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"Coding tools to understand and manage a large codebase like MCP, CLINE, or ROOCODE" matching MCP servers:

  • RooCode-RAG-Lookup

    Mazchoo
    F
    license
    -
    quality
    D
    maintenance
    Enables semantic search across documents and code repositories using RAG (Retrieval-Augmented Generation) with vector embeddings. Automatically indexes PDF documents and performs relevance-scored lookups through ChromaDB and sentence transformers.

  • write-like-me-mcp

    gwicho38
    A
    license
    -
    quality
    B
    maintenance
    Enables Claude to write in your personal style by learning from your local documents. It provides statistical style context for natural language rewriting, all without any data leaving your machine.
    MIT

  • or-pricer

    viperdriver2000
    F
    license
    -
    quality
    B
    maintenance
    MCP server that provides OpenRouter model pricing data, enabling price lookups, trending/cheapest lists, and model searches without an API key.

  • codebase-indexer

    ygtdgn
    F
    license
    -
    quality
    D
    maintenance
    A semantic codebase indexer MCP server that chunks source code, generates embeddings via Ollama, and stores them in Qdrant for natural-language code search.
    10

  • Smart Coding MCP

    omar-haris
    A
    license
    A
    quality
    F
    maintenance
    Provides intelligent semantic code search using local AI embeddings, enabling natural language queries to find relevant code by meaning rather than exact keywords. Indexes codebases in the background with smart project detection and privacy-first local processing.
    6
    56
    199
    MIT

  • find-a-book-mcp

    Xiaochengzi2048
    A
    license
    A
    quality
    B
    maintenance
    An MCP server for searching and downloading books from Library Genesis, supporting EPUB, MOBI, PDF, and more through natural language queries.
    3
    33
    6
    MIT

  • mcp-tools

    egnaro9
    A
    license
    A
    quality
    B
    maintenance
    Provides five safe tools (calc, search, model_drift, compare_runs, grade_answer) for arithmetic, keyword search, model drift monitoring, eval comparison, and answer grading against sources, all implemented directly from the MCP spec with zero dependencies.
    5
    MIT

  • just-a-mysql-mcp

    xingyuli
    A
    license
    A
    quality
    C
    maintenance
    Read-only MySQL MCP server that lets AI agents list tables, describe schemas, and run SELECT/SHOW/EXPLAIN queries with a row cap, bound to a single database for safety.
    3
    MIT

  • seo-tools-mcp

    antohins
    A
    license
    A
    quality
    B
    maintenance
    Five general-purpose stdio MCP servers for SEO: access to SERP, Wordstat, Google Search Console, Yandex.Webmaster and Yandex.Metrica straight from Claude Code (or any MCP client). All tools are read-only, output is strict JSON. Not tied to a specific site: defaults (GSC property, Webmaster host, Metrica counter) are configured on the fly.
    2
    11
    2
    MIT
  • registry-tools by NimbleBrainInc

    registry-toolsofficial

    NimbleBrainInc
    A
    license
    A
    quality
    F
    maintenance
    Search and resolve MCP server packages on the mpak registry, enabling agents to discover servers, inspect tools, and check credential requirements before installation.
    2
    MIT