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MCP Servers for Python

Python is a programming language that lets you work quickly and integrate systems more effectively.

View all MCP Servers

  • Why this server?

    Enables running the MCP server directly using Python via the python -m norman_mcp command for direct execution.

    Norman Finance MCP Serverofficial

    norman-finance
    A
    security
    A
    license
    A
    quality
    Norman Finance is an accounting and tax filing autopilot designed for entrepreneurs in Germany. The Norman Finance MCP server enables new ways of interacting with Norman Finance's accounting, tax, and invoicing services. Simplifying financial workflows by integrating Norman Finance API capabilities
    Last updated -
    34
    4
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Serves as the runtime environment for the MCP server, with commands referencing Python's interpreter for executing the server

    YDB MCPofficial

    ydb-platform
    A
    security
    A
    license
    A
    quality
    Model Context Protocol server for YDB databases that enables AI-powered database operations and natural language interactions with YDB instances from any LLM that supports MCP.
    Last updated -
    5
    17
    Python
    Apache 2.0
    • Linux
    • Apple

  • Why this server?

    Built with Python (3.12+) as the underlying language, providing the runtime environment for the MCP server implementation.

    Doris MCP Serverofficial

    apache
    A
    security
    A
    license
    A
    quality
    Backend service implementing the Model Control Panel protocol that connects to Apache Doris databases, allowing users to execute SQL queries, manage metadata, and potentially leverage LLMs for tasks like natural language to SQL conversion.
    Last updated -
    8
    2
    Python
    Apache 2.0
    • Linux
    • Apple

  • Why this server?

    Provides a Python client interface for interacting with the MCP server and executing Semgrep scans programmatically.

    Semgrep MCP Serverofficial

    semgrep
    A
    security
    A
    license
    A
    quality
    An MCP server that provides a comprehensive interface to Semgrep, enabling users to scan code for security vulnerabilities, create custom rules, and analyze scan results through the Model Context Protocol.
    Last updated -
    6
    140
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Enables execution of SQL queries against StarRocks databases using Python, supporting both read operations (SELECT queries) and write operations (DDL/DML commands).

    StarRocks MCP Serverofficial

    StarRocks
    A
    security
    A
    license
    A
    quality
    Acts as a bridge between AI assistants and StarRocks databases, allowing for direct SQL execution and database exploration without requiring complex setup or configuration.
    Last updated -
    5
    20
    Python
    Apache 2.0

  • Why this server?

    The Databutton MCP server helps build and deploy Python APIs/MCPs for creating business applications.

    Databutton MCP Serverofficial

    databutton
    A
    security
    A
    license
    A
    quality
    An MCP server for doing doing initial app planning and creating a good starting point in Databutton – it starts a new app and generates the initial MVP tasks
    Last updated -
    1
    12
    12
    TypeScript
    MIT License
    • Apple

  • Why this server?

    Supports Python 3.10 for the implementation of the server that integrates with ScapeGraph AI

    ScrapeGraph MCP Serverofficial

    ScrapeGraphAI
    A
    security
    A
    license
    A
    quality
    A production-ready Model Context Protocol server that enables language models to leverage AI-powered web scraping capabilities, offering tools for transforming webpages to markdown, extracting structured data, and executing AI-powered web searches.
    Last updated -
    3
    16
    Python
    MIT License
    • Apple

  • Why this server?

    Offers a Python package installation option for running the AgentMode server without VS Code

    AgentModeofficial

    agentmode
    A
    security
    F
    license
    A
    quality
    An all-in-one Model Context Protocol (MCP) server that connects your coding AI to numerous databases, data warehouses, data pipelines, and cloud services, streamlining development workflow through seamless integrations.
    Last updated -
    Python
    • Apple
    • Linux

  • Why this server?

    Allows LLMs to execute Python code within a specified Conda environment with access to libraries and dependencies

    MCP Code Executor

    bazinga012
    A
    security
    A
    license
    A
    quality
    Allows LLMs to execute Python code in a specified Conda environment, enabling access to necessary libraries and dependencies for efficient code execution.
    Last updated -
    1
    74
    JavaScript
    MIT License
    • Linux
    • Apple

  • Why this server?

    Generates Python implementations for 3D software like Blender, enabling animation control, object manipulation, and other 3D operations through native code.

    3D-MCP

    team-plask
    A
    security
    A
    license
    A
    quality
    A universal Model Context Protocol implementation that serves as a semantic layer between LLMs and 3D creative software, providing a standardized interface for interacting with various Digital Content Creation tools through a unified API.
    Last updated -
    125
    10
    Python
    Apache 2.0

  • Why this server?

    Uses Python dependencies through 'uv' for file conversion capabilities

    Markdownify MCP Server

    zcaceres
    A
    security
    A
    license
    A
    quality
    Converts various file types and web content to Markdown format. It provides a set of tools to transform PDFs, images, audio files, web pages, and more into easily readable and shareable Markdown text.
    Last updated -
    10
    11
    1,570
    TypeScript
    MIT License
    • Apple

  • Why this server?

    Enables searching through Python-specific AWS Lambda Powertools documentation to find relevant implementation guides, features, and usage examples.

    Powertools MCP Search Server

    serverless-dna
    A
    security
    A
    license
    A
    quality
    Enables LLMs to search through AWS Lambda Powertools documentation across multiple runtimes (Python, TypeScript, Java, .NET) using a Model Context Protocol server.
    Last updated -
    2
    120
    20
    TypeScript
    MIT License
    • Apple
    • Linux

  • Why this server?

    Provides stock market data analysis tools for A-share markets through data accessed via Baostock, offering historical K-line data, financial reports, market indices, and macroeconomic indicators.

    A Share MCP

    24mlight
    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 -
    28
    178
    Python
    MIT License

  • Why this server?

    Uses Python to implement the server and interact with Africa's Talking Airtime API to send and manage airtime transactions.

    Africa's Talking Airtime MCP

    nasoma
    A
    security
    A
    license
    A
    quality
    Enables users to manage airtime transactions through the Africa's Talking API, allowing them to check account balance, send airtime to phone numbers, view transaction history, and analyze top-up patterns across supported African countries.
    Last updated -
    5
    1
    Python
    MIT License

  • Why this server?

    Includes Python client examples for connecting to the MCP server, enabling Python applications to execute SQL queries and interact with Firebird databases through the MCP protocol.

    MCP Firebird

    PuroDelphi
    A
    security
    A
    license
    A
    quality
    A server implementing Anthropic's Model Context Protocol (MCP) for Firebird SQL databases, enabling Claude and other LLMs to securely access, analyze, and manipulate data in Firebird databases through natural language.
    Last updated -
    14
    354
    9
    TypeScript
    MIT License
    • Apple
    • Linux

  • Why this server?

    Required runtime (version 3.11+) for running the MCP server

    Interactive Feedback MCP

    noopstudios
    A
    security
    A
    license
    A
    quality
    A MCP server that enables human-in-the-loop workflow in AI-assisted development tools by allowing users to run commands, view their output, and provide textual feedback directly to the AI assistant.
    Last updated -
    1
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Requires Python 3.10+ as the runtime environment for the MCP server implementation.

    Baidu Vector Database MCP Server

    baidu
    A
    security
    A
    license
    A
    quality
    A server that provides access to Baidu Cloud Vector Database functionality through the Model Context Protocol, enabling LLM applications to perform vector searches and database operations via natural language.
    Last updated -
    14
    1
    Python
    Apache 2.0
    • Apple

  • Why this server?

    The MCP server is built on Python and requires Python 3.10+ for operation.

    Mobvoi TTS MCP Server

    mobvoi
    A
    security
    A
    license
    A
    quality
    Model Context Protocol server that enables interaction with Mobvoi's Text to Speech and Voice Clone APIs, allowing MCP clients like Cursor, Claude Desktop, and Cline to generate speech and clone voices.
    Last updated -
    4
    1
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    Leverages Python GIS libraries (Shapely and PyProj) to provide geometric operations, coordinate transformations, and geodetic calculations for AI assistants.

    GIS MCP Server

    mahdin75
    A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that connects LLMs to GIS operations, enabling AI assistants to perform accurate geospatial analysis including geometric operations, coordinate transformations, and spatial measurements.
    Last updated -
    34
    2
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Serves as the implementation language for the MCP server, with specific dependencies including unstructured-client for API interaction

    Unstructured API MCP Serverofficial

    Unstructured-IO
    A
    security
    F
    license
    A
    quality
    An MCP server implementation that enables interaction with the Unstructured API, providing tools to list, create, update, and manage sources, destinations, and workflows.
    Last updated -
    39
    26
    • Apple

  • Why this server?

    Supports manual server setup using Python environment for running the Memory Bank MCP Server

    Memory Bank MCP Server

    ipospelov
    A
    security
    A
    license
    A
    quality
    Provides a structured documentation system for context preservation in AI assistant environments, helping users create and manage memory banks for their projects.
    Last updated -
    3
    10
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Built on Python 3.11+ with asyncio for efficient performance in handling time-related requests

    MCP Time Server

    chrishayuk
    A
    security
    A
    license
    A
    quality
    A Python microservice that provides utilities for retrieving current times and converting between different global timezones with robust validation.
    Last updated -
    Python
    MIT License

  • Why this server?

