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Open-Source MCP servers

Production-ready MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

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11,751 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • Scientific Computation MCP

    Aman-Amith-Shastry
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    security
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    quality
    Enables mathematical and scientific computations including linear algebra operations (matrices, eigenvalues, decompositions), vector calculus (gradients, curl, divergence), and visualization of vector fields and functions.
    Last updated -
    1
    MIT License
    • Apple
    • Linux

  • Modal MCP Server

    smehmood
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    license
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    quality
    An MCP server that enables AI agents to interact with Modal, allowing them to deploy apps and run functions in a serverless cloud environment.
    Last updated -
    7
    3
    MIT License

  • MCP Server Modal

    Flux159
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    security
    F
    license
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    quality
    An MCP server that allows users to deploy Python scripts to Modal directly from Claude, providing a link to the deployed application that can be shared with others.
    Last updated -
    1
    4

  • Modal MCP Toolbox

    philipp-eisen
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    security
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    license
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    quality
    Facilitates running Python code in a sandbox and generating images using the FLUX model via an MCP server compatible with clients like Goose and the Claude Desktop App.
    Last updated -
    2
    22
    MIT License

  • MCP-summarization-functions

    Braffolk
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    security
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    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 -
    3
    36
    MIT License

  • mcp-llm

    sammcj
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    security
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    An MCP server that provides LLMs access to other LLMs
    Last updated -
    18
    69
    MIT License

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  • A Share MCP

    24mlight
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    security
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    license
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    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
    458
    MIT License

  • WolframAlpha LLM MCP Server

    Garoth
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    security
    F
    license
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    quality
    Enables querying WolframAlpha's LLM API for natural language questions, providing structured and simplified answers optimized for LLM consumption.
    Last updated -
    208
    3
    46

  • llm-context

    cyberchitta
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    license
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    quality
    Share code context with LLMs via MCP or clipboard
    Last updated -
    6
    283
    Apache 2.0
    • Apple
    • Linux

  • LLM Bridge MCP

    sjquant
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    security
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    license
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    quality
    Enables AI agents to interact with multiple LLM providers (OpenAI, Anthropic, Google, DeepSeek) through a standardized interface, making it easy to switch between models or use multiple models in the same application.
    Last updated -
    1
    6
    MIT License
    • Linux
    • Apple

  • Two Truths and a Twist

    ErgodicLabs
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    security
    A
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    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

  • llm-token-tracker

    wn01011
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    security
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    license
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    quality
    Token usage tracker for OpenAI and Claude APIs with MCP (Model Context Protocol) support.
    Last updated -
    6
    5
    MIT License

  • Cross-LLM MCP Server

    JamesANZ
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    license
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    quality
    A Model Context Protocol server that provides unified access to multiple LLM APIs including ChatGPT, Claude, and DeepSeek, allowing users to call different LLMs from MCP-compatible clients and combine their responses.
    Last updated -
    7
    23
    9
    MIT License

  • Consult LLM MCP

    raine
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    security
    F
    license
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    An MCP server that lets Claude Code consult stronger AI models (o3, Gemini 2.5 Pro, DeepSeek Reasoner) when you need deeper analysis on complex problems.
    Last updated -
    1
    135
    25

  • Web-LLM MCP Server

    ragingwind
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    security
    F
    license
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    quality
    A server that enables browser-based local LLM inference using Playwright to automate interactions with @mlc-ai/web-llm, supporting text generation, chat sessions, model switching, and status monitoring.
    Last updated -
    1

  • A-Share MCP Server

    24mlight
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    security
    A
    license
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    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
    458
    MIT License

  • Vercel Functions MCP Server Template

    mind-protocol
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    security
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    license
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    quality
    A template for deploying MCP servers on Vercel with serverless functions. Includes example tools for rolling dice and fetching weather data to demonstrate basic tool implementation and API integration patterns.
    Last updated -
    MIT License

  • svelte-llm

    khromov
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    security
    A
    license
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    quality
    Svelte and SvelteKit developer odcumentation
    Last updated -
    155
    MIT License

  • Divide and Conquer MCP Server

    landicefu
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    security
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    license
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    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
    33
    7
    MIT License
    • Apple
    • Linux

  • Account and Transaction MCP Server

    ag2-mcp-servers
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    security
    F
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    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 -

  • GCP Billing and Monitoring MCP Server

    RadiumGu
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    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

  • MCP Starter for Puch AI

    Kulraj69
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    security
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    Provides job search capabilities including analyzing job descriptions, fetching job postings from URLs, and searching opportunities, plus basic image processing tools like converting images to black and white.
    Last updated -
    Apache 2.0

  • Multi LLM Cross-Check MCP Server

    lior-ps
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    security
    A
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    quality
    A Model Control Protocol server that integrates with Claude Desktop to enable simultaneous querying and cross-checking of responses from multiple LLM providers including OpenAI, Anthropic, Perplexity AI, and Google Gemini.
    Last updated -
    13
    MIT License
    • Linux
    • Apple

  • Google Calendar and Meet MCP Server

    INSIDE-HAIR
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    security
    F
    license
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    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
    • Apple
    • Linux

  • LLM Researcher

    Code-Hex
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    security
    F
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    quality
    A lightweight MCP server that enables LLMs to search the web via DuckDuckGo, search GitHub code repositories, and extract clean content from web pages in LLM-friendly formats.
    Last updated -
    7
    • Apple
    • Linux

  • claude-debugs-for-you

    jasonjmcghee
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    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

  • MCP Serverless Functions Example

    bridgpal
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    security
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    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 -

  • LLM Gateway MCP Server

    Dicklesworthstone
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    security
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    license
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    quality
    An MCP-native server that enables intelligent task delegation from advanced AI agents like Claude to more cost-effective LLMs, optimizing for cost while maintaining output quality.
    Last updated -
    125
    MIT License

  • MCP Server for Splunk

    deslicer
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    security
    A
    license
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    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

  • Call For Papers MCP

    alperenkocyigit
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    security
    A
    license
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    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