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.

9,479 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables AI assistants to manage meeting data, including creating meeting bots, searching transcripts, and organizing calendar events.
    Last updated -
    20
    MIT License
    • Apple
  • A
    security
    A
    license
    A
    quality
    A tool for querying and analyzing materials data from the Materials Project database using natural language prompts, enabling materials scientists to explore properties, structures, and compositions of materials through conversational interfaces.
    Last updated -
    3
    1
    BSD 3-Clause
  • -
    security
    A
    license
    -
    quality
    Enhances meetings by providing technology trivia questions, interesting fun facts, and current GitHub trending repositories. Generates formatted meeting notes with engaging content to make meetings more interactive and informative.
    Last updated -
    MIT License
  • -
    security
    A
    license
    -
    quality
    The Materials Project MCP Server is server that provides programmatic access to the Materials Project database. It enables LLMs, to search, analyze, and retrieve up to date materials science data.
    Last updated -
    2
    MIT License
    • Apple
    • Linux
  • -
    security
    A
    license
    -
    quality
    An MCP server that enables AI assistants to create and run Processing sketches directly through natural language commands.
    Last updated -
    3
    MIT License
    • Apple
    • Linux
  • A
    security
    A
    license
    A
    quality
    Provides structured spec-driven development workflow tools for AI-assisted software development with sequential spec creation (Requirements → Design → Tasks). Features a real-time web dashboard for monitoring project progress and managing development workflows.
    Last updated -
    14
    5,200
    1,941
    GPL 3.0
    • Apple
    • Linux

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord
  • A
    security
    A
    license
    A
    quality
    An intelligent MCP server that helps development teams maintain high-quality project documentation by providing an AI-powered workflow for creating comprehensive specifications through requirements, design, and implementation documents.
    Last updated -
    1
    277
    98
    MIT License
    • Apple
    • Linux
  • 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
  • A
    security
    F
    license
    A
    quality
    Enforces disciplined programming practices by requiring AI assistants to audit their work and produce verified outputs at each phase of development, following structured workflows for refactoring, feature development, and testing.
    Last updated -
    20
    9
    8
  • A
    security
    A
    license
    A
    quality
    A server for programmatically creating and managing n8n workflows with a REST API interface, supporting workflow creation, validation, and export.
    Last updated -
    210
    360
    MIT License
  • -
    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
    A Model Context Protocol server that provides access to materials databases through the OPTIMADE API, with focus on Google DeepMind's GNoME dataset containing millions of predicted crystal structures.
    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
    F
    license
    A
    quality
    Provides automated Git workflow tools for committing, creating pull requests, and merging with proper GitHub authentication handling. Supports complete Git workflows from commit to merge with dry run capabilities and conventional commit formatting.
    Last updated -
    4
    1
  • -
    security
    A
    license
    -
    quality
    A server implementation of the Model Context Protocol that enables calling iFlytek workflows, supporting complex orchestration modes like sequential, parallel, and looped execution across 14 node types for diverse business scenarios.
    Last updated -
    26
    MIT License
    • Apple
  • -
    security
    A
    license
    -
    quality
    A Context Engineering Framework that provides 9 battle-tested development workflows with smart validation to help AI models follow consistent processes.
    Last updated -
    MIT License
  • -
    security
    F
    license
    -
    quality
    A multi-agent system that analyzes meeting transcripts to generate summaries, extract key points, and identify actionable tasks through an easy-to-use web interface.
    Last updated -
    • Apple
  • 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 provides a conversational interface to the UK Open Banking account information API, allowing agents to interact with bank account data through natural language commands.
    Last updated -
  • -
    security
    F
    license
    -
    quality
    An AI-powered meeting assistant that combines FastAPI backend with React frontend to generate high-quality meeting summaries and provide Q&A functionality using OpenAI and Selenium.
    Last updated -
  • -
    security
    A
    license
    -
    quality
    Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.
    Last updated -
    40
    Apache 2.0
  • -
    security
    F
    license
    -
    quality
    A simple MCP server that enables meeting room booking through an AI assistant, supporting room availability checks and booking operations with React Agent pattern for tool calling.
    Last updated -
    1
  • -
    security
    A
    license
    -
    quality
    Enables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.
    Last updated -
    12
    Apache 2.0
    • Apple
    • Linux
  • A
    security
    F
    license
    A
    quality
    A comprehensive Model Context Protocol (MCP) server that provides 39 professional image processing tools including basic operations, geometric transformations, color adjustments, filter effects, and advanced batch processing capabilities.
    Last updated -
    39
    1
    • Apple
    • Linux
  • -
    security
    A
    license
    -
    quality
    Enables conversion of PDF files to Markdown format with optional image extraction using docling. Supports batch processing of multiple PDFs with structured output including metadata and processing statistics.
    Last updated -
    MIT License
  • -
    security
    A
    license
    -
    quality
    Enable Claude (or any other LLM) to interactively debug your code (set breakpoints and evaluate expressions in stack frame). It's language-agnostic, assuming debugger console support and valid launch.json for debugging in VSCode.
    Last updated -
    427
    MIT License
    • Apple
  • A
    security
    F
    license
    A
    quality
    A Node.js server that provides advanced video and image processing capabilities through the Model Context Protocol, enabling operations like conversion, compression, editing, and effects application.
    Last updated -
    10
    3
    24
    • Apple
    • Linux
  • A
    security
    A
    license
    A
    quality
    A customizable Model Context Protocol server implementation that enables AI models to interact with external tools including weather queries, Google search, and camera control functionality.
    Last updated -
    1
    13
    Apache 2.0
    • Linux
    • Apple
  • A
    security
    F
    license
    A
    quality
    A Model Context Protocol server that provides web search capabilities using Google Custom Search API and webpage content extraction functionality.
    Last updated -
    2
    7
    1
    • Apple
  • A
    security
    A
    license
    A
    quality
    An MCP-compliant server that enables AI assistants like Claude Desktop to access and analyze Intercom support tickets with full conversation history.
    Last updated -
    4
    7
    Apache 2.0
    • Linux