    Supports code analysis using tree-sitter for Python files (.py) and code execution for Python

    AiDD MCP Server

    skydeckai
    A
    security
    A
    license
    A
    quality
    AiDD MCP Server provides a secure interface for AI agents to perform file system operations and code analysis, enhancing AI-assisted development workflows across multiple programming languages.
    Last updated -
    29
    60
    Python
    Apache 2.0
    • Apple
    • Linux

  • Why this server?

    Provides the runtime environment for the MCP server, requiring version 3.13 or higher.

    MCP TMAP Server

    yunkee-lee
    A
    security
    A
    license
    A
    quality
    A server that connects to SK TMAP API, providing access to public transit routing and geocoding functionality through a standardized interface.
    Last updated -
    2
    Python
    MIT License

  • Why this server?

    Offers language-specific code parsing and analysis for Python files, including symbol extraction, AST generation, and complexity analysis

    mcp-server-tree-sitter

    wrale
    A
    security
    A
    license
    A
    quality
    A Model Context Protocol (MCP) server that provides code analysis capabilities using tree-sitter, designed to give Claude intelligent access to codebases with appropriate context management.
    Last updated -
    26
    33
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    Supports context-based voice selection when discussing Python, using specific voices like 'antoine'

    Rime MCP

    MatthewDailey
    A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that enables AI models to generate and play high-quality text-to-speech audio through your device's native audio system using Rime's voice synthesis API.
    Last updated -
    1
    176
    4
    JavaScript
    The Unlicense
    • Apple
    • Linux

  • Why this server?

    Enables symbol extraction and analysis from Python files, providing AI assistants with contextual understanding of Python code structure.

    Code Context Provider MCP

    AB498
    A
    security
    A
    license
    A
    quality
    Provides code context and analysis for AI assistants by extracting directory structures and code symbols using WebAssembly Tree-sitter parsers with zero native dependencies.
    Last updated -
    1
    103
    4
    JavaScript
    MIT License
    • Linux
    • Apple

  • Why this server?

    Built for Python 3.13+ environments, providing a Python-based implementation of the web content fetching capabilities.

    Playwright Fetch MCP Server

    ThreatFlux
    A
    security
    A
    license
    A
    quality
    Provides web content fetching capabilities using Playwright browser automation, enabling LLMs to retrieve and process JavaScript-rendered content from web pages and convert HTML to markdown for easier consumption.
    Last updated -
    1
    Python
    MIT License

  • Why this server?

    Enables creation and management of custom Python-based MCP servers that can be integrated with the proxy.

    pluggedin-mcp-proxy

    VeriTeknik
    A
    security
    A
    license
    A
    quality
    Plugged.in MCP Server acts as a proxy server that combines multiple MCP servers into a single interface. It retrieves tool, prompt, and resource configurations from Plugged.in and directs requests for tools, prompts, and resources to the appropriate underlying server.
    Last updated -
    94
    2
    TypeScript
    Apache 2.0

  • Why this server?

    Required runtime environment for AWS Security MCP, version 3.11+ needed to execute the server.

    AWS Security MCP

    groovyBugify
    A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that connects AI assistants like Claude to AWS security services, allowing them to autonomously query, inspect, and analyze AWS infrastructure for security issues and misconfigurations.
    Last updated -
    100
    32
    Python
    Apache 2.0
    • Apple

  • Why this server?

    Provides a Python-based framework for developing custom tools, with support for virtual environments and modular design patterns.

    MCP Development Framework

    aigo666
    A
    security
    A
    license
    A
    quality
    A powerful Model Context Protocol framework that extends Cursor IDE with tools for web content retrieval, PDF processing, and Word document parsing.
    Last updated -
    8
    8
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Supports running the mindmap conversion server through Python, with options for different return types and configuration parameters

    Mindmap MCP Server

    YuChenSSR
    A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that converts Markdown content into interactive mindmaps, allowing AI assistants to visualize hierarchical information through either HTML content or saved files.
    Last updated -
    1
    87
    Python
    MIT License
    • Apple

  • Why this server?

    Supports execution of Python code snippets with output display

  • Why this server?

    Supports execution of Python code snippets in a secure sandbox environment.

    Isolator MCP Server

    Ompragash
    A
    security
    A
    license
    A
    quality
    A TypeScript server implementing the Model Context Protocol that provides secure code execution in isolated Docker containers, allowing LLM applications to safely run Python, Go, or JavaScript code snippets.
    Last updated -
    1
    Go
    Apache 2.0
    • Apple
    • Linux

  • Why this server?

    Supports creation and management of Python projects in a secure development environment

    Windows Command Line MCP Server

    alxspiker
    A
    security
    A
    license
    A
    quality
    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.
    Last updated -
    8
    3
    TypeScript
    MIT License

  • Why this server?

    Requires Python 3.8 or higher as the runtime environment for the MCP server.

    Weibo MCP Server

    qinyuanpei
    A
    security
    A
    license
    A
    quality
    A Model Context Protocol server for scraping Weibo user information, feeds, and search functionality. It helps retrieve detailed user profiles, timeline content, and perform user searches on Weibo.
    Last updated -
    3
    5
    Python
    MIT License

  • Why this server?

    Utilizes Python and its ecosystem for implementing the MCP server, requiring Python 3.10+ for operation.

    Nmap MCP Server

    imjdl
    A
    security
    A
    license
    A
    quality
    A Model Control Protocol server that provides access to nmap network scanning functionality, allowing users to run customizable scans, store results, and analyze network security using AI prompts.
    Last updated -
    3
    2
    Python
    MIT License
    • Linux

  • Why this server?

    Offers specialized prompt templates for reviewing, documenting, and refactoring Python code with parameter customization.

    MCP Prompt Server

    gdli6177
    A
    security
    A
    license
    A
    quality
    A server based on Model Context Protocol that provides predefined prompt templates for tasks like code review and API documentation generation, enabling more efficient workflows in Cursor/Windsurf editors.
    Last updated -
    10
    5
    JavaScript
    MIT License

  • Why this server?

    Provides documentation lookups for Python libraries via built-in help() function, including specific symbol/function lookups and search capabilities

    MCP Package Docs Server

    sammcj
    A
    security
    A
    license
    A
    quality
    Facilitates LLMs to efficiently access and fetch structured documentation for packages in Go, Python, and NPM, enhancing software development with multi-language support and performance optimization.
    Last updated -
    11
    76
    60
    TypeScript
    MIT License

  • Why this server?

    Offers a Python-based implementation of the MCP server that connects to Typesense.

    Typesense MCP Server

    avarant
    A
    security
    A
    license
    A
    quality
    A server that enables vector and keyword search capabilities in Typesense databases through the Model Context Protocol, providing tools for collection management, document operations, and search functionality.
    Last updated -
    14
    2
    Python
    MIT License
    • Apple

  • Why this server?

    Built for Python with support for specific Python versions as indicated by the Python Versions badge.

    Formula One MCP Server (Python)

    Machine-To-Machine
    A
    security
    A
    license
    A
    quality
    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.
    Last updated -
    8
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Provides a Python-based integration layer for connecting to Taiga's resources and APIs

    Taiga MCP Bridge

    talhaorak
    A
    security
    A
    license
    A
    quality
    A protocol bridge that connects AI systems to Taiga project management platform, enabling AI tools to create and manage projects, epics, user stories, tasks, issues, and sprints.
    Last updated -
    60
    3
    Python
    MIT License

  • Why this server?

    Serves as the runtime environment for the MCP server, with version 3.8 or higher recommended.

    SuzieQ MCP Server

    PovedaAqui
    A
    security
    A
    license
    A
    quality
    This project provides a Model Context Protocol (MCP) server that allows language models and other MCP clients to interact with a SuzieQ network observability instance via its REST API.
    Last updated -
    2
    2
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    Built using Python SDK for MCP implementation, requiring Python 3.9+ for server installation and operation.

    MCP Azure DevOps Server

    Vortiago
    A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that enables AI assistants to interact with Azure DevOps services, allowing users to query work items with plans to support creating/updating items, managing pipelines, handling pull requests, and administering sprints and branch policies.
    Last updated -
    9
    16
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Enables running Locust load tests with configurable parameters (users, spawn rate, runtime) for HTTP/HTTPS performance testing through a simple API.

    Locust MCP Server

    QAInsights
    A
    security
    A
    license
    A
    quality
    A server that integrates Locust load testing capabilities with AI-powered development environments, allowing users to run performance tests through natural language commands.
    Last updated -
    1
    1
    Python
    MIT License

  • Why this server?

    Provides tools for Python project management with features like project structure organization and IDE integration.

    MCP Agile Flow

    smian0
    A
    security
    A
    license
    A
    quality
    A comprehensive system for managing AI-assisted agile development workflows with a modern, resource-based API using FastMCP.
    Last updated -
    13
    Python
    MIT License
    • Apple

  • Why this server?

    Analyzes Python source files by detecting import and from...import statements to map dependencies and calculate importance scores for files in Python projects.

    FileScopeMCP

    admica
    A
    security
    A
    license
    A
    quality
    A TypeScript tool that ranks files in your codebase by importance, tracks dependencies, and provides file summaries to help understand code structure through Cursor's Model Context Protocol.
    Last updated -
    14
    18
    TypeScript
    GPL 3.0
    • Linux

  • Why this server?

    Runtime environment for the BICScan MCP Server when not using Docker.

