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"A tool for extracting code metadata and exposing it via MCP" matching MCP servers:

  • Perplexity Tool for Claude

    letsbuildagent
    A
    license
    C
    quality
    F
    maintenance
    A custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.
    1
    6
    MIT

  • read-it

    gavinmcfall
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables read-only research on Reddit via the Reddit API, including finding subreddits, searching, and reading comment trees, with support for multiple configured accounts.
    1
    MIT

  • serp-it

    luka-dev
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that aggregates web search results from multiple engines and optionally renders pages to Markdown, providing a unified search interface.
    10
    3
    ISC

  • it-eli-mcp

    matematicsolutions
    A
    license
    A
    quality
    A
    maintenance
    An MCP server for Italian law, enabling live access to legislation via Normattiva and case law from the Constitutional Court, Supreme Court, and administrative courts, with citation verification.
    13
    Apache 2.0

  • Interactive Database Analyst

    Viole07
    F
    license
    Not graded
    quality
    C
    maintenance
    Enables natural-language querying of PostgreSQL databases with schema grounding and self-correcting error recovery. Provides a live audit trace and verifies results through exploratory decomposition and empty-result sanity checks.

  • code-rag-mcp

    qduc
    A
    license
    A
    quality
    D
    maintenance
    Enables semantic search over codebases using natural language queries, returning relevant code snippets with source locations. Integrates with Claude Code for automatic codebase exploration.
    1
    1
    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

  • 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

  • vibe-code-mcp

    arielaizn
    A
    license
    A
    quality
    C
    maintenance
    Connects to vibe-code-best-practices.vercel.app to index 817 tools across 185 sections and 10 domains, routes the right tool/Skill for your project need, and can recommend a full stack.
    9
    MIT

  • mcp-for-spotlight

    shaack
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that exposes macOS Spotlight search as tools, wrapping mdfind and mdls to provide full-text and metadata file search across the system.
    2
    MIT

  • A Share MCP

    24mlight
    A
    license
    C
    quality
    D
    maintenance
    A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.
    2
    41
    646
    MIT

  • code-intel

    nairraf
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides semantic code search and code insights via a knowledge graph, enabling AI to understand, navigate, and modify complex projects with deep dependency and architecture analysis.
    MIT

  • Data Discovery Tool MCP Server

    vodavafrike
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to search and discover data across SQLite and CSV sources through an MCP interface, with metadata indexing and fuzzy search capabilities.
    MIT

  • A-Share MCP Server

    firmmaple
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.
    27
    MIT

  • code-search

    amolchanov
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables semantic code search across indexed code folders using vector embeddings, with support for multiple embedding providers and automatic file watching. Provides an admin UI and integrates with MCP clients for natural language code queries.
    MIT

  • code-search

    RaziStuff
    A
    license
    Not graded
    quality
    B
    maintenance
    Semantic + lexical code search as an MCP server. Agents query in natural language and get back ranked file:line ranges to read precisely.
    9
    MIT