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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?

    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.
    6
    68
    Python
    MIT License
    • Linux
    • Apple

  • 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
    1
    12
    12
    TypeScript
    MIT License
    • Apple

  • Why this server?

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

    BICScan MCP Serverofficial

    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.
    2
    Python
    MIT License
    • Linux
    • 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.
    3
    16
    Python
    MIT License
    • 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
    Verified
    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.
    125
    6
    Python
    Apache 2.0

  • Why this server?

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

    MCP Time Server

    chrishayuk
    Verified
    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.
    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
    Verified
    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.
    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
    Verified
    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.
    9
    16
    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.
    39
    21
    • Apple

  • 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
    Verified
    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.
    14
    2,147
    4
    TypeScript
    MIT License
    • Apple
    • Linux

  • Why this server?

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

    AgentMailofficial

    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
    10
    Python
    • 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
    Verified
    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.
    1
    1
    Python
    MIT License

  • Why this server?

    Supports execution of Python code snippets with output display

  • Why this server?

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

    MCP Agile Flow

    smian0
    Verified
    A
    security
    A
    license
    A
    quality
    A comprehensive system for managing AI-assisted agile development workflows with a modern, resource-based API using FastMCP.
    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
    Verified
    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.
    14
    18
    TypeScript
    GPL 3.0
    • Linux

  • Why this server?

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

    Mindmap MCP Server

    YuChenSSR
    Verified
    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.
    1
    38
    Python
    MIT License
    • Apple

  • Why this server?

    Requires Python 3.12 or higher for running the server

    Weather MCP Server

    CodeByWaqas
    Verified
    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.
    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.
    3
    2
    Python
    Apache 2.0
    • Linux
    • Apple

  • Why this server?

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

    pluggedin-mcp-proxy

    VeriTeknik
    Verified
    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.
    1,030
    TypeScript
    Apache 2.0

  • Why this server?

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

    Taiga MCP Bridge

    talhaorak
    Verified
    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.
    60
    1
    Python
    MIT License

  • Why this server?

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

    Windows Command Line MCP Server

    alxspiker
    Verified
    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.
    8
    3
    TypeScript
    MIT License

  • 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
    Verified
    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.
    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
    Verified
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    security
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    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.
    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).
    5
    3
    TypeScript
    MIT License

  • 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.
    1
    29
    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.
    11
    239
    23
    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.
    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.
    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
    Verified
    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.
    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.
    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.
    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.
    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
    Verified
    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.
    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
    Verified
    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.
    5
    1
    JavaScript
    MIT License
    • Apple

  • 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.
    10
    16
    987
    TypeScript
    MIT License

  • 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.
    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.
    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.
    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).
    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.
    3
    13
    MIT License
    • Apple

  • 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.
    5
    Python
    • Linux
    • Apple

  • 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
    official

    genomoncology
    Verified
    -
    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.
    28
    Python
    MIT License
    • Apple
    • Linux

  • 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.
    23
    MIT License
    • Apple
    • Linux

  • 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 Server
    official

    chroma-core
    Verified
    -
    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.
    71
    Python
    Apache 2.0

  • 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.
    8
    2
    Python

  • 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
    Verified
    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.
    9
    8
    Python
    • 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.
    14
    Python
    Apache 2.0
    • 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
    Verified
    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.
    2
    Python

  • 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.
    6
    7
    Python

  • 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
    -
    security
    A
    license
    -
    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.
    7
    Python
    Apache 2.0

  • Why this server?

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

    Hideofficial

    hide-org
    -
    security
    A
    license
    -
    quality
    A MCP server for Hide – headless IDE for coding agents.
    6
    Python
    MIT License
    • Apple
    • Linux

  • 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.
    2
    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

    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.
    4
    15
    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.

    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.
    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.
    1
    4
    JavaScript

  • 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.
    2
    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
    Verified
    -
    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.
    542
    Python
    GPL 2.0
    • Apple

  • 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.
    4
    JavaScript
    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
    Verified
    -
    security
    A
    license
    -
    quality
    Acts as an AI Gateway for MCP servers using Azure API Management, implementing the latest MCP Authorization specification.
    13
    MIT License

  • 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
    Verified
    -
    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.
    57
    Python
    MIT License
    • Apple

  • Why this server?