    BICScan MCP Server

    ahnlabio
    A
    security
    A
    license
    A
    quality
    Provides blockchain address risk scoring and asset information through the BICScan API, allowing users to assess risks for crypto addresses, domains, and dApps on a scale of 0-100.
    Last updated -
    2
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Requires Python 3.12 or higher for running the server

    Weather MCP Server

    CodeByWaqas
    A
    security
    A
    license
    A
    quality
    An MCP server that provides real-time weather information including temperature, humidity, wind speed, and sunrise/sunset times through the OpenWeatherMap API.
    Last updated -
    1
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Provides tools for reading and parsing Excel (.xlsx) files using Python, enabling extraction of data from entire workbooks or specific sheets by name or index.

    Excel Reader Server

    softgridinc-pte-ltd
    A
    security
    A
    license
    A
    quality
    A Model Context Protocol (MCP) server that provides tools for reading Excel (xlsx) files, enabling extraction of data from entire workbooks or specific sheets with results returned in structured JSON format.
    Last updated -
    3
    2
    Python
    Apache 2.0
    • Linux
    • Apple

  • Why this server?

    Enables execution of Python scripts within IDA Pro for reverse engineering tasks, allowing AI assistants to interact with binary analysis functions through a standardized interface.

    IDA Pro MCP Server

    fdrechsler
    A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that enables AI assistants to interact with IDA Pro for reverse engineering and binary analysis tasks.
    Last updated -
    8
    14
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Built with Python, providing a foundation for the MCP server implementation that handles authentication and interactions with eClass

    eClass MCP Server

    sdi2200262
    A
    security
    A
    license
    A
    quality
    An MCP server that enables AI agents to authenticate with and interact with Open eClass platform instances, supporting UoA's SSO authentication system for retrieving course information and performing basic platform operations.
    Last updated -
    4
    1
    Python
    MIT License

  • Why this server?

    Enables Large Language Models (LLMs) to execute Python code through Pyodide, a Python runtime environment that runs in JavaScript

    mcp-pyodide

    yonaka15
    A
    security
    A
    license
    A
    quality
    A Pyodide server for executing Python code by Large Language Models (LLMs) via the Model Context Protocol (MCP).
    Last updated -
    5
    3
    TypeScript
    MIT License

  • Why this server?

    Features specialized chunking for Python files, breaking them down into classes, functions, import statements, and file-level statements for targeted code exploration.

    MCPunk

    jurasofish
    A
    security
    A
    license
    A
    quality
    Chat with your codebase through intelligent code searching without embeddings by breaking files into logical chunks, giving the LLM tools to search these chunks, and letting it find specific code needed to answer your questions.
    Last updated -
    8
    22
    Python
    MIT License

  • Why this server?

    Supports traditional Python setup using the uv package manager for installation and running the MCP server with various transport options.

    MCP Server Template for Cursor IDE

    jankowtf
    A
    security
    A
    license
    A
    quality
    A template for creating custom tools for Cursor IDE using Model Context Protocol (MCP), allowing developers to extend Cursor's functionality with their own server-based tools.
    Last updated -
    11
    2
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    Provides tools to search and retrieve Python documentation to answer specific queries about the Python programming language

    Python Docs Server

    AnuragRai017
    A
    security
    A
    license
    A
    quality
    An MCP server that enables users to fetch Python documentation using the Brave Search API through natural language queries.
    Last updated -
    1
    JavaScript
    Apache 2.0
    • Apple

  • Why this server?

    Retrieves documentation for Python packages, extracting READMEs, API references, and usage examples to facilitate better understanding of Python libraries.

    DocsFetcher MCP Server

    cdugo
    A
    security
    A
    license
    A
    quality
    Fetches and extracts comprehensive package documentation from multiple programming language ecosystems (JavaScript, Python, Java, etc.) for LLMs like Claude without requiring API keys.
    Last updated -
    4
    5
    10
    JavaScript
    MIT License
    • Apple
    • Linux

  • Why this server?

    The MCP server is built with Python and requires Python 3.10 or higher.

    KNMI Weather MCP

    wolkwork
    A
    security
    A
    license
    A
    quality
    A FastMCP server that provides real-time weather data from KNMI weather stations, allowing users to access temperature, humidity, wind speed, and other weather metrics for any location in the Netherlands through natural language queries.
    Last updated -
    4
    1
    Python
    MIT License
    • Apple

  • Why this server?

    Offers template-based creation of Python MCP servers, enabling development and execution of Python-based Model Context Protocol implementations.

    MCP Create Server

    tesla0225
    A
    security
    A
    license
    A
    quality
    A dynamic service that creates and manages Model Context Protocol (MCP) servers, allowing users to spawn, customize, and control multiple MCP servers as child processes.
    Last updated -
    5
    21
    TypeScript
    MIT License
    • Apple
    • Linux

  • Why this server?

    Analyzes Python files for import statements, from...import statements, __init__.py, and relative imports to determine file dependencies

    MCP Source Relation Server

    owayo
    A
    security
    A
    license
    A
    quality
    Analyzes source code dependencies across multiple programming languages in the specified directory to identify file relationships, assisting in dependency management and project structure understanding.
    Last updated -
    1
    Python
    MIT License

  • Why this server?

    Retrieves end-of-life dates, support status, and security information for Python versions, allowing for version comparison and upgrade recommendations.

    EOL MCP Server

    ducthinh993
    A
    security
    A
    license
    A
    quality
    Enables AI assistants to check software end-of-life dates and support status using the endoflife.date API, providing accurate information on software lifecycle, security status, and upgrade recommendations in real-time.
    Last updated -
    5
    1
    JavaScript
    MIT License
    • Apple

  • Why this server?

    Leverages Python's difflib library to generate differences between two texts in Unified diff format.

    MCP Server Diff Python

    tatn
    A
    security
    A
    license
    A
    quality
    This MCP server provides unified diffs of two text inputs using Python's standard library difflib.
    Last updated -
    1
    4
    Python
    MIT License
    • Apple

  • Why this server?

    Offers a persistent Python execution environment that maintains variable state between code executions, enabling multi-step programming workflows.

    Python REPL MCP Server

    hdresearch
    A
    security
    A
    license
    A
    quality
    A server that provides a persistent Python REPL environment through the MCP protocol, allowing execution of Python code, variable management, and package installation.
    Last updated -
    3
    3
    Python
    MIT License

  • Why this server?

    Offers specialized error analysis and debugging for Python code, including type error detection, pattern recognition, and best practice recommendations.

    Perplexity MCP Server

    PoliTwit1984
    A
    security
    A
    license
    A
    quality
    Enables intelligent code analysis and debugging through the Perplexity AI's API, offering detailed error analysis, pattern detection, and comprehensive solutions, with integration support for the Claude desktop client.
    Last updated -
    1
    10
    JavaScript
    MIT License
    • Apple

  • Why this server?

    Dynamically creates new Python-based tools from natural language descriptions, saving them as scriptlets

    mcp-tool-builder

    hanweg
    A
    security
    A
    license
    A
    quality
    MCP server that builds itself by creating new tools as needed based on user requests (Requires restart of Claude Desktop to use newly created tools).
    Last updated -
    4
    13
    Python
    The Unlicense

  • Why this server?

    Theoretically provides language support for Python code editing, though it has only been tested with TypeScript.

    language-server-mcp

    alexwohletz
    A
    security
    A
    license
    A
    quality
    TypeScript-based MCP server designed to enhance code editing experiences by providing features such as hover information, code completion, and diagnostics.
    Last updated -
    3
    13
    MIT License
    • Apple

  • Why this server?

    Offers access to PubNub's Python SDK documentation, enabling users to fetch docs for methods like publish() directly through Cursor IDE.

    PubNub MCP Server

    stephenlb
    A
    security
    F
    license
    A
    quality
    A CLI-based Model Context Protocol server that exposes PubNub SDK documentation and Functions resources to LLM-powered tools like Cursor IDE, enabling users to fetch documentation and interact with PubNub channels via natural language prompts.
    Last updated -
    6
    185
    JavaScript

  • Why this server?

    Provides the ability to execute Python code in a sandboxed environment using pyodide, allowing safe Python code execution isolated from the operating system.

    mcp-run-pythonofficial

    pydantic
    -
    security
    A
    license
    -
    quality
    Model Context Protocol server to run Python code in a sandbox.
    Last updated -
    1,462
    9,493
    Python
    MIT License

  • Why this server?

    Provides a code interpreter tool for executing Python code in a sandboxed environment for data analysis and computation.

    GenAIScriptofficial

    microsoft
    -
    security
    A
    license
    -
    quality
    GenAIScript is a JavaScript runtime dedicated to build relaible, automatable LLM scripts. Every GenAIScript can be exposed as a MCP server automatically.
    Last updated -
    2,585
    TypeScript
    MIT License
    • Linux
    • Apple

  • Why this server?

    Supports direct invocation via Python interpreter as an alternative configuration option for running the MCP server with AI clients.

    CodeAlive MCPofficial

    CodeAlive-AI
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enhances AI agents by providing deep semantic understanding of codebases, enabling more intelligent interactions through advanced code search and contextual awareness.
    Last updated -
    19
    Python
    MIT License
    • Apple

  • Why this server?

    Requires Python 3.8+ as the runtime environment for the MCP server

    Flyworks MCPofficial

    Flyworks-AI
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables fast and free lipsync video creation for a wide range of digital avatars, supporting both audio and text inputs to generate synchronized lip movements.
    Last updated -
    3
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Provides a framework for developing custom MCP tools in Python, with examples including a simple hello world tool. Supports defining tool schemas, handling requests, and implementing business logic.

