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:

  • A
    security
    A
    license
    A
    quality
    The official Redis MCP Server is a natural language interface designed for agentic applications to efficiently manage and search data in Redis.
    Last updated -
    44
    238
    MIT License
    • Apple
  • A
    security
    A
    license
    A
    quality
    Model Context Protocol (MCP) is a new, standardized protocol for managing context between large language models (LLMs) and external systems. In this repository, we provide an installer as well as an MCP Server for Upstash Developer API's.
    Last updated -
    171
    49
    MIT License
    • Linux
    • Apple
  • A
    security
    A
    license
    A
    quality
    The Redis Cloud API MCP Server provides an MCP Server for Redis Cloud's API, allowing you to manage your Redis Cloud resources using natural language.
    Last updated -
    16
    1
    33
    MIT License
  • -
    security
    F
    license
    -
    quality
    A serverless implementation of the Model Context Protocol that provides AWS Cost Explorer tools, enabling users to query, analyze, and forecast AWS costs through natural language interactions.
    Last updated -
    22
    2
  • -
    security
    A
    license
    -
    quality
    Provides access to Redis databases. This server enables LLMs to interact with Redis key-value stores through a set of standardized tools.
    Last updated -
    34
    29
    MIT License
    • Apple
    • Linux
  • -
    security
    A
    license
    -
    quality
    Enables AI models to publish and consume messages from Apache Kafka topics through a standardized interface, making it easy to integrate Kafka messaging with LLM and agent applications.
    Last updated -
    16
    Apache 2.0
    • Linux
    • Apple

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord
  • -
    security
    A
    license
    -
    quality
    Enables AI assistants to perform comprehensive Redis database operations including managing strings, hashes, lists, sets, sorted sets, TTL management, and data backup/restore. Supports secure connections and provides batch operations for efficient Redis interaction through natural language.
    Last updated -
    34
    5
    1
    MIT License
    • Apple
  • A
    security
    A
    license
    A
    quality
    A comprehensive Message Control Protocol (MCP) server for Kafka Schema Registry.
    Last updated -
    82
    23
    Python
    MIT License
    • Apple
    • Linux
  • A
    security
    A
    license
    A
    quality
    Enables users to perform Redis database operations using the Model Context Protocol (MCP) tools, allowing for efficient data management through commands like setting, getting, and scanning hash fields.
    Last updated -
    13
    51
    6
    MIT License
  • -
    security
    A
    license
    -
    quality
    A server that provides Claude with Redis database access and operations through a set of tools for basic operations, lists, hashes, sets, and pub/sub functionality.
    Last updated -
    24
    MIT License
  • -
    security
    F
    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 -
  • -
    security
    F
    license
    -
    quality
    An auto-generated MCP server for Google's Serverless VPC Access API, enabling communication with Google Cloud VPC networks through natural language interactions.
    Last updated -
    • Linux
    • Apple
  • 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
    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
  • 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 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
    F
    license
    -
    quality
    Enables querying and analyzing user, product, and order data with filtering capabilities and real-time statistics. Supports WebSocket connections to XiaoZhi AI platform with automatic reconnection.
    Last updated -
    • Linux
    • Apple
  • -
    security
    A
    license
    -
    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 -
    1
    MIT License
  • 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
    28
    8
    MIT License
  • -
    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
  • -
    security
    A
    license
    -
    quality
    A persistent AI conversation system that uses OpenAI's API integrated with Upstash Redis for session storage, allowing users to maintain context across multiple conversations with support for tool integration via MCP architecture.
    Last updated -
    MIT License
  • -
    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 -
  • 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
    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 -
    1
  • -
    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
    F
    license
    -
    quality
    A basic example of developing and running serverless Model Context Protocol (MCP) using Netlify Functions, demonstrating how to deploy and access serverless functions with customized URLs.
    Last updated -
  • 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 -
    31
    14
    • 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
  • A
    security
    A
    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
  • -
    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