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?

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

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    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.
    3
    5
    Python
    MIT License
    • Apple
  • Why this server?

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

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    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
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    10
    5
    TypeScript
    MIT License
    • Apple
  • Why this server?

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

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    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.
    11
    1
    Python
    MIT License
    • Apple
    • Linux
  • Why this server?

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

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    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.
    29
    21
    Python
    MIT License
  • Why this server?

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

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    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.
    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.

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    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.
    5
    9
    TypeScript
    MIT License
    • Apple
    • Linux
  • Why this server?

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

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    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.
    11
    75
    19
    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.

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    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.
    8
    8
    Python
    MIT License
  • Why this server?

    Provides a tool for running Python code in a sandboxed environment

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    Facilitates running Python code in a sandbox and generating images using the FLUX model via an MCP server compatible with clients like Goose and the Claude Desktop App.
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    15
    Python
    MIT License
  • Why this server?

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

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    Analyzes source code dependencies across multiple programming languages in the specified directory to identify file relationships, assisting in dependency management and project structure understanding.
    1
    Python
    MIT License
  • Why this server?

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

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    Allows LLMs to execute Python code in a specified Conda environment, enabling access to necessary libraries and dependencies for efficient code execution.
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    19
    JavaScript
    MIT License
  • Why this server?

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

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    A Pyodide server for executing Python code by Large Language Models (LLMs) via the Model Context Protocol (MCP).
    5
    2
    TypeScript
    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.

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    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.
    5
    1
    JavaScript
    MIT License
    • Apple
  • Why this server?

    Uses Python dependencies through 'uv' for file conversion capabilities

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    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.
    10
    9
    904
    TypeScript
    MIT License
  • Why this server?

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

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    This MCP server provides unified diffs of two text inputs using Python's standard library difflib.
    1
    2
    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.

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    A server that provides a persistent Python REPL environment through the MCP protocol, allowing execution of Python code, variable management, and package installation.
    3
    1
    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.

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    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.
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    10
    JavaScript
    MIT License
    • Apple
  • Why this server?

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

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    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).
    4
    11
    Python
    The Unlicense
  • Why this server?

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

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    TypeScript-based MCP server designed to enhance code editing experiences by providing features such as hover information, code completion, and diagnostics.
    3
    11
    MIT License
    • 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.

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    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.
    6
    5
    Python
  • 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

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    Enables browser automation using Python scripts, offering operations like taking webpage screenshots, retrieving HTML content, and executing JavaScript.
    4
    14
    Python
    • Linux
  • 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.

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    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.
    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.

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    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.
    1
    3
    JavaScript
  • Why this server?

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

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    An MCP server that enables users to fetch Python documentation using the Brave Search API through natural language queries.
    1
    JavaScript
    • Apple
  • Why this server?

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

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    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.
    7
    Python
    Apache 2.0
    • Linux
    • Apple
  • Why this server?

    The Bash tool supports Python packages and the server is built with Python-related tools

    Hideofficial

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    A MCP server for Hide – headless IDE for coding agents.
    6
    Python
    MIT License
    • Apple
    • Linux
  • 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.

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    A Model Context Protocol server that enables Claude to execute Python code using boto3 to query and manage AWS resources directly from conversations.
    2
    Python
    MIT License
    • Linux
  • Why this server?

    Provides a Python REPL environment for code execution

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    The sessionless code interpreter. Securely run AI-generated code in stateful sandboxes that run forever.
    103
    135
    Rust
    MIT License
  • Why this server?

    Provides a Python interface for monitoring and analyzing Java processes.

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    A JVM monitoring and control platform server based on Arthas that provides a Python interface for monitoring and analyzing Java processes with capabilities for thread analysis, memory monitoring, and performance diagnostics.
    15
    Python
    MIT License
    • Linux
    • Apple
  • Why this server?

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

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    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.
    49
    Go
    BSD 3-Clause
  • Why this server?

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

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    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.
    JavaScript
    MIT License
  • Why this server?

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

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    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.
    5
    Python
    MIT License
    • Apple
    • Linux
  • Why this server?