    SouthAsia MCP Tool

    igs-pochenkuo
    A
    security
    F
    license
    A
    quality
    A template for building tools based on the Model Control Protocol (MCP) framework, providing a structured way to develop and integrate custom tools with Cursor.
    Last updated -
    2
    Python

  • Why this server?

    Built on Python, allowing execution of Python-based data analysis and Excel management operations.

    Excel MCP Server

    yzfly
    A
    security
    F
    license
    A
    quality
    An MCP server that provides comprehensive Excel file operations, data analysis, and visualization capabilities for working with various spreadsheet formats like XLSX, CSV, and JSON.
    Last updated -
    8
    36
    Python

  • Why this server?

    Offers Python implementation of the MCP server through a dedicated PyPI package (mcp-server-baidu-maps).

    BaiduMapofficial

    baidu-maps
    -
    security
    A
    license
    -
    quality
    百度地图
    Last updated -
    244
    JavaScript
    MIT License
    • Linux
    • Apple

  • Why this server?

    Uses Python to create a bridge between the mail services and the MCP protocol, allowing AI to interact with email functionality.

    Mail MCP Tool

    shuakami
    A
    security
    F
    license
    A
    quality
    An MCP-based email tool that enables AI models to access email services through standardized interfaces, allowing AI assistants to perform various email operations like sending emails, reading inboxes, and handling attachments.
    Last updated -
    17
    11
    TypeScript
    • Apple
    • Linux

  • Why this server?

    Uses Python scripts for browser automation to perform various operations like capturing screenshots, retrieving HTML content, executing JavaScript, and getting console logs from webpages

    Browser Use Server

    ztobs
    A
    security
    F
    license
    A
    quality
    Enables browser automation using Python scripts, offering operations like taking webpage screenshots, retrieving HTML content, and executing JavaScript.
    Last updated -
    4
    18
    Python
    • Linux

  • Why this server?

    Provides the runtime environment for the MCP server, requiring Python 3.12 or higher

    Qiniu MCP Serverofficial

    qiniu
    -
    security
    A
    license
    -
    quality
    The Model Context Protocol (MCP) Server built on Qiniu Cloud products supports users in accessing Qiniu Cloud Storage, intelligent multimedia services, and more through this MCP Server within the context of AI large model clients.
    Last updated -
    9
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Built on Python, enabling easy installation via pip and custom integrations with the ThingsPanel IoT platform.

    ThingsPanel MCPofficial

    ThingsPanel
    -
    security
    A
    license
    -
    quality
    An integration server that connects AI models with ThingsPanel IoT platform, allowing AI assistants to interact with IoT devices through natural language for device control, data retrieval, and management operations.
    Last updated -
    23
    Python
    Apache 2.0
    • Linux
    • Apple

  • Why this server?

    The server is built on Python (version 3.10 or higher) and uses the FastMCP Python SDK to provide a dynamic MCP server implementation.

    MCP-YNU FastMCP Serverofficial

    ynu
    -
    security
    A
    license
    -
    quality
    A dynamic MCP server implementation that automatically loads tools, resources, and prompts from their respective directories, allowing for easy extension and configuration.
    Last updated -
    Python
    MIT License

  • Why this server?

    Allows passing any Python code directly to Claude, enabling execution of custom Python functions through the MCP server

    Fused MCP Agentsofficial

    fusedio
    -
    security
    A
    license
    -
    quality
    A Python-based MCP server that allows Claude and other LLMs to execute arbitrary Python code directly through your desktop Claude app, enabling data scientists to connect LLMs to APIs and executable code.
    Last updated -
    23
    MIT License
    • Apple
    • Linux

  • Why this server?

    Utilizes Python as the implementation language, requiring Python 3.10+ for server operation.

    AgentMail

    agentmail-to
    A
    security
    F
    license
    A
    quality
    Gives on-the-fly inboxes to AI agents. Agents / LLM's can send, receive, and take action in isolated inboxes. Built for AI unlike Gmail. Check us out at agentmail.to
    Last updated -
    10
    1
    Python
    • Apple

  • Why this server?

    Server implementation that exposes customizable prompt templates, resources, and tools for AI-assisted development

    MCP Server for continue.dev

    alexsmirnov
    A
    security
    F
    license
    A
    quality
    A Python server implementing the Model Context Protocol to provide customizable prompt templates, resources, and tools that enhance LLM interactions in the continue.dev environment.
    Last updated -
    2
    Python

  • Why this server?

    The implementation language for the server, which handles all API interactions with Whissle

    Whissle MCP Server

    vmehta14
    A
    security
    F
    license
    A
    quality
    A Python-based server that provides access to Whissle API endpoints for speech-to-text, diarization, translation, and text summarization.
    Last updated -
    5
    Python
    • Linux
    • Apple

  • Why this server?

    Supports building Python LLM applications with vector database memory capabilities powered by Chroma, enabling embedding-based retrieval for context augmentation.

    Chroma MCP Serverofficial

    chroma-core
    -
    security
    A
    license
    -
    quality
    A server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.
    Last updated -
    71
    Python
    Apache 2.0

  • Why this server?

    Allows interaction with Python environments, execution of Python code, management of packages, and Python-related file operations including reading, writing, and debugging Python files.

    MCP Python Interpreter

    yzfly
    A
    security
    F
    license
    A
    quality
    A Model Context Protocol server that allows LLMs to interact with Python environments, execute code, and manage files within a specified working directory.
    Last updated -
    9
    8
    Python
    • Linux
    • Apple

  • Why this server?

    Provides call graph analysis tools for Python codebases, allowing for initialization of code graphs, exploration of function call relationships, dependency analysis, and impact assessment of code changes.

    Nuanced MCP Server

    MattMorgis
    A
    security
    F
    license
    A
    quality
    An MCP server that enables LLMs to understand and analyze code structure through function call graphs, allowing AI assistants to explore relationships between functions and analyze dependencies in Python repositories.
    Last updated -
    6
    7
    Python

  • Why this server?

    Provides an interface to interact with Illumio PCE (Policy Compute Engine), enabling programmatic management of workloads, labels, and traffic flow analysis in Illumio's zero-trust segmentation platform.

    Illumio MCP Server

    alexgoller
    A
    security
    F
    license
    A
    quality
    A Model Context Protocol server that enables conversational AI interaction with Illumio PCE for security policy management, workload operations, traffic flow analysis, and compliance assessment.
    Last updated -
    23
    Python
    • Apple

  • Why this server?

    Enables running and managing Python test suites using tox commands. Handles different test execution scenarios with configurable timeouts and provides targeted testing capabilities for Python projects.

    Tox Testing MCP Server

    that1guy15
    A
    security
    F
    license
    A
    quality
    An MCP server that executes tox commands to run Python tests within a project using pytest, allowing users to run all tests or specific test groups, files, cases, or directories.
    Last updated -
    1
    4
    JavaScript

  • Why this server?

    Provides a template foundation for building Model Context Protocol (MCP) servers in Python, enabling AI-assisted development of MCP tools

    MCP Server Python Template

    Cris-0k
    -
    security
    A
    license
    -
    quality
    A streamlined foundation for building Model Context Protocol servers in Python, designed to make AI-assisted development of MCP tools easier and more efficient.
    Last updated -
    13
    Python
    MIT License

  • Why this server?

    Supports server implementation and dependency management through Python's ecosystem, allowing the MCP server to run with Python 3.x and manage packages via pip.

    JLCPCB Parts MCP Server

    Adrie-coder
    -
    security
    A
    license
    -
    quality
    A server that assists users in finding electronic components compatible with JLCPCB PCBA services through a searchable interface with filtering capabilities.
    Last updated -
    Python
    GPL 3.0

  • Why this server?

    Uses Python as the foundation for building and extending the MCP server functionality

    MCP-Mem0

    yellnuts
    -
    security
    A
    license
    -
    quality
    A robust server for managing long-term agent memory using Mem0, providing efficient storage and retrieval of agent memories with a lightweight Python-based implementation.
    Last updated -
    Python
    MIT License

  • Why this server?

    Built with Python 3.10+ as the required runtime environment for the MCP server.

    TON Blockchain MCP

    devonmojito
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables natural language interaction with the TON blockchain, allowing users to perform queries for balances, analyze trading patterns, detect hot trends, and conduct forensic investigations on blockchain data.
    Last updated -
    28
    Python
    MIT License

  • Why this server?

    Utilizes Python for implementing social media marketing automation tasks

  • Why this server?

    Serves as the foundation for building tools that interact with Tushare's financial data APIs, providing comprehensive stock market data query capabilities.

    Tushare_MCP

    buuzzy
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that provides intelligent stock data assistance through Tushare's financial data API, enabling users to query comprehensive stock information, financial data, and market indices through natural language.
    Last updated -
    1
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Leverages Python runtime for the MCP server implementation, with specific requirement for Python 3.10+ to run the web testing agent.

    VibeCheck

    GroundNG
    -
    security
    A
    license
    -
    quality
    AI-powered agent that integrates with coding assistants via MCP to automate web testing workflows, allowing developers to record tests, execute regression testing, and discover test flows using natural language prompts.
    Last updated -
    16
    Python
    Apache 2.0
    • Linux
    • Apple

  • Why this server?

