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.

6,854 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • A
    security
    F
    license
    A
    quality
    A Model Context Protocol server for querying large JSON files using JSONPath expressions, enabling LLMs to efficiently search and extract information from large JSON data.
    Last updated -
    3
    1
    TypeScript
  • A
    security
    A
    license
    A
    quality
    This server enables users to download entire websites and their assets for offline access, supporting configurable depth and concurrency settings.
    Last updated -
    1
    4
    Python
    MIT License
  • A
    security
    A
    license
    A
    quality
    Provides intelligent summarization capabilities through a clean, extensible architecture. Mainly built for solving AI agents issues on big repositories, where large files can eat up the context window.
    Last updated -
    5
    11
    33
    TypeScript
    MIT License
  • A
    security
    A
    license
    A
    quality
    Jinni is a tool to efficiently provide Large Language Models the context of your projects. It gives a consolidated view of relevant project files complete with metadata, overcoming the limitations and inefficiencies of reading files one by one. The philosophy behind this tool is that LLM context wi
    Last updated -
    2
    264
    Python
    Apache 2.0
    • Linux
    • Apple
  • A
    security
    A
    license
    A
    quality
    Enables searching for Airbnb listings and retrieving detailed accommodation information with direct links to Airbnb pages.
    Last updated -
    2
    JavaScript
    MIT License
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that enables AI assistants to interact with Google Gemini CLI, allowing them to leverage Gemini's large token window for analyzing files and codebases using natural language commands.
    Last updated -
    4
    1,411
    425
    JavaScript
    MIT License
    • Apple
    • Linux

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord
  • A
    security
    A
    license
    A
    quality
    Implementation of an MCP server for the RAG Web Browser Actor. This Actor serves as a web browser for large language models (LLMs) and RAG pipelines, similar to a web search in ChatGPT.
    Last updated -
    1
    330
    77
    JavaScript
    Apache 2.0
    • Apple
  • -
    security
    F
    license
    -
    quality
    A TypeScript MCP server that allows querying documents using LLMs with context from locally stored repositories and text files through a RAG (Retrieval-Augmented Generation) system.
    Last updated -
    1
    JavaScript
    • Apple
    • Linux
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server for interacting with the Figma API that handles large Figma files efficiently through memory-aware chunking and pagination capabilities.
    Last updated -
    7
    2
    TypeScript
    MIT License
  • A
    security
    A
    license
    A
    quality
    A server that enables Claude Desktop to generate images using Google's Gemini AI models through the Model Context Protocol (MCP).
    Last updated -
    7
    11
    JavaScript
    MIT License
  • -
    security
    A
    license
    -
    quality
    An MCP-compatible system that handles large files (up to 200MB) with intelligent chunking and multi-format document support for advanced retrieval-augmented generation.
    Last updated -
    2
    Python
    MIT License
  • A
    security
    F
    license
    A
    quality
    A Model Context Protocol (MCP) server that enables AI assistants to perform comprehensive file operations including finding, reading, writing, editing, searching, moving, and copying files with security validations.
    Last updated -
    7
    TypeScript
  • A
    security
    A
    license
    A
    quality
    Provides ripgrep search capabilities to MCP clients like Claude, allowing high-performance text searches across files on your system.
    Last updated -
    5
    91
    9
    JavaScript
    MIT License
    • Apple
  • -
    security
    A
    license
    -
    quality
    Connects Bear Notes to AI assistants using semantic search and RAG (Retrieval-Augmented Generation), allowing AI systems to access and understand your personal knowledge base through meaningful search rather than just keyword matching.
    Last updated -
    8
    3
    JavaScript
    MIT License
    • Apple
  • A
    security
    A
    license
    A
    quality
    Professional Gemini API integration for Claude and MCP-compatible hosts with intelligent model selection and advanced file handling capabilities.
    Last updated -
    4
    2
    TypeScript
    MIT License
  • -
    security
    F
    license
    -
    quality
    An MCP server that enables interacting with Google's Indexing API, allowing agents to submit URLs to Google for indexing or removal from search results through natural language commands.