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

    OpenFGA MCP

    evansims
    Verified
    -
    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.
    1
    Python
    Apache 2.0

  • Why this server?

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

    Selector AI FastMCP

    automateyournetwork
    Verified
    -
    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.
    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.
    6
    Python
    MIT License
    • Linux

  • 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.
    12
    Python
    MIT License
    • Linux
    • Apple

  • 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.
    45
    Python
    MIT License
    • Linux
    • Apple

  • 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.
    19
    Python
    MIT License
    • Apple
    • Linux

  • 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
    Verified
    -
    security
    A
    license
    -
    quality
    Provides Excel file manipulation capabilities. This server enables workbook creation, data manipulation, formatting, and advanced Excel features.
    212
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

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

    Stata MCP Server

    hanlulong
    Verified
    -
    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.
    12
    MIT License
    • Apple
    • Linux

  • 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
    Verified
    -
    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.
    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.
    15
    Python
    MIT License

  • Why this server?

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

    DiffuGen

    CLOUDWERX-DEV
    Verified
    -
    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.
    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
    Verified
    -
    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.
    1
    Python
    GPL 3.0

  • 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
    Verified
    -
    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.
    Python
    Apache 2.0

  • 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.
    Python
    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
    Verified
    -
    security
    A
    license
    -
    quality
    An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
    8
    Python
    MIT License

  • Why this server?

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

    editor-mcp

    danielpodrazka
    Verified
    -
    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.
    2
    Python
    MIT License
    • Linux
    • Apple

  • 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.
    100
    168
    Rust
    MIT License

  • 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.
    5
    Python
    MIT License

  • 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.
    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
    Verified
    -
    security
    A
    license
    -
    quality
    Generate animation like 3blue1brown using a single prompt.
    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
    Verified
    -
    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.
    6
    Python
    MIT License
    • Apple
    • Linux

  • 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 Server

    ynu
    Verified
    -
    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.
    Python
    MIT License

  • Why this server?

    Requires Python 3.13 or higher to run the MCP server.

    Two Truths and a Twist

    ErgodicLabs
    -
    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.
    2
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

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

  • 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
    Verified
    -
    security
    A
    license
    -
    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.
    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
    Verified
    -
    security
    A
    license
    -
    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.
    7
    Python
    MIT License
    • Apple

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

  • 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
    Verified
    -
    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.
    1
    JavaScript
    Mulan Permissive Software License, Version 2
    • Linux
    • Apple

  • Why this server?

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

    SearXNG MCP Server

    tisDDM
    Verified
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables AI assistants to perform web searches using SearXNG, a privacy-respecting metasearch engine.
    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
    -
    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.
    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
    -
    security
    A
    license
    -
    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.
    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
    -
    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.
    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
    -
    security
    A
    license
    -
    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.
    1
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Supports Python-based MCP servers, automatically configuring them to run as Python modules with proper environment variables.

    Cursor MCP Installer

    matthewdcage
    Verified
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol (MCP) server for Cursor IDE that simplifies the installation and configuration of other MCP servers.
    882
    23
    JavaScript
    MIT License
    • Apple
    • Linux

  • Why this server?

    Requires Python 3.10+ as a system requirement for running the server

    Playwright Server MCP

    ziux
    -
    security
    A
    license
    -
    quality
    A browser automation server providing Playwright capabilities for controlling web browsers, capturing screenshots, extracting content, and performing complex interactions through an MCP interface.
    Python
    Apache 2.0
    • Apple

  • Why this server?

    Provides a Python-based environment for executing functions and interacting with Foundry's data structures

    Foundry MCP Server

    qwert666
    -
    security
    A
    license
    -
    quality
    An MCP server that allows AI assistants to interact with Foundry datasets, ontology objects, and functions through natural language queries and commands.
    2
    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
    Verified
    -
    security
    A
    license
    -
    quality
    A mcp server that bridges Dune Analytics data to AI agents.
    7
    Python
    MIT License

  • Why this server?