    Leverages Python for web testing automation, with support for Playwright browser control and LLM integration for test recording, execution, and discovery

    Web-QA

    GroundNG
    -
    security
    A
    license
    -
    quality
    AI-powered agent that streamlines web testing workflows by allowing developers to record, execute, and discover tests using natural language prompts in their AI coding assistants.
    Last updated -
    16
    Python
    Apache 2.0
    • Linux
    • Apple

  • Why this server?

    Leverages Python for implementing the MCP server, with support for Python 3.9+ environments and package management.

    MCP Server Legifrance

    rdassignies
    -
    security
    A
    license
    -
    quality
    A server implementing the Model Context Protocol to allow direct access to French legal resources (laws, codes, case law) from compatible Large Language Models like Claude, enabling interactive legal research through the Legifrance API.
    Last updated -
    3
    Python
    MIT License

  • Why this server?

    Offers a sandbox to run Python code with pre-installed libraries in an isolated environment

  • Why this server?

    Supports development in Python with dedicated structure for implementing MCP servers.

    Azure AI Agent Service MCP Server

    azure-ai-foundry
    -
    security
    A
    license
    -
    quality
    Enables connections to Azure AI Agents within any MCP client, allowing users to leverage Azure AI Foundry's models and knowledge tools like Azure AI Search and Bing Web Grounding through a conversational interface.
    Last updated -
    112
    JavaScript
    MIT License
    • Linux
    • Apple

  • Why this server?

    Provides an interactive Python code execution environment that allows running Python 3.12+ code with support for package installation and file generation

    Python MCP Sandbox

    JohanLi233
    -
    security
    A
    license
    -
    quality
    An interactive Python code execution environment that allows users and LLMs to safely execute Python code and install packages in isolated Docker containers.
    Last updated -
    7
    Python
    Apache 2.0

  • Why this server?

    Provides an interactive Python code execution environment with tools for running code, installing packages, and managing files.

    MCP Sandbox

    JohanLi233
    -
    security
    A
    license
    -
    quality
    An interactive Python code execution tool that allows users and LLMs to safely execute Python code and install packages in isolated Docker containers.
    Last updated -
    7
    Python
    Apache 2.0

  • Why this server?

    Built on Python 3.13+, offering a Pythonic implementation of the MCP server for Azure FHIR integration.

    Azure AHDS FHIR MCP Server

    erikhoward
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables standardized interaction with Azure Health Data Services FHIR servers, allowing healthcare data operations through MCP tools.
    Last updated -
    3
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    Utilizes Python as the implementation language, with support for Python-based environment setup, dependency management, and execution of the MCP server.

  • Why this server?

    Built on Python 3.10+ and integrates with Python libraries for speech recognition and text-to-speech functionality

    Speech MCP

    Kvadratni
    -
    security
    A
    license
    -
    quality
    A Goose MCP extension providing voice interaction with modern audio visualization, allowing users to communicate with Goose through speech rather than text.
    Last updated -
    36
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Used within TouchDesigner for scripting and controlling nodes, allowing AI agents to execute Python code to manipulate TouchDesigner projects.

    TouchDesigner MCP

    8beeeaaat
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables AI agents to control and operate TouchDesigner projects through creation, modification, and querying of nodes and project structures.
    Last updated -
    78
    15
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Provides a Python-based MCP server implementation for accessing A-share market data, offering historical stock data, financial reports, market overview, and economic indicators for Chinese stock markets.

    A-Share MCP Server

    24mlight
    -
    security
    A
    license
    -
    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 -
    178
    Python
    MIT License

  • Why this server?

    Provides Python-based integration with example code for agents to fetch NFL transaction data programmatically.

    NFL Transactions MCP

    einreke
    -
    security
    A
    license
    -
    quality
    A Modular Command-line Program for fetching and filtering NFL transaction data, including player movements, injuries, disciplinary actions, and more from ProSportsTransactions.com.
    Last updated -
    Python
    MIT License

  • Why this server?

    Used for implementing several backend MCP server tools, allowing execution of Python-based server processes.

    MCP-Gateway

    trtyr
    -
    security
    A
    license
    -
    quality
    MCP-Gateway
    Last updated -
    17
    Python
    GPL 3.0
    • Linux
    • Apple

  • Why this server?

    Enables generating Python code based on queries and executing Python code within the MCP environment.

    Rini MCP Server

    mori-mmmm
    -
    security
    A
    license
    -
    quality
    A collection of custom MCP servers providing various AI-powered capabilities including web search, YouTube video analysis, GitHub repository analysis, reasoning, code generation/execution, and web crawling.
    Last updated -
    2
    Python
    MIT License

  • Why this server?

    Runtime environment for the MCP server with support for batch processing, priority queuing, and rate limiting.

  • Why this server?

    Primary programming language used to build the MCP server application and its components.

  • Why this server?

    Supports native Python execution as an alternative to Docker deployment, with detailed instructions for environment setup and dependency management.

    MCP SearXNG Enhanced

    OvertliDS
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables web search with category support, website content scraping with citation metadata, and timezone-aware date/time tools.
    Last updated -
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Leverages Python for the implementation of the MCP server that connects to Photoshop, enabling programmatic control of PSD editing and creative workflows.

    PsMCP - MCP Server for Photoshop

    Chandrahas455
    -
    security
    A
    license
    -
    quality
    A server that allows AI tools like Claude and Cursor to automate and control Photoshop through natural language commands, enabling tasks like editing PSDs, toggling layers, and generating marketing creatives.
    Last updated -
    2
    Python
    MIT License

  • Why this server?

    Integrates with Python language server (pyright) to provide code intelligence, including definitions, references, diagnostics, and code lens for Python codebases

    MCP Language Server

    isaacphi
    -
    security
    A
    license
    -
    quality
    Runs a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.
    Last updated -
    250
    Go
    BSD 3-Clause
    • Apple
    • Linux

  • Why this server?

    Offers Python client implementations for all server functionalities, enabling integration of privateGPT capabilities into Python applications.

    privateGPT MCP Server

    Fujitsu-AI
    -
    security
    A
    license
    -
    quality
    A server implementation that allows secure communication between MCP clients and privateGPT, enabling users to chat with privateGPT using knowledge bases and manage sources, groups, and users through a standardized Model Context Protocol.
    Last updated -
    4
    JavaScript
    MIT License
    • Linux
    • Apple

  • Why this server?

    Utilizes Python as the runtime environment with specific version requirements (>=3.10)

    Tecton MCP Serverofficial

    tecton-ai
    -
    security
    F
    license
    -
    quality
    Provides a set of tools to interact with Tecton clusters, manage feature stores, and execute Tecton CLI commands through the Mission Control Protocol.
    Last updated -
    1
    • Apple

  • Why this server?

    Supports running the CS2 RCON MCP server using Python 3.8+ for those who prefer direct installation rather than Docker

    CS2 RCON MCP Server

    v9rt3x
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that allows management of Counter-Strike 2 game servers via RCON commands using natural language.
    Last updated -
    2
    Python
    MIT License

  • Why this server?

    Used as the runtime environment for the MCP server implementation.

    MCP-CEP

    wendellbigato
    -
    security
    A
    license
    -
    quality
    A server for querying Brazilian postal codes (CEPs) using the ViaCEP public API, compatible with Goose as a command-line extension.
    Last updated -
    2
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Functions as a Python package for querying stock information tables from financial websites

    query_table

    wukan1986
    -
    security
    A
    license
    -
    quality
    A web scraper for financial table data that implements the Model Context Protocol, allowing users to query stock data from multiple Chinese financial websites including THS, TDX, and EastMoney.
    Last updated -
    16
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Provides a sandboxed Python environment for executing code and scripts.

    gbox

    babelcloud
    -
    security
    A
    license
    -
    quality
    Gru-sandbox(gbox) is an open source project that provides a self-hostable sandbox for MCP integration or other AI agent usecases.
    Last updated -
    25
    Go
    Apache 2.0
    • Apple

  • Why this server?

    Implemented in Python with support for Python 3.8+ environments.

    Kafka MCP Server

    pavanjava
    -
    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 -
    10
    Python
    Apache 2.0
    • Linux
    • Apple

  • Why this server?

    Serves as the runtime environment for the MCP server, requiring Python 3.10+ for operation.

    pancakeswap-poolspy-mcp

    kukapay
    -
    security
    A
    license
    -
    quality
    An MCP server that tracks newly created liquidity pools on Pancake Swap.
    Last updated -
    2
    Python
    MIT License

  • Why this server?

    Provides the runtime environment for the AbletonMCP server, allowing it to connect Ableton Live to AI assistants through the Model Context Protocol.

    AbletonMCP Enhanced

    itsuzef
    -
    security
    A
    license
    -
    quality
    Connects Ableton Live to AI assistants through Model Context Protocol (MCP), enabling natural language control of music production tasks like track creation, MIDI editing, instrument loading, and playback control.
    Last updated -
    18
    Python
    MIT License
    • Apple

  • Why this server?

    Powers the core functionality of the EPSS MCP server, providing the runtime environment and language support for retrieving and processing vulnerability data.

    EPSS MCP Server

    jgamblin
    -
    security
    A
    license
    -
    quality
    A server that retrieves CVE details from the NVD API and fetches EPSS scores to provide comprehensive vulnerability information, including descriptions, CWEs, CVSS scores, and exploitation likelihood percentiles.
    Last updated -
    7
    Python
    MIT License

  • Why this server?

    Offers a comprehensive CLI for direct interaction with biomedical databases through Python, allowing users to search for articles, clinical trials, and variants via command line.

