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107,117 servers. Updated
20 Best MySQL MCP Servers: compared and ranked, October 2026Ranked from 611 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    Not graded
    quality
    D
    maintenance
    A Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables document-based question answering using OpenAI's GPT-4 with semantic search and embeddings. Upload PDF, TXT, or Markdown files and get answers strictly based on document content with source attribution and confidence scores.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server that enables introspection of any MCP server's registered tools by exposing mcpreg/list, mcpreg/get, and mcpreg/query tools, making tool registry accessible even when the underlying SDK lacks list_tools().
    MIT
  • A
    license
    A
    quality
    Not graded
    maintenance
    Enables users to access, search, and get recommendations from AWS documentation through natural language queries. Supports both global AWS documentation and AWS China documentation with tools to fetch pages, search content, and discover related resources.
    3
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Provides AI agents with access to a comprehensive database of 200+ Next.js documentation URLs for intelligent document selection and retrieval. Enables Claude and other AI assistants to analyze user queries and recommend the most relevant Next.js documentation pages.
    1
    20 npm
    13
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server for KG Financial's payment services integration, enabling AI coding tools to generate accurate code by automatically searching payment integration documentation through natural language queries.
    6
    20 npm
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to access Ramp's developer documentation and API schemas through natural language queries. Provides contextual answers about API endpoints, authentication methods, data relationships, and implementation patterns for developers building on Ramp's platform.
    4
    -
  • A
    license
    A
    quality
    D
    maintenance
    A unified MCP server for Glyphs font design software, integrating handbook queries and API reference lookups. Enables searching documentation, managing plugins, and accessing development templates through Claude.
    2
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    This server allows users to interact with their Zotero library through the Model Context Protocol, providing tools for searching items, retrieving metadata, and accessing full text using natural language queries.
    3
    1,082 PyPI
    162
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides comprehensive contextual information about npm packages including README files, versions, dependencies, download statistics, and search functionality. Enables users to explore and analyze npm packages through natural language queries with intelligent GitHub README fetching and branch fallback.
    9
    MIT