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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.

5,503 servers. Last updated -

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    This MCP server provides unified diffs of two text inputs using Python's standard library difflib.
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    MIT License
    • Apple
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    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.
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    MIT License
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    A Model Context Protocol server that extracts and analyzes Python code structures, focusing on import/export relationships between files to help LLMs understand code context.
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    MIT License
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    Allows AI assistants to list tables, read data, and execute SQL queries through a controlled interface, making database exploration and analysis safer and more structured.
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    MIT License
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    Provides access to Prometheus metrics and queries through standardized Model Context Protocol interfaces, allowing AI assistants to execute PromQL queries and analyze metrics data.
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    MIT License
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    Enables browser automation using Python scripts, offering operations like taking webpage screenshots, retrieving HTML content, and executing JavaScript.
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    • Linux

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    This project implements a Model Context Protocol (MCP) server providing Formula One racing data using the Python FastF1 library. Inspired by an existing TypeScript server, it offers similar F1 data functionalities natively in Python via FastF1.
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    MIT License
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    A Python server implementing the Model Context Protocol that exposes tools for querying external APIs, compatible with Claude Desktop and ChatGPT Desktop.
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    An interactive Python code execution tool that allows users and LLMs to safely execute Python code and install packages in isolated Docker containers.
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    Apache 2.0
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    A Model Context Protocol server that provides read-only access to Ontotext GraphDB, enabling LLMs to explore RDF graphs and execute SPARQL queries.
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    GPL 3.0
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    A Python implementation of an MCP server that enables secure, local Bitbucket integration for AI applications, providing tools for repository management, branch creation, file operations, issue tracking, and pull request creation.
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    An MCP server for fetching and transforming web content into various formats.
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    MIT License
    • Apple
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    This server offers secure, read-only access to directory files via the MCP, supporting file searching, .gitignore compliance, path traversal protection, and MIME type detection using the 'file://' URI scheme.
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    MIT License
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    Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
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    MIT License
    • Apple
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    A Model Context Protocol server for IDA interaction and automation. This server provides tools to read IDA database via Large Language Models.
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    MIT License
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    A server that enables programmatic interaction with an already running Abaqus/CAE GUI application, allowing users to execute Python scripts and retrieve message logs through the Model Context Protocol (MCP).
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    MIT License
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    Enables AI models to dynamically create and execute their own custom tools through a meta-function architecture, supporting JavaScript, Python, and Shell runtimes with sandboxed security and human approval flows.
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    A Model Context Protocol (MCP) server that enables integration of Strands agents with Amazon Q and other MCP-compatible systems through a plugin architecture.
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    MIT License
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    Allows executing shell commands within a secure Docker container through Claude's MCP interface, providing Kubernetes tools and isolated environment without host Docker daemon access.
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    MIT License
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    A Model Context Protocol server that connects AI assistants to Bloom Growth's GraphQL API, enabling them to query data and execute operations against the Bloom Growth platform.
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    Enables querying and retrieving content from Confluence through CQL searches and page content fetching, allowing Claude to seamlessly access information stored in Confluence workspaces.
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    MIT License
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    A Model Context Protocol server implementation for interacting with Salesforce through its REST API.
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    Enables direct interaction with the Discord API using both REST API calls and slash command syntax for bot management, server configuration, and message operations.
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    MIT License
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    A cryptocurrency price service that provides real-time crypto pricing information through an MCP (Model Context Protocol) framework with CoinMarketCap API integration.
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    GPL 3.0
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    A Model Context Protocol (MCP) server implementation that provides database interaction and business intelligence capabilities through SQLite. This server enables running SQL queries, analyzing business data, and automatically generating business insight memos.
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    MIT License
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    Added support for STDIO mode and SSE mode Added support for multiple SQL execution, separated by ";" Added ability to query database table names and fields based on table comments Added SQL Execution Plan Analysis Added Chinese field to pinyin conversion
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    MIT License
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    Stop Package Chaos: Unveil Your Mac’s Setup for Targeted ML Debugging
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    MIT License
    • Apple
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    A secure Model Context Protocol server that allows AI models to safely interact with Windows command-line functionality, enabling controlled execution of system commands, project creation, and system information retrieval.
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    MIT License
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    Converts Markdown to styled PDFs using VS Code's markdown styling and Python's ReportLab, with a simple note storage system.
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    A Python bridge for interacting with the macOS Messages app using MCP (Multiple Context Protocol). Simple install using uvx mac-messages-mcp
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    MIT License
    • Apple
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    An MCP server that enables listing and querying Trino tables using Python, providing access to data resources through the Model-Control-Protocol.
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    MIT License
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    A Python-based MCP server that enables interaction with Microsoft Fabric APIs for managing workspaces, lakehouses, warehouses, and tables through natural language.
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    • Apple