    BioMCP

    genomoncology
    -
    security
    A
    license
    -
    quality
    Provides LLMs with structured access to critical biomedical databases including PubTator3 (PubMed/PMC), ClinicalTrials.gov, and MyVariant.info through the Model Context Protocol.
    Last updated -
    106
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    Provides the runtime environment for the RAGFlow MCP server, requiring Python 3.12 specifically.

    RAGFlow MCP

    oraichain
    -
    security
    A
    license
    -
    quality
    A simple temporary MCP server for RAGFlow that bridges the gap until an official version is released.
    Last updated -
    1
    Python
    Apache 2.0
    • Linux
    • Apple

  • Why this server?

    Built on Python 3.9+ and leverages Python's ecosystem for implementing Bayesian reasoning and inference capabilities.

    Bayesian MCP

    wrenchchatrepo
    -
    security
    A
    license
    -
    quality
    A Model Calling Protocol server that enables LLMs to perform rigorous Bayesian analysis and probabilistic reasoning, including inference, model comparison, and predictive modeling with uncertainty quantification.
    Last updated -
    Python
    MIT License

  • Why this server?

    Required as a dependency for the MCP server, but not directly integrated as a service

    Stata MCP Server

    hanlulong
    -
    security
    A
    license
    -
    quality
    Provides a bridge between Stata statistical software and code editors like VS Code and Cursor, enabling users to run Stata commands directly from the editor, view output in real-time, and get AI-powered assistance with Stata coding.
    Last updated -
    23
    MIT License
    • Apple
    • Linux

  • Why this server?

    Built using the OpenFGA Python SDK and MCP Python SDK, requiring Python 3.10+ for operation

    OpenFGA MCP

    evansims
    -
    security
    A
    license
    -
    quality
    An experimental Model Context Protocol server that enables Large Language Models to read, search, and manipulate OpenFGA authorization stores, unlocking fine-grained access control for agentic AI and natural language interactions.
    Last updated -
    8
    Python
    Apache 2.0

  • Why this server?

    Provides a Python-based toolkit for memory analysis and manipulation through the MCP interface

    MCP CheatEngine Toolkit

    Lyoneos
    -
    security
    A
    license
    -
    quality
    Python-based toolkit that communicates with CheatEngine through MCP interface, allowing memory reading and assembly code analysis.
    Last updated -
    12
    Python
    MIT License

  • Why this server?

    Uses Python-based frameworks like Nornir and NAPALM to provide network automation tools that can interact with multi-vendor network devices.

    Nornir MCP Server

    yhvh-chen
    -
    security
    A
    license
    -
    quality
    A FastMCP server that provides network automation tools by exposing Nornir and NAPALM operations as MCP tools, allowing users to manage and interact with network devices through compatible MCP clients.
    Last updated -
    Python
    MIT License

  • Why this server?

    The implementation language for the MCP server, with support for virtual environments and package management for dependencies.

    VoIPBin MCP Server

    nrjchnd
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables AI models to interact with VoIPBin's VoIP services, supporting features like call management, agent management, campaigns, conferences, and chat functionality.
    Last updated -
    2
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Leverages Python libraries like python-pptx for programmatically creating and manipulating PowerPoint presentations, enabling slide creation, content insertion, and presentation formatting.

    PPTX MCP Server

    samos123
    -
    security
    A
    license
    -
    quality
    A FastMCP-powered server for programmatically creating, editing, and rendering PowerPoint (PPTX) presentations with features for slide creation, content insertion, and PNG rendering.
    Last updated -
    7
    Python
    Apache 2.0
    • Linux
    • Apple

  • Why this server?

    Serves as the implementation language for the voice recognition service, with specific commands for running the service and installing required dependencies.

    Voice Recognition MCP Service

    yangsenessa
    -
    security
    A
    license
    -
    quality
    Provides voice recognition and text extraction capabilities with support for both stdio and MCP modes, processing audio files or base64 encoded data and returning structured results with language, emotion, and speaker information.
    Last updated -
    Python
    MIT License

  • Why this server?

    Built on Python 3.8+, enabling Python-based setup and execution of the HTTP-4-MCP middleware server.

    http-4-mcp

    Tght1211
    -
    security
    A
    license
    -
    quality
    HTTP-4-MCP configuration tool allows you to easily convert HTTP API into MCP tool, writing the code written. Through simple interface operation, you can quickly configure an mcp-server.
    Last updated -
    6
    JavaScript
    Mulan Permissive Software License, Version 2
    • Linux
    • Apple

  • Why this server?

    Implemented in Python with dependencies managed through pip and requirements.txt.

    Unsplash API MCP Server

    gzpaitch
    -
    security
    A
    license
    -
    quality
    An API that exposes Unsplash image search, listing, and random photo capabilities as MCP tools, enabling AI models like Claude to directly interact with Unsplash's services.
    Last updated -
    Python
    MIT License

  • Why this server?

    Built on Python 3.10+, utilizing Python's capabilities to bridge Dune Analytics data to AI agents through MCP tools.

    dune-analytics-mcp

    kukapay
    -
    security
    A
    license
    -
    quality
    A mcp server that bridges Dune Analytics data to AI agents.
    Last updated -
    16
    Python
    MIT License

  • Why this server?

    Provides a Python framework for hardware control and automation with MCPHardwareClient

    MCP Hardware Access Library

    UnitApi
    -
    security
    A
    license
    -
    quality
    A Python framework that enables secure hardware control through the Model Context Protocol, allowing AI agents and automation systems to interact with physical devices across multiple platforms.
    Last updated -
    Python
    Apache 2.0
    • Linux
    • Apple

  • Why this server?

    Built with Python 3.9+, leveraging the language's capabilities for implementing the Model Context Protocol server functionality.

    Supabase MCP Server

    ninad7007
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables AI tools to interact with Supabase databases, providing tools for reading, creating, updating, and deleting records in Supabase tables.
    Last updated -
    Python
    MIT License

  • Why this server?

    Provides direct out-of-the-box language server support for Python, enabling semantic code analysis and editing capabilities

    Serena

    oraios
    -
    security
    A
    license
    -
    quality
    A fully featured coding agent that uses symbolic operations (enabled by language servers) and works well even in large code bases. Essentially a free to use alternative to Cursor and Windsurf Agents, Cline, Roo Code and others.
    Last updated -
    764
    Python
    MIT License
    • Apple

  • Why this server?

    Built with Python libraries like PyAutoGUI for computer control functionality, with installation and execution through Python package management.

    Computer Control MCP

    AB498
    -
    security
    A
    license
    -
    quality
    MCP server that provides computer control capabilities including mouse movements, keyboard actions, screenshot capture with OCR, and window management through a unified API.
    Last updated -
    4
    Python
    MIT License

  • Why this server?

    Provides a lightweight Python interface for exposing TigerGraph operations, enabling schema introspection, query execution, and vertex/edge manipulation.

    TG_MCP

    Muzain187
    -
    security
    A
    license
    -
    quality
    A lightweight Python interface that exposes TigerGraph database operations as structured tools and URI-based resources for Claude and other MCP agents.
    Last updated -
    2
    Python
    MIT License

  • Why this server?

    Allows implementation of MCP servers using Python, mentioned as one of the languages used in the sample.

    Secure Remote MCP Server

    Azure-Samples
    -
    security
    A
    license
    -
    quality
    Acts as an AI Gateway for MCP servers using Azure API Management, implementing the latest MCP Authorization specification.
    Last updated -
    39
    MIT License

  • Why this server?

    Provides an alternative MCP server implementation in Python for developers working in that language.

    Remote MCP Server

    Azure-Samples
    -
    security
    A
    license
    -
    quality
    A cloud-based custom MCP server using Azure Functions that enables saving and retrieving code snippets with secure communication through keys, HTTPS, OAuth, and network isolation options.
    Last updated -
    23
    MIT License
    • Linux
    • Apple

  • Why this server?

    Serves as the runtime environment for the MCP server, requiring Python 3.10 or higher for execution

    MCP-Demo

    tatocode
    -
    security
    A
    license
    -
    quality
    A minimal demonstration of an MCP service and client that integrates with the qwen API interface, showing basic functionality of a Model Control Protocol implementation.
    Last updated -
    Python
    MIT License

  • Why this server?

    Serves as the runtime environment for the MCP-Odoo server implementation.

    MCP-Odoo

    yourtechtribe
    -
    security
    A
    license
    -
    quality
    A bridge that allows AI agents to access and manipulate Odoo ERP data through a standardized Model Context Protocol interface, supporting partner information, accounting data, financial records reconciliation, and invoice queries.
    Last updated -
    2
    Python
    MIT License

  • Why this server?

    Uses Python as the interface language for the MCP server that connects R's econometric capabilities to AI assistants.

    R Econometrics MCP Server

    gojiplus
    -
    security
    A
    license
    -
    quality
    Provides econometric modeling capabilities through R, enabling AI assistants to perform sophisticated analyses including linear regression, panel data models, instrumental variables regression, and diagnostic tests.
    Last updated -
    15
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Uses the OpenAI Python SDK to implement the image generation capabilities, allowing for programmatic access to OpenAI's image models through Python.

    OpenAI Image Generation MCP Server

    IncomeStreamSurfer
    -
    security
    A
    license
    -
    quality
    Provides tools for generating and editing images using OpenAI's gpt-image-1 model via an MCP interface, enabling AI assistants to create and modify images based on text prompts.
    Last updated -
    10
    Python
    Apache 2.0
    • Linux
    • Apple

  • Why this server?

