provides GitHub repository analysis tools for Claude, including repo summaries, commit history, issue tracking, contributor stats, and code quality assessment. Enables natural language queries about code quality, contributor activity, and repository comparisons.
    -
  • F
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    Not graded
    quality
    D
    maintenance
    An MCP server that enables users to compile C++ code and retrieve assembly output through the Compiler Explorer (godbolt.org) API. It supports standard tool calls and Server-Sent Events for streaming compilation status and results.
    -
  • A
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    maintenance
    MCP server for AI-assisted development on the Lampa open-source TV app, providing read-only access to the source tree with 41 tools and 5 resources for structured analysis, planning, editing, and validation.
    16
    5
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables asking natural-language questions about any GitHub repository and receiving answers grounded in the actual code, with read-only enforcement and automatic repository fetching.
    1
    2 npm
    MIT