    Built with the official MCP Python SDK, requiring Python 3.8 or later for installation and operation.

    Frida MCP

    dnakov
    -
    security
    A
    license
    -
    quality
    An MCP-compliant server that enables AI systems to interact with mobile and desktop applications through Frida's dynamic instrumentation capabilities, allowing for process management, device control, JavaScript execution, and script injection.
    2
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Enables creation and management of LLDB debugging sessions through Python, with support for program loading, execution control, breakpoint management, and memory inspection

    LLDB-MCP

    stass
    -
    security
    A
    license
    -
    quality
    A MCP server for LLDB that allows automatic analyzing, debugging and disassembling of native apps.
    1
    Python
    BSD 2-Clause "Simplified" 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.
    1
    Python
    MIT License

  • Why this server?

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

    Nash MCP Server

    nash-app
    -
    security
    A
    license
    -
    quality
    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?

    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
    Verified
    -
    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.
    Python
    MIT License

  • Why this server?

    Server implementation requires Python 3.8+ to run the MCP service for Tushare data querying capabilities.

    Tushare MCP Server

    zhewenzhang
    Verified
    -
    security
    A
    license
    -
    quality
    A server based on Model Context Protocol that enables AI assistants to query and search for stock information using the Tushare API.
    Python
    MIT License

  • Why this server?

    Serves as the runtime environment for the MCP server, with specific instructions for setting up Python environments to run the MCP functionality.

    MCP Browser Use

    janspoerer
    -
    security
    A
    license
    -
    quality
    Empowers AI agents to perform web browsing, automation, and scraping tasks with minimal supervision using natural language instructions and Selenium.
    1
    Python
    Apache 2.0
    • Apple

  • Why this server?

    Parses Python code with a custom parser for analysis and visualization

    SCAST MCP Server

    davidkingzyb
    Verified
    -
    security
    A
    license
    -
    quality
    Converts code into UML diagrams and flowcharts through static analysis, enabling visualization of code structure and explanation of functionality.
    5
    JavaScript
    MIT License
    • Linux
    • Apple

  • Why this server?

    Parses Python files using AST for accurate import detection, enabling dependency tracking and importance ranking.

    File Rank MCP Server

    admica
    Verified
    -
    security
    A
    license
    -
    quality
    A tool that helps rank codebase files by importance (1-10 scale), track file dependencies, and provide summaries, all accessible through a simple JSON-based interface.
    2
    TypeScript
    GPL 3.0
    • Linux

  • Why this server?

    Serves as the runtime environment for the MCP server, requiring Python 3.11+ for server operation.

    Modal MCP Server

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

  • 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.
    5
    Python
    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
    Verified
    -
    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.
    1
    Python
    MIT License

  • Why this server?

    Provides a Python interface for monitoring and analyzing Java processes.

    JVM MCP Server

    xzq-xu
    -
    security
    A
    license
    -
    quality
    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.
    31
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

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

    Container-MCP

    54rt1n
    Verified
    -
    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.
    4
    Python
    Apache 2.0
    • Linux

  • 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.
    Python
    MIT License

  • Why this server?

    Primary runtime environment for the MCP server with version 3.11+ requirement

    Quick-start Auto MCP

    teddynote-lab
    Verified
    -
    security
    A
    license
    -
    quality
    A tool that helps easily register Anthropic's Model Context Protocol (MCP) in Claude Desktop and Cursor, providing RAG functionality, Dify integration, and web search capabilities.
    36
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

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

    Weibo MCP Server

    qinyuanpei
    Verified
    -
    security
    A
    license
    -
    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.
    2
    Python
    MIT License

  • Why this server?

    Offers a Python client interface for sending TTS requests to the server with customizable voice, speed, and file management options.