    The MCP server uses Python and the OpenPyXL library to provide Excel file manipulation capabilities without requiring Microsoft Excel installation

    excel-mcp-server

    haris-musa
    -
    security
    A
    license
    -
    quality
    Provides Excel file manipulation capabilities. This server enables workbook creation, data manipulation, formatting, and advanced Excel features.
    Last updated -
    414
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Provides weather information through the Open-Meteo API, allowing users to get current weather conditions for specified cities.

    Weather MCP Server

    isdaniel
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that retrieves current weather information for specified cities using the Open-Meteo API, requiring no API key.
    Last updated -
    1
    Python
    Apache 2.0
    • Linux
    • Apple

  • Why this server?

    Provides access to Python documentation, allowing AI assistants to search and retrieve content from Python's technical documentation

  • Why this server?

    The programming language the MCP server is built with

  • Why this server?

    Runs as a Python-based server that can be configured to work with various CAD applications, processing natural language commands into CAD operations.

    CAD-MCP Server

    daobataotie
    -
    security
    A
    license
    -
    quality
    Enables controlling CAD software (AutoCAD, GstarCAD, ZWCAD) through natural language instructions, allowing users to create and modify drawings without manually operating the CAD interface.
    Last updated -
    53
    Python
    MIT License

  • Why this server?

    Leverages Python 3.7+ to provide a Windows service that can execute commands with robust error handling, logging, and automatic process restart capabilities.

    MCP Terminal Server

    cwmoore-ai
    -
    security
    A
    license
    -
    quality
    A lightweight FastAPI server that allows remote execution of shell commands on Windows, with real-time output streaming and security features like API key authentication and rate limiting.
    Last updated -
    Python
    MIT License

  • Why this server?

    Built on Python 3.13+ with type hints, leveraging Python's ecosystem for developing the search engine with RAG capabilities.

    Model Context Protocol Server

    arkeodev
    -
    security
    A
    license
    -
    quality
    Provides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.
    Last updated -
    Python
    MIT License

  • Why this server?

    Used as the runtime environment for the MCP server with a minimum version requirement of 3.10+

  • Why this server?

    Powers the MSSQL MCP server implementation, allowing for database operations and business intelligence capabilities

    MSSQL MCP Server

    daobataotie
    -
    security
    A
    license
    -
    quality
    Provides database interaction and business intelligence capabilities, enabling users to run SQL queries, analyze business data, and automatically generate business insight memos for Microsoft SQL Server databases.
    Last updated -
    29
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    Requires Python 3.9 or higher as the runtime environment for the MCP server

    SearchAPI MCP Agent

    RmMargt
    -
    security
    A
    license
    -
    quality
    A bridge between AI assistants and search services that implements A2A protocol and Model Context Protocol, enabling search functionality for web, videos, maps, flights, and hotels.
    Last updated -
    3
    Python
    MIT License
    • Apple

  • Why this server?

    Provides a Python-based implementation with dedicated modules that can be integrated into Python projects, requiring Python 3.12+ for operation.

    PAELLADOC

    jlcases
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol (MCP) server that implements AI-First Development framework principles, allowing LLMs to interact with context-first documentation tools and workflows for preserving knowledge and intent alongside code.
    Last updated -
    321
    Python
    AGPL 3.0

  • Why this server?

    Provides integration with ComfyUI, a Python-based stable diffusion interface, enabling AI image generation through tools like text_to_image and download_image capabilities.

    ComfyUI MCP Server

    Overseer66
    -
    security
    A
    license
    -
    quality
    A server that integrates ComfyUI with MCP, allowing users to generate images and download them through natural language interactions.
    Last updated -
    1
    Python
    Apache 2.0

  • Why this server?

    Built as a Python-based server, allowing users to leverage Python's ecosystem for EPICS control system integration and automation.

    EPICS MCP Server

    Jacky1-Jiang
    -
    security
    A
    license
    -
    quality
    A Python-based server that interacts with EPICS process variables, allowing users to retrieve PV values, set PV values, and fetch detailed information about PVs through a standardized interface.
    Last updated -
    2
    Python
    MIT License

  • Why this server?

    Provides a Python-based implementation for interacting with Upbit cryptocurrency exchange, enabling access to market data, account management, order creation/cancellation, and technical analysis tools.

    Upbit MCP Server

    solangii
    -
    security
    A
    license
    -
    quality
    Interact with Upbit cryptocurrency exchange services to retrieve market data, manage accounts, and execute trades. Simplify your trading experience with tools for order management, deposits, withdrawals, and technical analysis.
    Last updated -
    6
    Python
    MIT License
    • Apple

  • Why this server?

    Utilizes Python as the foundation for implementing the MCP server, with specific requirements for Python 3.12.

    AlphaVantage MCP Server

    lifejwang11
    -
    security
    A
    license
    -
    quality
    An MCP server that integrates with the AlphaVantage financial data API, providing access to stock market data, technical indicators, and fundamental financial information.
    Last updated -
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Provides a Python-based interface to the OpenPyXl library for Excel file manipulation and data extraction.

    OpenPyXL MCP Server

    jonemo
    -
    security
    A
    license
    -
    quality
    A thin wrapper around the OpenPyXl Python library that exposes Excel file operations as a Model Context Protocol (MCP) server, allowing Claude and other MCP clients to fetch and analyze data from Excel files.
    Last updated -
    9
    Python
    MIT License
    • Apple

  • Why this server?

    Required as a dependency for running the MCP server, with specific version requirements (3.10 or higher).

    OSP Marketing Tools MCP Server

    open-strategy-partners
    -
    security
    A
    license
    -
    quality
    Enables seamless integration with any LLM client supporting MCP for creating and optimizing technical content and product positioning using Open Strategy Partners' methodologies.
    Last updated -
    149
    Python
    CC BY-SA 4.0
    • Apple

  • Why this server?

    Serves as the runtime environment for the MCP server, enabling the creation and management of shared expenses for social events through Python-based implementations.

    Gatherings MCP Server

    abutbul
    -
    security
    A
    license
    -
    quality
    An MCP server that helps AI assistants manage expense-sharing for social events, enabling the creation of gatherings, tracking of expenses, and calculation of fair reimbursements among participants.
    Last updated -
    Python
    Apache 2.0

  • Why this server?

    Leverages Python 3.12+ as the implementation language with support for Python virtual environments and package management.

    FastMCP GitHub Automation Server

    SiddheshDongare
    -
    security
    A
    license
    -
    quality
    Provides a comprehensive API wrapper for GitHub operations through a FastMCP-based server, simplifying repository management, pull requests, issues, and other GitHub interactions with secure authentication.
    Last updated -
    2
    Python
    GPL 3.0
    • Linux
    • Apple

  • Why this server?

    Provides sandboxed Python code execution with security controls including memory limits, execution timeouts, and library restrictions.

    Container-MCP

    54rt1n
    -
    security
    A
    license
    -
    quality
    A secure, container-based implementation of the Model Context Protocol (MCP) that provides sandboxed environments for AI systems to safely execute code, run commands, access files, and perform web operations.
    Last updated -
    4
    Python
    Apache 2.0
    • Linux

  • Why this server?

    Parses Python code with a custom parser for analysis and visualization

    SCAST MCP Server

    davidkingzyb
    -
    security
    A
    license
    -
    quality
    Converts code into UML diagrams and flowcharts through static analysis, enabling visualization of code structure and explanation of functionality.
    Last updated -
    17
    JavaScript
    MIT License
    • Linux
    • Apple

  • Why this server?

    Built using Python and integrates with Python SDK for the Model Context Protocol.

    Schwab Model Context Protocol Server

    jkoelker
    -
    security
    A
    license
    -
    quality
    A server that implements the Model Context Protocol for Schwab API, allowing access to account information, positions, stock quotes, and order/transaction history designed for integration with Large Language Models.
    Last updated -
    2
    Python
    MIT License

  • Why this server?

    Required as a prerequisite and used for the bridge script that connects MCP clients to the Ghidra server.

    ghidraMCP

    LaurieWired
    -
    security
    A
    license
    -
    quality
    An MCP server that allows LLMs to autonomously reverse engineer applications by exposing Ghidra functionality, enabling decompilation, analysis, and automatic renaming of methods and data.
    Last updated -
    4,290
    Apache 2.0
    • Apple

  • Why this server?

    The MCP-Logic server is built with Python and integrates with Prover9/Mace4 to provide automated reasoning capabilities for AI systems through a clean MCP interface.

    MCP-Logic

    angrysky56
    -
    security
    A
    license
    -
    quality
    MCP-Logic is a server that provides AI systems with automated reasoning capabilities, enabling logical theorem proving and model verification using Prover9/Mace4 through a clean MCP interface.
    Last updated -
    20
    MIT License
    • Linux
    • Apple

  • Why this server?

    Enables interaction with Freqtrade cryptocurrency trading bot through its REST API, providing tools for fetching market data, managing trades, monitoring bot status, controlling bot operations, and adjusting trading configurations.

    freqtrade-mcp

    kukapay
    -
    security
    A
    license
    -
    quality
    An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
    Last updated -
    16
    Python
    MIT License

  • Why this server?