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

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    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.
    22
    Python
    MIT License
    • Linux
    • Apple
  • Why this server?

    Nash MCP enables execution of Python code snippets with full access to installed packages and provides information about available Python packages

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    A Model Context Protocol server that enables seamless execution of commands, Python code, web content fetching, and reusable task management with secure credentials handling.
    2
    Python
    MIT License
    • Apple
  • Why this server?

    Built on Python 3.11+ and provides an extensible framework for creating custom Python-based tools for Claude

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    A lightweight, modular API service that provides useful tools like weather, date/time, calculator, search, email, and task management through a RESTful interface, designed for integration with AI agents and automated workflows.
    Python
    MIT License
  • Why this server?

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

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    A powerful Model Context Protocol framework that extends Cursor IDE with tools for web content retrieval, PDF processing, and Word document parsing.
    3
    Python
    MIT License
    • Linux
    • Apple
  • Why this server?

    Supports executing Python code and scripts in Docker containers with automatic pip package management

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    Facilitates isolated code execution within Docker containers, enabling secure multi-language script execution and integration with language models like Claude via the Model Context Protocol.
    Python
    MIT License
    • Linux
    • Apple
  • Why this server?

    Runs on Python runtime, supporting multiple Python versions as indicated by the PyPI version badge.

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    A Model Context Protocol server implementation that enables LLMs to interact with NebulaGraph database for graph exploration, supporting schema understanding, queries, and graph algorithms.
    12
    Python
    Apache 2.0
  • Why this server?

    The MCP server is built with Python, required as a prerequisite (3.8+), and the server is launched using Python commands

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    This MCP server provides connection to Starrocks allows you to explore this query engine with minimum effort.
    Python
    MIT License
  • Why this server?

    Uses Python for implementing the server, with specific instructions for creating virtual environments and running the server through Python commands.

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    A Model Context Protocol server that provides health data from the Senechal API to LLM applications, enabling AI assistants to access, analyze, and respond to personal health information.
    Python
    GPL 3.0
    • Linux
    • Apple
  • Why this server?

    The server is built using Python and requires Python 3.8+ to run.

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    A
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    MCP Tool Server for Logo Generation. This server provides logo generation capabilities using FAL AI, with tools for image generation, background removal, and image scaling.
    153
    Python
    GPL 3.0
    • Apple
    • Linux
  • Why this server?

    Built on Python 3.11+, utilizing its capabilities for implementing the MCP server functionality.

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    A Model Context Protocol server that enables Large Language Models to search and access IETF RFC documents with pagination support.
    Python
    MIT License
  • Why this server?

    The MCP server is built using Python and requires Python 3.10+ for execution.

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    A Model Context Protocol server enabling LLMs like Claude to interact with the Alpaca trading API through natural language for stock trading, checking positions, fetching market data, and managing your account.
    Python
    MIT License
  • Why this server?

    Supports analyzing Python code and provides example client implementation using Python's requests library

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    A Cloudflare Worker that analyzes source code to provide comprehensive explanations including architecture diagrams, core functionality analysis, and component breakdowns across multiple programming languages.
    1
    TypeScript
    Apache 2.0
  • Why this server?

    Built with Python to provide the interface to Perplexity API, offering programmatic access to Perplexity's question answering and chat capabilities.

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    A
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    MCP Server for the Perplexity API.
    38
    Python
    MIT License
    • Linux
    • Apple
  • Why this server?

    Provides code quality analysis with Pylint and security checks with Bandit for Python codebases

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    A
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    A Model Context Protocol tool for analyzing code repositories, performing security scans, and assessing code quality across multiple programming languages.
    Python
    MIT License
    • Apple
    • Linux
  • Why this server?

    Provides a Python-based interface for retrieving and analyzing stock market data, supporting programmatic access to stock information, historical price data, and options analysis.

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    A Model Context Protocol server providing real-time stock data and options analysis through Yahoo Finance, enabling LLMs to access market data, analyze stocks, and evaluate options strategies.
    3
    Python
    MIT License
  • Why this server?

    Implements an asynchronous Python server that exposes TapTools API functionality as MCP tools, using modern Python async patterns for non-blocking operations.