    Last updated -
    Python
  • -
    security
    F
    license
    -
    quality
    Implements Retrieval-Augmented Generation (RAG) using GroundX and OpenAI, allowing users to ingest documents and perform semantic searches with advanced context handling through Modern Context Processing (MCP).
    Last updated -
    1
    Python
    • Linux
    • Apple
  • A
    security
    A
    license
    A
    quality
    Integrates Tavily's search API with LLMs to provide advanced web search capabilities, including intelligent result summaries, domain filtering for quality control, and configurable search parameters.
    Last updated -
    3
    64
    9
    JavaScript
    MIT License
    • Linux
  • -
    security
    F
    license
    -
    quality
    Connects a RAG application to open-webui using Model Context Protocol (MCP), enabling server-to-client communication for context retrieval and tool usage in remote environments through Server-Sent Events (SSE).
    Last updated -
    1
    Python
  • A
    security
    F
    license
    A
    quality
    Enhances large language models with competitive programming knowledge by leveraging OI-Wiki content through vector search, allowing models to retrieve relevant algorithms and techniques.
    Last updated -
    1
    36
    Python
  • -
    security
    A
    license
    -
    quality
    An MCP server that enables RAG (Retrieval-Augmented Generation) on markdown documents by converting them to embedding vectors and performing vector search using DuckDB.
    Last updated -
    Python
    Apache 2.0
    • Apple
  • A
    security
    A
    license
    A
    quality
    Enables web content scanning and analysis by fetching, analyzing, and extracting information from web pages using tools like page fetching, link extraction, site crawling, and more.
    Last updated -
    6
    7
    TypeScript
    MIT License
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that enables AI assistants like Claude to interact with Bing Webmaster Tools API, allowing users to manage sites, submit URLs for indexing, analyze traffic, and access other webmaster tools through natural language.
    Last updated -
    62
    1
    Python
    MIT License
  • A
    security
    A
    license
    A
    quality
    An MCP server that enables users to download webpages as markdown files using r.jina.ai service, with features for configurable download directories and automatic date-stamped filenames.
    Last updated -
    5
    2
    25
    JavaScript
    MIT License
    • Linux
    • Apple
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that enables LLM clients to fetch, analyze, and extract insights from real-time WallStreetBets posts, comments, and shared links for market analysis.
    Last updated -
    6
    9
    Python
    MIT License
    • Apple
  • 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
    346
    11
    TypeScript
    MIT License
    • Apple
    • Linux
  • -
    security
    A
    license
    -
    quality
    A server that integrates Retrieval-Augmented Generation (RAG) with the Model Control Protocol (MCP) to provide web search capabilities and document analysis for AI assistants.
    Last updated -
    Python
    Apache 2.0
  • A
    security
    F
    license
    A
    quality
    Enables searching for files by name fragments via JSON-RPC or an HTTP REST API, with options for direct use or integration with other tools like VS Code.
    Last updated -
    1
    JavaScript
    • Apple
    • Linux
  • -
    security
    -
    license
    -
    quality
    Implements a RAG workflow that integrates with any custom knowledge base and can be triggered directly from the Cursor IDE.
    Last updated -
    Python
  • A
    security
    A
    license
    A
    quality
    Enables search capabilities using a Google Custom Search Engine, allowing users to input a search term and retrieve search result titles, links, and snippets, while facilitating integration with other tools for content extraction and advanced search strategies.
    Last updated -
    1
    13
    Python
    The Unlicense
  • -
    security
    A
    license
    -
    quality
    "primitive" RAG-like web search model context protocol server that runs locally. ✨ no APIs ✨
    Last updated -
    43
    Python
    MIT License
    • Linux
    • Apple
  • A
    security
    F
    license
    A
    quality
    A Model Context Protocol (MCP) server for advanced code analysis and editing with semantic search capabilities, enabling AI assistants to perform complex code operations through a standardized interface.
    Last updated -
    15
    Python