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.

11,281 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • A
    security
    -
    license
    A
    quality
    Enables access to Hong Kong government's official open data portal (DATA.GOV.HK) through natural language queries. Supports searching datasets, browsing categories, and retrieving detailed information about Hong Kong's public data resources.
    Last updated -
    8
    1
    MIT License
  • A
    security
    -
    license
    A
    quality
    A Model Context Protocol server that enables Claude to load CSV files and execute JavaScript data analysis scripts for advanced data exploration and insights generation.
    Last updated -
    2
    8
    MIT License
  • A
    security
    -
    license
    A
    quality
    Server that enables AI assistants to interact with Storybook design systems. Extract component HTML, analyze styles, and help with design system adoption and refactoring.
    Last updated -
    8
    3
    26
    MIT License
  • A
    security
    -
    license
    A
    quality
    The server integrates with the free IMF data API and provides various features to facilitate data retrieval and analysis. The server is built using the FastMCP framework and offers the following functionalities:
    Last updated -
    10
    3
    Apache 2.0
  • A
    security
    -
    license
    A
    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
    1
    Apache 2.0
  • A
    security
    -
    license
    A
    quality
    A server implementing the Model Context Protocol that provides filesystem operations (read/write, directory management, file movement) through a standardized interface with security controls for allowed directories.
    Last updated -
    9
    3
    MIT License

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord
  • A
    security
    -
    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
    431
    MIT License
  • A
    security
    -
    license
    A
    quality
    Provides access to Urban Institute's Education Data API through Claude, enabling users to query and analyze detailed educational data from schools, districts, and universities.
    Last updated -
    2
    2
    MIT License
    • Apple
  • A
    security
    -
    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
    52
    6
    MIT License
    • Apple
    • Linux
  • A
    security
    -
    license
    A
    quality
    A comprehensive Model Context Protocol server that enables AI assistants to interact with and manage Windows systems, providing capabilities for file system operations, process management, system information retrieval, registry operations, service management, network diagnostics, and performance monitoring.
    Last updated -
    7
    2
  • A
    security
    -
    license
    A
    quality
    Provides access to Seoul public data including subway passenger statistics and cultural event information through a Model Context Protocol server.
    Last updated -
    2
    MIT License
  • A
    security
    -
    license
    A
    quality
    Provides seamless access to Malaysia's official government data catalogue, enabling developers to discover, explore, and fetch datasets from the Malaysian government's open data platform through a simple, unified interface.
    Last updated -
    4
    3
    6
    ISC License
  • A
    security
    -
    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
    431
    MIT License
  • A
    security
    -
    license
    A
    quality
    A Model Context Protocol server for data wrangling that provides standardized interfaces for data preprocessing, transformation, and analysis tasks including data aggregation and descriptive statistics.
    Last updated -
    16
    8
    MIT License
    • Linux
    • Apple
  • A
    security
    -
    license
    A
    quality
    A Model Context Protocol server that extracts embedded data (such as i18n translations or key/value configurations) from TypeScript/JavaScript source code into structured JSON configuration files.
    Last updated -
    2
    25
    8
    MIT License
  • A
    security
    -
    license
    A
    quality
    Provides real-time system metrics and information through a Model Context Protocol interface, enabling access to CPU usage, memory statistics, disk information, network status, and running processes.
    Last updated -
    7
    2
    • Apple
    • Linux
  • A
    security
    -
    license
    A
    quality
    Connects to the US Treasury's Fiscal Data API, enabling users to fetch specific treasury statements, access historical data, and generate formatted reports.
    Last updated -
    15
    15
    • Apple
  • A
    security
    -
    license
    A
    quality
    Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
    Last updated -
    2
    487
    MIT License
    • Apple
  • -
    security
    -
    license
    -
    quality
    An MCP Server that enables interaction with Google's Data Labeling API, allowing users to manage datasets, annotations, and labeling tasks through natural language commands.
    Last updated -
  • -
    security
    -
    license
    -
    quality
    Enables comprehensive Google Meet and Calendar management through Google Calendar API v3 and Google Meet API v2, supporting calendar event creation with Meet links, space management, transcription, recording, attendance tracking, and meeting moderation controls.
    Last updated -
    1
  • -
    security
    -
    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 -
    16
    Apache 2.0
    • Apple
    • Linux
  • -
    security
    -
    license
    -
    quality
    This MCP server enables users to interact with AWS Amplify Gen2 application data through natural language, allowing AI assistants like Claude to perform operations on Amplify data models using conversational language instead of complex code.
    Last updated -
    3
  • -
    security
    -
    license
    -
    quality
    Enriches user data by generating and providing social media profile links (Instagram, Facebook, Twitter, LinkedIn) based on user information like name and birth date.
    Last updated -
  • -
    security
    -
    license
    -
    quality
    Enables searching for upcoming academic conferences and events from WikiCFP by keywords, returning detailed information including dates, locations, submission deadlines, and related resources.
    Last updated -
    3
    GPL 3.0
  • -
    security
    -
    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 -
    433
    MIT License
    • Apple
  • -
    security
    -
    license
    -
    quality
    Enables integration with financial transaction data through REST APIs, PostgreSQL databases, and document storage systems. Demonstrates agentic AI capabilities by connecting to Alpha Vantage API and managing financial data through natural language interactions.
    Last updated -
  • -
    security
    -
    license
    -
    quality
    Enables AI applications to access and contextualize organizational knowledge sources including GitHub repositories and internal documentation through standardized MCP protocol integration. Features OAuth 2.1 authentication, vector-based semantic search, and optimized context chunking for enterprise development workflows.
    Last updated -
  • -
    security
    -
    license
    -
    quality
    This server enables multi-agent conversations for interacting with Cirro's biological data platform through its OpenAPI interface, auto-generated using AG2's MCP builder.
    Last updated -