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    A Python-based MCP server that integrates the TapTools API, enabling AI models to fetch Cardano blockchain data, including tokens, NFTs, market stats, and wallet info, through standardized tools.
    Python
    MIT License
  • Why this server?

    Runs as a Python-based MCP server that provides options analysis capabilities through Python scripts

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    A Model Context Protocol server that enables LLMs to analyze options chains, calculate Greeks, and evaluate basic options strategies through Yahoo Finance data.
    3
    Python
    MIT License
    • Apple
    • Linux
  • Why this server?

    Implemented as a Python-based MCP server that enables stock screening functionality through structured API calls

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    Provides comprehensive stock screening capabilities through Yahoo Finance. Enables LLMs to screen stocks based on technical, fundamental, and options criteria, with support for watchlist management and result storage.
    10
    Python
    MIT License
  • Why this server?

    Supports scanning and fixing vulnerable dependencies in Python projects.

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    Provides Trivy security scanning capabilities through a standardized interface, allowing users to scan projects for vulnerabilities and automatically fix them by updating dependencies.
    2
    Python
    MIT License
    • Apple
  • Why this server?

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

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    A
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    Provides Excel file manipulation capabilities. This server enables workbook creation, data manipulation, formatting, and advanced Excel features.
    19
    Python
    MIT License
  • Why this server?

    Allows execution of Python code snippets and projects with automatic dependency detection and installation via pip, requirements.txt, pyproject.toml, or setup.py.

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    An MCP server to create secure code sandbox environment for executing code within Docker containers.
    39
    Go
    MIT License
    • Linux
    • Apple
  • Why this server?

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

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    A
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    Enables seamless integration with any LLM client supporting MCP for creating and optimizing technical content and product positioning using Open Strategy Partners' methodologies.
    53
    Python
    CC BY-SA 4.0
    • Apple
  • Why this server?

    Uses Python packages for interacting with Tuya smart devices, allowing control of device states, color settings, brightness, temperature, and modes through a command-line interface.

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    Provides a note storage system with a custom URI scheme and includes tools for adding notes and generating summaries for Tuya devices.
    1
    Python
    MIT License
    • Apple
  • Why this server?

    The MCP server mentions integration with Python, likely for additional scripting capabilities alongside the JavaScript functionality.

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    A
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    Enables browser automation and real-time computer vision tasks through AI-driven commands, offering zero-cost digital navigation and interaction for enhanced web experiences.
    0
    1
    JavaScript
    MIT License
  • Why this server?

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

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    A
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    A minimal server/client application implementation utilizing the Model Context Protocol (MCP) and Azure OpenAI.
    8
    Python
    MIT License
  • Why this server?

    Provides the runtime environment for MCP servers, with specific version compatibility indicated

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    A
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    FastMCP is a comprehensive MCP server allowing secure and standardized data and functionality exposure to LLM applications, offering resources, tools, and prompt management for efficient LLM interactions.
    2
    Python
    MIT License
  • 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.

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    A
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    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.
    13
    Python
    MIT License
  • Why this server?

    Enables execution of Python code through the system Python interpreter

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    A
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    Provides code manipulation, execution, and version control capabilities. It allows AI assistants to read, write, and execute code while maintaining a history of changes.
    7
    Python
    MIT License
  • Why this server?

    Runs as a Python module, offering programmatic code analysis and modification capabilities for Python projects.

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    A
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    A comprehensive code analysis and management tool that integrates with Claude Desktop to analyze code at project and file levels, helping adapt changes to projects intelligently.
    29
    Python
    MIT License
  • Why this server?

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

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    An MCP server implementation that enables interaction with the Unstructured API, providing tools to list, create, update, and manage sources, destinations, and workflows.
    2
    Python
    • Apple
  • Why this server?

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

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    Provides a set of tools to interact with Tecton clusters, manage feature stores, and execute Tecton CLI commands through the Mission Control Protocol.
  • Why this server?

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

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    A Goose MCP extension providing voice interaction with modern audio visualization, allowing users to communicate with Goose through speech rather than text.
    6
    Python
    • Linux
    • Apple
  • Why this server?