    Provides a Python REPL environment for code execution

    ForeverVM

    jamsocket
    -
    security
    A
    license
    -
    quality
    The sessionless code interpreter. Securely run AI-generated code in stateful sandboxes that run forever.
    Last updated -
    65
    176
    Rust
    MIT License

  • Why this server?

    The programming language used to implement the MCP server.

    Karakeep MCP Server

    jcrabapple
    -
    security
    A
    license
    -
    quality
    Search for and create bookmarks in Karakeep (Hoarder).
    Last updated -
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Enables native Python integration for running the MCP server and implementing client interactions through Python code examples

    Task Manager MCP Server

    tradesdontlie
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server providing comprehensive task management capabilities with support for project organization, task tracking, and automatic PRD parsing into actionable items.
    Last updated -
    4
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Allows execution of Python scripts through the shell command tool, enabling AI agents to run Python code and analyze data.

    MCP Tools

    ZbigniewTomanek
    -
    security
    A
    license
    -
    quality
    A custom Model Context Protocol server that gives Claude Desktop and other LLMs access to file system operations and command execution capabilities through standardized tool interfaces.
    Last updated -
    22
    Python
    Apache 2.0
    • Apple
    • Linux

  • Why this server?

    Utilizes python-pptx library for PowerPoint manipulation, allowing creation, editing and management of presentations programmatically

    PowerPoint MCP Server

    GongRzhe
    -
    security
    A
    license
    -
    quality
    A server that enables creating and editing PowerPoint presentations programmatically through the Model Context Protocol, supporting features like adding slides, images, textboxes, charts, and tables.
    Last updated -
    43
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Supports local installation and execution using Python 3.13+ as an alternative to the Docker deployment method

    AWS Model Context Protocol Server

    alexei-led
    -
    security
    A
    license
    -
    quality
    A lightweight service that enables AI assistants to execute AWS CLI commands through the Model Context Protocol (MCP), allowing AI tools to retrieve AWS documentation and interact with AWS services.
    Last updated -
    57
    Python
    MIT License
    • Apple

  • Why this server?

    Provides the runtime environment for both the server and client components.

    Selector AI FastMCP

    automateyournetwork
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol (MCP) server that enables real-time, interactive AI chat with Selector AI through a streaming-capable server and Docker-based client communicating via stdin/stdout.
    Last updated -
    1
    Python
    Apache 2.0

  • Why this server?

    Enables running generated Python code to interact with AWS resources through boto3, with support for various Python libraries and functions for AWS service interaction.

    AWS Resources MCP Server

    baryhuang
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables Claude to execute Python code using boto3 to query and manage AWS resources directly from conversations.
    Last updated -
    6
    Python
    MIT License
    • Linux

  • Why this server?

    Used as the implementation language for the MCP server and custom tools

    MCP Unified Server

    getfounded
    -
    security
    A
    license
    -
    quality
    A modular server implementation for Claude AI assistants with integrated tools, enabling Claude to perform actions and access external resources like file systems, web searches, browser automation, financial data, and document generation.
    Last updated -
    45
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Required as the runtime environment for the MCP server, with version 3.7 or higher needed to run the OneSignal integration.

    OneSignal MCP Server

    WeirdBrains
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that wraps the OneSignal REST API, enabling management of push notifications, emails, SMS, user devices, and segments across multiple OneSignal applications.
    Last updated -
    Python
    MIT License

  • Why this server?

    The MCP server is implemented in Python, utilizing Python libraries and tools like FastMCP and Playwright.

    Azure OpenAI

    kimtth
    -
    security
    A
    license
    -
    quality
    A minimal server/client application implementation utilizing the Model Context Protocol (MCP) and Azure OpenAI.
    Last updated -
    15
    Python
    MIT License

  • Why this server?

    Core runtime environment for the DiffuGen MCP server, handling model interactions and processing

    DiffuGen

    CLOUDWERX-DEV
    -
    security
    A
    license
    -
    quality
    Powerful image generation system leveraging multiple Stable Diffusion models (flux-schnell, flux-dev, sdxl, sd3, sd15) for creating high-quality AI-generated images with precise customization.
    Last updated -
    8
    MIT License
    • Linux
    • Apple

  • Why this server?

    Used for implementation and client access, but not as a primary integration target for the MCP server.

    MCP-Grep

    erniebrodeur
    -
    security
    A
    license
    -
    quality
    A server implementation that exposes grep functionality through the Model Context Protocol, allowing MCP-compatible clients to search for patterns in files using regular expressions.
    Last updated -
    1
    Python
    GPL 3.0

  • Why this server?

    Provides a Python module interface for the Binary Ninja MCP Server, allowing it to be run as a Python script.

    Binary Ninja MCP Server

    rsprudencio
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables Large Language Models to interact with Binary Ninja for reverse engineering tasks like viewing assembly code, decompiled code, renaming functions, and adding comments.
    Last updated -
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Offers syntax checking for Python files (.py) to ensure code integrity when making changes to Python code.

    editor-mcp

    danielpodrazka
    -
    security
    A
    license
    -
    quality
    A Python-based text editor server built with FastMCP that provides tools for file operations. This server enables reading, editing, and managing text files through a standardized API following a multi-step process.
    Last updated -
    2
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Enables execution of Python code through the system Python interpreter

    CodeSavant

    twolven
    -
    security
    A
    license
    -
    quality
    Provides code manipulation, execution, and version control capabilities. It allows AI assistants to read, write, and execute code while maintaining a history of changes.
    Last updated -
    8
    Python
    MIT License

  • Why this server?

    Executes Manim Python scripts to generate mathematical animations, allowing for dynamic creation and rendering of visual content.

    manim-mcp-server

    abhiemj
    -
    security
    A
    license
    -
    quality
    Generate animation like 3blue1brown using a single prompt.
    Last updated -
    30
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Built on Python with PyAutoGUI to provide GUI testing and control capabilities

    PyAutoGUI MCP Server

    hetaoBackend
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    security
    A
    license
    -
    quality
    Provides automated GUI testing and control capabilities through an MCP server that enables mouse movements, keyboard input, screen captures, and image recognition across Windows, macOS, and Linux.
    Last updated -
    6
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    Requires Python 3.13 or higher to run the MCP server.

    Two Truths and a Twist

    ErgodicLabs
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    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 -
    2
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    Integrates with Python debugging through debugpy, allowing the setting/removal of breakpoints, controlling execution flow, evaluating expressions, and viewing source code.

    dap-mcp

    KashunCheng
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    security
    A
    license
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    quality
    An implementation of the Model Context Protocol (MCP) that enables interaction with debug adapters, allowing language models to control debuggers, set breakpoints, evaluate expressions, and navigate source code during debugging sessions.
    Last updated -
    2
    Python
    AGPL 3.0

  • Why this server?

    Leverages Python to access the Fantasy Premier League API, with support for Python 3.10 or higher to run the MCP server

    Fantasy Premier League MCP Server

    rishijatia
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    security
    A
    license
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    quality
    A Model Context Protocol server that provides access to Fantasy Premier League data, allowing users to compare players, find team information, view gameweek data, and get FPL-related advice through Claude for Desktop and other MCP-compatible clients.
    Last updated -
    7
    Python
    MIT License
    • Apple

  • Why this server?

    Requires Python 3.10+ to run the server, with explicit configuration examples and installation instructions for Python environments

    PubTator-MCP-Server

    JackKuo666
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    security
    A
    license
    -
    quality
    🔍 A biomedical literature annotation and relationship mining server based on PubTator3, providing convenient access through the MCP interface.
    Last updated -
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Allows integration with Smolagents Python framework for building AI agents that can perform web searches

    SearXNG MCP Server

    tisDDM
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    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables AI assistants to perform web searches using SearXNG, a privacy-respecting metasearch engine.
    Last updated -
    5
    JavaScript
    MIT License
    • Linux
    • Apple

  • Why this server?

    Serves as the runtime environment for the MCP server that interfaces with the Shioaji trading API, enabling financial market data access for Taiwan stocks.

    mcp-server-shioajiofficial

    Sinotrade
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    security
    F
    license
    -
    quality
    A Model Context Protocol (MCP) server that provides AI assistants with access to Shioaji trading API for the Taiwanese financial market.
    Last updated -
    1
    Python

  • Why this server?

    Implements the MCP server in Python using FastMCP, providing a bridge between AI agents and the Unity engine.

    YetAnotherUnityMcp

    Azreal42
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    security
    A
    license
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    quality
    A Unity Master Control Protocol implementation that allows AI agents to control and interact with Unity, enabling them to execute code, query editor state, modify GameObjects, and capture screenshots through a WebSocket-based communication system.
    Last updated -
    7
    MIT License
    • Linux
    • Apple

  • Why this server?

    Provides GUI automation capabilities through PyAutoGUI, allowing the agent to control mouse movements, keyboard input, take screenshots, and interact with windows on the user's desktop across Windows, macOS, and Linux.

    PyMCPAutoGUI

    kitfactory
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    security
    A
    license
    -
    quality
    An MCP server that bridges AI agents with GUI automation capabilities, allowing them to control mouse, keyboard, windows, and take screenshots to interact with desktop applications.
    Last updated -
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    Enables data wrangling operations including data aggregation and descriptive statistics through Python, allowing for preprocessing, transformation, and analysis of data in standardized ways.

    MCP Data Wrangler

    shibuiwilliam
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    security
    A
    license
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    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 -
    1
    Python
    MIT License
    • Linux
    • Apple