    Kokoro Text to Speech MCP Server

    mberg
    -
    security
    A
    license
    -
    quality
    A server that generates MP3 audio files from text using Kokoro TTS technology with optional S3 upload capabilities.
    Python
    Apache 2.0
    • Apple

  • Why this server?

    Built with Python, allowing direct execution of the server outside of Docker containers and easy extension through Python-based tools.

    MySQL MCP Server

    Mineru98
    -
    security
    A
    license
    -
    quality
    A server that enables AI models to interact with MySQL databases through a Model Control Protocol, providing tools for table creation, schema inspection, query execution, and data retrieval.
    20
    Python
    MIT License
    • Linux
    • Apple

  • 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.

    Code Sandbox MCP

    Automata-Labs-team
    -
    security
    A
    license
    -
    quality
    An MCP server to create secure code sandbox environment for executing code within Docker containers.
    69
    Go
    MIT License
    • Linux
    • Apple

  • Why this server?

    Built for Python 3.10+ environments, with specific compatibility requirements as noted in the technology stack section.

    mcp-cortellis

    uh-joan
    Verified
    -
    security
    A
    license
    -
    quality
    An MCP server enabling AI assistants to search and analyze pharmaceutical data through Cortellis. Features comprehensive drug search, ontology exploration, and real-time clinical trial data access.
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Supports native Python installation as an alternative to Docker deployment, with specific requirements for Python 3.13+ and uv.

    Hass-MCP

    voska
    Verified
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables AI assistants like Claude to interact directly with Home Assistant, allowing them to query device states, control smart home entities, and perform automation tasks.
    15
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    Leverages the FastF1 Python library to provide access to Formula One data including race calendars, event information, session results, driver statistics, lap times, telemetry, and championship standings.

    Formula One MCP Server

    rakeshgangwar
    Verified
    -
    security
    A
    license
    -
    quality
    Provides Formula One data and statistics through a Model Context Protocol interface, allowing users to access race calendars, session results, driver statistics, telemetry data, and championship standings.
    JavaScript
    MIT License

  • Why this server?

    Built for Python 3.10+ environment, with Python being the runtime for the MCP server process.

    Volcengine Knowledge Base MCP

    suqidan
    -
    security
    A
    license
    -
    quality
    A Claude Desktop MCP server that provides knowledge base search and chat functionality for Volcengine knowledge bases, allowing users to search and chat with their external knowledge repositories.
    Python
    MIT License
    • Apple

  • Why this server?

    Built on Python 3.10+ with support for virtual environments and package management through uv.

    MCP Image Server

    IA-Programming
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables fetching and processing images from URLs, local file paths, and numpy arrays, returning them as base64-encoded strings with proper MIME types.
    1
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Requires Python 3.10 or higher for installation and running of the Kaltura MCP server.

    Kaltura MCP Server

    zoharbabin
    -
    security
    A
    license
    -
    quality
    An implementation of the Model Context Protocol that provides AI models with standardized access to Kaltura's media management capabilities including uploading, retrieving metadata, searching, and managing categories and permissions.
    1
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Required runtime for the MCP server, with version 3.10+ specified as a prerequisite.

    Alpaca MCP Server

    miguelyad26
    Verified
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables LLMs like Claude to interact with the Alpaca trading API, allowing for trading stocks, checking positions, fetching market data, and managing accounts through natural language.
    Python
    MIT License

  • Why this server?

    Implements the MCP server using Python SDK, supporting both v0 and v1 API implementations.

    DraCor MCP Server

    stijn-meijers
    Verified
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables Claude and other LLMs to interact with the Drama Corpora Project API for analyzing dramatic texts, character networks, and play information across different languages and periods.
    2
    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

    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.
    66
    Go
    BSD 3-Clause
    • Apple
    • Linux

  • Why this server?

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

    OpenPyXL MCP Server

    jonemo
    Verified
    -
    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.
    1
    Python
    MIT License
    • Apple

  • Why this server?