    Built on Python with requirements for Python 3.10+ runtime environment.

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    This is a Model Context Protocol (MCP) server for executing SQL queries against Databricks using the Statement Execution API. It enables AI assistants to directly query Databricks data warehouses, analyze database schemas, and retrieve query results in a structured format
    1
    Python
    • Linux
    • Apple
  • Why this server?

    Powers the MCP Awesome Tool Collection (ATC) API, which serves as the central hub for all tools with plugin-based architecture and real-time communication

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    A robust SSH server facilitating secure remote command execution with TMUX session management, multi-window support, and smart session recovery for improved AI-human interaction.
    3
    Python
  • Why this server?

    Built on Python 3.8+ as the core programming language for the server implementation

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    F
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    Enables integration between SAP HANA Cloud Database and Cursor IDE through the Model Context Protocol, providing standardized interfaces for managing ML models and execution contexts.
    Python
    • Linux
    • Apple
  • Why this server?

    The server is built on Python 3.11+ and requires Python for execution.

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    The MCP Trader Server conducts comprehensive technical analysis on stocks, offering insights into trends, momentum indicators, volatility metrics, and volume analysis to support stock trading decisions.
    14
    Python
    • Apple
  • Why this server?

    Uses Python for server implementation, with specific commands for running and testing the server functionality.

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    Allows Claude or other MCP-compatible AI assistants to search the web and get up-to-date information using the Perplexity API, with features for filtering results by time period.
    7
    Python
    • Apple
  • Why this server?

    Provides comprehensive information about Python installations, packages, and environments.

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    An MCP server that provides detailed information about your development environment to the Cursor code editor, enabling more context-aware assistance.
    1
    Python
    • Linux
    • Apple
  • Why this server?

    Provides the runtime environment for the MCP server application

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    security
    F
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    Provides browser automation capabilities through an API endpoint that interprets natural language commands to perform web tasks using OpenAI's GPT models.
    Python
  • Why this server?

    Enables writing and executing Python scripts specifically for Blender automation, with support for tracking script metadata and capturing execution results.

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    A Model Context Protocol server that allows management and execution of Blender Python scripts, enabling users to create, edit and run scripts in a headless Blender environment through natural language interfaces.
    3
    Python
  • Why this server?

    Built as a Python package (3.12) that implements the MCP server functionality to connect with the Whoop API.

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    A Model Context Protocol server that provides language models with access to personal Whoop fitness data, allowing queries for cycles, recovery, strain, and workout information from the Whoop API.
    1
    Python
    • 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.

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    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.
    Python
  • Why this server?

    Uses Python for implementation and requires Python packages to be installed via pip. The server provides todo list management functionality including viewing, adding, updating, and deleting todo items.

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    An MCP server that provides tools and resources for managing a coding project's todo list, allowing users to view, add, update, and delete todo items with details like priority, status, and tags.
    Python
  • Why this server?

    Provides analysis of Python (.py) files, including listing functions and classes

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    security
    F
    license
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    quality
    This server provides an interface for performing basic file system operations such as navigation, reading, writing, and file analysis, allowing users to manage directories and files efficiently.
    3
    Python
  • Why this server?

    Provides comprehensive Python development tools including code analysis, formatting with Black/PEP8, linting with Pylint, project management with virtual environments, dependency handling, and safe code execution capabilities.

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    security
    F
    license
    -
    quality
    A Model Context Protocol server that enables AI assistants like Claude to perform Python development tasks through file operations, code analysis, project management, and safe code execution.
    1
    Python
    • Linux
    • Apple
  • Why this server?

    Provides access to Python coding style guidelines based on PEP 8 and best practices for project layout, dependency management, and testing.

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    security
    F
    license
    -
    quality
    Provides tools for accessing coding style guidelines and best practices for various technologies including Java, Python, and React.
    Python
  • Why this server?

    Serves as the underlying runtime environment for the MCP server, requiring Python 3.8+ as a prerequisite

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    security
    F
    license
    -
    quality
    A FastMCP-based server that enables programmatic LinkedIn automation and data extraction through browser automation, offering secure authentication and tools for profile operations and post interactions while respecting LinkedIn's rate limits.
    5
    Python
    • Linux
    • Apple
  • Why this server?

