Skip to main content
Glama

Open-Source MCP servers

Production-ready MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

9,443 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • -
    security
    A
    license
    -
    quality
    Persistent memory and pattern learning for AI coding assistants via MCP.
    Last updated -
    341
    62
    MIT License
    • Apple
    • Linux
  • A
    security
    A
    license
    A
    quality
    Provides tools for image, audio, and video recognition using Google's Gemini AI through the Model Context Protocol.
    Last updated -
    3
    11
    MIT License
    • Linux
    • Apple
  • A
    security
    A
    license
    A
    quality
    Provides image recognition capabilities using Anthropic Claude Vision and OpenAI GPT-4 Vision APIs, supporting multiple image formats and offering optional text extraction via Tesseract OCR.
    Last updated -
    3
    27
    MIT License
    • Linux
    • Apple
  • -
    security
    A
    license
    -
    quality
    Provides voice recognition and text extraction capabilities with support for both stdio and MCP modes, processing audio files or base64 encoded data and returning structured results with language, emotion, and speaker information.
    Last updated -
    MIT License
  • -
    security
    F
    license
    -
    quality
    A comprehensive document analysis server that performs sentiment analysis, keyword extraction, readability scoring, and text statistics while providing document management capabilities including storage, search, and organization.
    Last updated -
    • Apple
    • Linux
  • A
    security
    A
    license
    A
    quality
    Enables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.
    Last updated -
    1
    14
    MIT License
    • Apple

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord
  • -
    security
    A
    license
    -
    quality
    An intelligent document processing system that automatically classifies, extracts information from, and routes business documents using the Model Context Protocol (MCP).
    Last updated -
    2
    GPL 3.0
  • -
    security
    A
    license
    -
    quality
    Enables real-time indexing and semantic search of local documents (PDF, Word, text, Markdown, RTF) using vector embeddings and local LLMs. Monitors folders for changes and provides natural language search capabilities through Claude Desktop integration.
    Last updated -
    5
    MIT License
    • Apple
  • -
    security
    F
    license
    -
    quality
    All In One Model Context Protocol: qdrant, google suite (gmail, calendar, ...), jira, gitlab, CLI, ...
    Last updated -
    87
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.
    Last updated -
    27
    424
    MIT License
  • -
    security
    A
    license
    -
    quality
    Real-time hydrological information retrieval service that provides water level, precipitation, dam discharge data, and observatory location information.
    Last updated -
    1
    Apache 2.0
    • Linux
    • Apple
  • -
    security
    F
    license
    -
    quality
    An MCP server that enables users to query documents from Google Drive using AI assistance, providing tools for searching vector databases and generating answers based on document content.
    Last updated -
  • -
    security
    F
    license
    -
    quality
    A Model Context Protocol server that allows Claude Desktop to perform document operations on Microsoft Word, Excel, and PDF files including creation, editing, and format conversion.
    Last updated -
    38
    • Apple
  • -
    security
    F
    license
    -
    quality
    Enables reading and processing various document formats including Word, PDF, RTF, and text files. Supports extracting media elements like images and links, with features for PDF page range selection and automatic text encoding detection.
    Last updated -
    2
  • -
    security
    A
    license
    -
    quality
    A Model Context Protocol (MCP) server that allows interaction with PDF and EPUB documents, designed to work with Windsurf IDE by Codeium.
    Last updated -
    7
    MIT License
  • -
    security
    A
    license
    -
    quality
    A sophisticated server that enables AI assistants to automatically analyze codebases and generate comprehensive, professional documentation.
    Last updated -
    1
    MIT License
    • Linux
    • Apple
  • -
    security
    A
    license
    -
    quality
    An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.
    Last updated -
    5
    MIT License
    • Apple
    • Linux
  • -
    security
    F
    license
    -
    quality
    Provides AI tools with access to ProudNet documentation through search, page retrieval, and section listing capabilities. Enables users to query ProudNet networking library documentation using natural language.
    Last updated -
    3
    2
    • Apple
  • -
    security
    F
    license
    -
    quality
    Enables AI-powered document analysis and querying for project documentation using vector embeddings stored in Redis. Supports document upload, context-aware Q\&A, automatic test case generation, and requirements traceability through OpenAI integration.
    Last updated -
    637
  • -
    security
    F
    license
    -
    quality
    Provides multilingual text translation capabilities using Baidu Translate API with support for language detection and advanced features like context filling and zero-width character obfuscation for testing agent robustness.
    Last updated -
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.
    Last updated -
    27
    424
    MIT License
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol implementation that enables AI assistants to interact with markdown documentation files, providing capabilities for document management, metadata handling, search, and documentation health analysis.
    Last updated -
    14
    58
    42
    MIT License
    • Apple
    • Linux
  • -
    security
    F
    license
    -
    quality
    A unified HTTP/HTTPS service that exposes Model Context Protocol (MCP) functionality over HTTP endpoints, allowing clients to list available tools and call them through a standardized API.
    Last updated -
    8
  • -
    security
    F
    license
    -
    quality
    A Model Context Protocol (MCP) server providing comprehensive access to the XRP Ledger (XRPL). This service enables AI models to interact with XRPL through standardized endpoints.
    Last updated -
    3
  • -
    security
    F
    license
    -
    quality
    Enables deep analysis of SEC EDGAR filings through universal company search, document content extraction, and advanced filing search capabilities. Provides AI-ready access to business descriptions, risk factors, financial statements, and full-text search across any public company's SEC documents.
    Last updated -
  • A
    security
    F
    license
    A
    quality
    A Model Context Protocol (MCP) server that interacts with system APIs, allowing users to check connections, search employees, register breakfast, and update chemical information by shifts.
    Last updated -
    21
    9
  • -
    security
    A
    license
    -
    quality
    Provides semantic memory and persistent storage for Claude, leveraging ChromaDB and sentence transformers for enhanced search and retrieval capabilities.
    Last updated -
    3
    692
    Apache 2.0
    • Linux
  • -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables Claude to execute SQL queries on Snowflake databases with automatic connection lifecycle management.
    Last updated -
    44
    MIT License
    • Apple
    • Linux
  • A
    security
    A
    license
    A
    quality
    Enables AI agents to break down complex tasks into manageable pieces using a structured JSON format with task tracking, context preservation, and progress monitoring capabilities.
    Last updated -
    15
    49
    6
    MIT License
    • Apple
    • Linux
  • -
    security
    F
    license
    -
    quality
    An MCP Server that enables interaction with Google's Service Usage API, allowing management and control of which Google Cloud Platform APIs and services are enabled for a project.
    Last updated -