    Integrates with Python to access the NSAF framework capabilities

    NSAF MCP Server

    ariunbolor
    Verified
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that allows AI assistants to interact with the Neuro-Symbolic Autonomy Framework, enabling capabilities like running NSAF evolution with customizable parameters and comparing different agent architectures.
    Python
    MIT License
    • Apple

  • Why this server?

    Provides runtime environment for the Genesis World simulations, required for version 3.8 or higher.

    Genesis MCP Server

    dustland
    Verified
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol (MCP) server for running Genesis World simulations with integrated visualization support, using stdio transport to enable local runtime visualization features.
    Python
    MIT License
    • Linux
    • 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.
    6
    Python
    Apache 2.0
    • Linux
    • Apple

  • Why this server?

    Supports remote execution of Python commands and scripts through the command interface

    Remote Command MCP Server

    deepsuthar496
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables remote execution of shell commands across different operating systems, automatically handling platform-specific differences between Windows and Unix-like systems.
    JavaScript
    MIT License
    • Linux

  • 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.
    17
    Python
    Apache 2.0
    • Apple
    • Linux

  • Why this server?

    Provides tools for searching NIH-funded research projects and associated publications through the NIH RePORTER API, allowing users to query by criteria such as fiscal years, PI names, organizations, funding amounts, and more.

    NIH RePORTER MCP

    jbdamask
    Verified
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables conversational searching of NIH-funded research projects and publications through the NIH RePORTER database.
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Leverages Python and OpenPyXL to enable Excel workbook manipulation, including worksheet management, data reading/writing, formatting, and analysis features like charts and pivot tables.

    Excel MCP Server

    fish0710
    Verified
    -
    security
    A
    license
    -
    quality
    Provides Excel file manipulation capabilities without requiring Microsoft Excel installation, enabling workbook creation, data manipulation, formatting, and advanced Excel features.
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Allows running arbitrary Python code in PyMOL from Claude, extending the functionality beyond built-in PyMOL commands.

    PyMOL-MCP

    vrtejus
    Verified
    -
    security
    A
    license
    -
    quality
    Connects PyMOL to Claude AI through the Model Context Protocol, allowing for conversational structural biology and molecular visualization through natural language commands.
    3
    Python
    MIT License
    • Apple
    • Linux

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

  • Why this server?

    Provides the implementation environment for the LinkedIn profile analyzer MCP server.

    Linkedin-Profile-Analyzer

    rugvedp
    Verified
    -
    security
    A
    license
    -
    quality
    A powerful LinkedIn Profile Analyzer that seamlessly integrates with Claude AI to fetch and analyze public LinkedIn profiles, enabling users to extract, search, and analyze posts data through RapidAPI's LinkedIn Data API.
    1
    Python
    MIT License

  • Why this server?

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

    NebulaGraph MCP Server

    PsiACE
    Verified
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server implementation that enables LLMs to interact with NebulaGraph database for graph exploration, supporting schema understanding, queries, and graph algorithms.
    13
    Python
    Apache 2.0

  • Why this server?

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

    pancakeswap-poolspy-mcp

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

  • Why this server?

    Requires Python dependencies that are automatically installed for supporting the semantic search functionality

    Simple Memory Extension MCP Server

    gmacev
    -
    security
    A
    license
    -
    quality
    An MCP server that extends AI agents' context window by providing tools to store, retrieve, and search memories, allowing agents to maintain history and context across long interactions.
    5
    TypeScript
    MIT License

  • Why this server?

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

    MCP-LOGO-GEN

    sshtunnelvision
    -
    security
    A
    license
    -
    quality
    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.
    159
    Python
    GPL 3.0
    • Apple
    • Linux

  • Why this server?

    Requires Python 3.10+ as the runtime environment for the MCP server that processes weather data requests.

    Weather MCP Tool

    SaintDoresh
    Verified
    -
    security
    A
    license
    -
    quality
    Provides real-time weather data, forecasts, and historical weather information from OpenWeatherMap API for Claude Desktop, enabling natural language queries about current conditions, forecasts, air quality, and weather alerts worldwide.
    Python
    MIT License

  • Why this server?

