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.

11,847 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • -
    security
    F
    license
    -
    quality
    Enables retrieval and analysis of Google Trends data for any search term over the last 12 months. Provides structured timeline data with relative interest scores that can be filtered by geography and category.
    Last updated -
  • -
    security
    F
    license
    -
    quality
    Provides access to Google Trends search interest data with backtesting support, allowing retrieval of historical 30-day trend windows ending at specified cutoff dates for forecasting applications without future information leakage.
    Last updated -
  • A
    security
    A
    license
    A
    quality
    Search and retrieve news articles and trending keywords from Google News and Google Trends. Summarize articles and extract keywords using optional NLP and LLM Sampling to get concise insights.
    Last updated -
    5
    61
    MIT License
  • A
    security
    F
    license
    A
    quality
    A MCP server that aggregates hot trends and rankings from various Chinese websites and platforms including Weibo, Zhihu, Bilibili, and more.
    Last updated -
    21
    226
    183
  • 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
    3
    2
    • Apple
  • -
    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 -

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord
  • -
    security
    A
    license
    -
    quality
    This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Google Data Catalog (beta): https://www.cdata.com/download/download.aspx?sku=HGZK-V&type=beta
    Last updated -
    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
    460
    MIT License
  • -
    security
    F
    license
    -
    quality
    Provides an interface to access Google Analytics Data API through Model Context Protocol (MCP), allowing users to retrieve reports and realtime data from Google Analytics 4 properties.
    Last updated -
    101
    7
  • -
    security
    -
    license
    -
    quality
    A Model Context Protocol server that enables AI assistants like Claude to read from, append to, and format text in Google Documents programmatically.
    Last updated -
    131
    MIT License
    • Linux
    • Apple
  • 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
    460
    MIT License
  • A
    security
    A
    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
  • -
    security
    A
    license
    -
    quality
    A FastMCP-based server that provides data analysis tools for processing, analyzing, and visualizing data with an intuitive Streamlit web interface.
    Last updated -
    2
    MIT License
  • -
    security
    -
    license
    -
    quality
    Enables AI agents to query and retrieve public statistical data from Data Commons through search and observation tools. Provides access to demographic, economic, and other statistical indicators for analysis and research.
    Last updated -
    Apache 2.0
  • -
    security
    A
    license
    -
    quality
    MCP Server for Google Services, with the ability to define your own scopes and bring your own oauth key.
    Last updated -
    3
    MIT License
  • A
    security
    A
    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
    2
    MIT License
  • A
    security
    A
    license
    A
    quality
    MCP Server for Google Cloud Healthcare API enables Agentic AI for a variety of FHIR-based digital health solutions, from smarter clinical workflows for Health Systems to Pre-Auth frameworks for Payers!
    Last updated -
    15
    8
    MIT License
    • Apple
  • -
    security
    F
    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 -
  • A
    security
    A
    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
    A
    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
    37
    8
    MIT License
  • 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
    14
    Apache 2.0
    • Linux
    • Apple
  • -
    security
    F
    license
    -
    quality
    Enables fetching market and options data including OHLCV prices, option chains, Greeks, and corporate events through a pluggable FastAPI service. Supports creating aligned training datasets for financial analysis and uses yfinance by default with support for custom data providers.
    Last updated -
  • -
    security
    F
    license
    -
    quality
    Provides comprehensive statistical analysis tools for industrial data including time series analysis, correlation calculations, stationarity tests, outlier detection, causal analysis, and forecasting capabilities. Enables data quality assessment and statistical modeling through a FastAPI-based MCP architecture.
    Last updated -
    3
  • -
    security
    F
    license
    -
    quality
    An MCP Server that provides access to Personio's HR and personnel data through the Personnel API, allowing interaction with employee records, HR systems, and personnel management functions.
    Last updated -
    • Linux
    • Apple
  • -
    security
    A
    license
    -
    quality
    Transforms high-level business intents into structured Data Product Requirement Prompts through AI-powered conversational refinement. Guides users through clarifying questions to gather comprehensive requirements for automated Business Intelligence dashboard generation.
    Last updated -
    Apache 2.0
  • -
    security
    F
    license
    -
    quality
    Integrates with Google Places API to allow searching, retrieving details, and finding nearby places through an MCP server interface.
    Last updated -
  • A
    security
    A
    license
    A
    quality
    This is a collection of Google-native tools (e.g., Gmail, Calendar) for the MCP protocol, designed to integrate seamlessly with AI clients like Claude or Cursor.
    Last updated -
    32
    15
    13
    MIT License
    • Apple
    • Linux
  • -
    security
    A
    license
    -
    quality
    The intelligent data query plugin under DataFocus that supports multi-round conversations provides plug-and-play ChatBI capabilities.
    Last updated -
    12
    Apache 2.0
  • 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
  • A
    security
    A
    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
    4
    Apache 2.0
  • A
    security
    F
    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 -
    23
    16
    • Apple
  • A
    security
    -
    license
    A
    quality
    An MCP server implementation for accessing Google Analytics 4 (GA4) data, built using the Model Context Protocol TypeScript SDK.
    Last updated -
    5
    101
    67
    MIT License