    Built with Python 3.10+, providing a type-safe implementation for time-related operations.

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    security
    F
    license
    -
    quality
    An MCP server providing timezone conversions and time-related operations via RESTful API endpoints, featuring comprehensive error handling and timezone database integration.
    Python
  • Why this server?

    Leverages Python's ReportLab library to generate professionally formatted PDFs from markdown content.

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    security
    F
    license
    -
    quality
    Converts Markdown to styled PDFs using VS Code's markdown styling and Python's ReportLab, providing a simple note storage system with custom URI scheme.
    3
    Python
    • Apple
  • Why this server?

    Built using Python as the core programming language

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    security
    F
    license
    -
    quality
    This server provides a standardized framework using the Model Context Protocol (MCP) to seamlessly integrate and manage diverse tools, enabling features like Twitter automation, cryptocurrency updates, and ElizaOS interaction.
    2
    Python
  • Why this server?

    Provides support for creating Python containers and executing Python code in the isolated environments.

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    security
    F
    license
    -
    quality
    Provides isolated Docker environments for code execution, enabling users to create and manage containers, execute multi-language code, save and reproduce development environments, ensuring security and isolation.
    3
    Python
    • Apple
  • Why this server?

    Supports Python runtime with UV package management for development environments

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    security
    F
    license
    -
    quality
    Create sandboxed local development environments directly from Github and execute tests, see coverage and more! Supports Python, Node, Bun and many test runners.
    21
    Python
  • Why this server?

    The MCP server mentions Python SDKs as part of its tech documentation, suggesting integration with Python for working with the Model Context Protocol.

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    security
    F
    license
    -
    quality
    Facilitates interaction and context sharing between AI models using the standardized Model Context Protocol (MCP) with features like interoperability, scalability, security, and flexibility across diverse AI systems.
    1
    Python
  • Why this server?

    Enables code generation in Python through the DeepSeek API, allowing users to create Python programs with language-specific optimizations.

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    security
    F
    license
    -
    quality
    Provides code generation and completion capabilities using the DeepSeek API, with support for tool chaining and cost optimization.
    3
    JavaScript
  • Why this server?

    Analyzes Python codebases to generate dependency graphs, extract file metadata, and evaluate architectural patterns and dependencies.

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    security
    F
    license
    -
    quality
    Analyzes codebases to generate dependency graphs and architectural insights across multiple programming languages, helping developers understand code structure and validate against architectural rules.
    5
    JavaScript
  • Why this server?

    Supports recording information about Python usage, such as command preferences (python3 vs python) through the memory management system

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    security
    F
    license
    -
    quality
    An MCP server that allows Claude and other LLMs to manage persistent memories across conversations through text file storage, enabling commands to add, search, delete and list memory entries.
    2
    TypeScript
  • Why this server?

    Provides an interactive Python REPL environment where code can be executed in persistent sessions, with each session maintaining separate state and preserving execution history.

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    security
    F
    license
    -
    quality
    Provides an interactive Python REPL environment that maintains persistent session state, allowing users to execute Python code and access session history.
    41
    Python
    • Apple
  • Why this server?

    The programming language used to implement the Angle One MCP server, providing the runtime environment for the application.

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    security
    F
    license
    -
    quality
    An MCP server implementation that integrates with Angle One APIs to provide standardized access to financial market data, trading operations, and portfolio management.
    Python
  • Why this server?

    Offers code analysis, improvement suggestions, and documentation support for Python projects

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    security
    F
    license
    -
    quality
    A smart documentation server that provides AI-assisted code improvement and documentation management through Claude Desktop integration.
    6
    TypeScript
  • Why this server?

    Core programming language for the MCP server, providing the runtime environment and language features.

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    security
    F
    license
    -
    quality
    A Python-based server that enables accessing and analyzing bird detection data through the Model Context Protocol, offering features like filtering detections, accessing audio recordings, and generating reports.
    3
    Python
    • Linux
    • Apple