    Built on Python 3.10+, providing a comprehensive file conversion platform that leverages Python's ecosystem for document and image processing.

    File Converter MCP Server

    wowyuarm
    Verified
    -
    security
    A
    license
    -
    quality
    An MCP server that provides multiple file conversion tools for AI agents, supporting various document and image format conversions including DOCX to PDF, PDF to DOCX, image conversions, Excel to CSV, HTML to PDF, and Markdown to PDF.
    3
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

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

    Slim MCP

    webdevtodayjason
    Verified
    -
    security
    A
    license
    -
    quality
    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?

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

    Docker MCP Server

    zaycruz
    -
    security
    A
    license
    -
    quality
    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?

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

    mcp-server-starrocks

    hagsmand
    Verified
    -
    security
    A
    license
    -
    quality
    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.

    Senechal MCP Server

    mattjoyce
    -
    security
    A
    license
    -
    quality
    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?

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

    MCP-Server-IETF

    tizee
    -
    security
    A
    license
    -
    quality
    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?

    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.

  • Why this server?

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

    Alpaca MCP Server

    tedlikeskix
    -
    security
    A
    license
    -
    quality
    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

    Code Explainer MCP

    BillDuke13
    -
    security
    A
    license
    -
    quality
    A Cloudflare Worker that analyzes source code to provide comprehensive explanations including architecture diagrams, core functionality analysis, and component breakdowns across multiple programming languages.
    2
    TypeScript
    Apache 2.0

  • Why this server?

    Built on Python 3.12+, allowing for Python-based task management and automation.

    TaskMateAI

    NewAITees
    -
    security
    A
    license
    -
    quality
    AI-driven task management application that operates via MCP, enabling autonomous creation, organization, and execution of tasks with support for subtasks, priorities, and progress tracking.
    Python
    MIT License
    • Linux

  • Why this server?

    Provides a tool for running Python code in a sandboxed environment

    Modal MCP Toolbox

    philipp-eisen
    -
    security
    A
    license
    -
    quality
    Facilitates running Python code in a sandbox and generating images using the FLUX model via an MCP server compatible with clients like Goose and the Claude Desktop App.
    2
    16
    Python
    MIT License

  • Why this server?

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

    mcp-perplexity

    daniel-lxs
    Verified
    -
    security
    A
    license
    -
    quality
    MCP Server for the Perplexity API.
    40
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

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

    Argus

    athapong
    -
    security
    A
    license
    -
    quality
    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.

    StockFlow MCP Server

    twolven
    -
    security
    A
    license
    -
    quality
    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.
    4
    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.

    TapTools API MCP

    brianbell-x
    -
    security
    A
    license
    -
    quality
    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

    OptionsFlow MCP Server

    twolven
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables LLMs to analyze options chains, calculate Greeks, and evaluate basic options strategies through Yahoo Finance data.
    4
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

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

    StockScreen MCP Server

    twolven
    -
    security
    A
    license
    -
    quality
    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.
    13
    Python
    MIT License

  • Why this server?

    Supports scanning and fixing vulnerable dependencies in Python projects.

    Trivy Security Scanner MCP Server

    norbinsh
    -
    security
    A
    license
    -
    quality
    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?

    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.
    60
    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.

    Tuya MCP Server

    cabra-lat
    -
    security
    A
    license
    -
    quality
    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.

    Deepseek R1 MCP Server

    grapheneaffiliate
    -
    security
    A
    license
    -
    quality
    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?

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

    FastMCP

    wanderingnature
    -
    security
    A
    license
    -
    quality
    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.
    3
    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.

    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.
    15
    Python
    MIT License

  • Why this server?

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

    MCP Code Analyzer

    emiryasar
    -
    security
    A
    license
    -
    quality
    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?

    Built using Python as the implementation language, with dependencies managed through pip and virtual environments.

    LinkedIn Model Context Protocol (MCP) Server

    Rayyan9477
    Verified
    -
    security
    F
    license
    -
    quality
    A server that enables AI assistants to interact with LinkedIn programmatically for job searching, resume/cover letter generation, and managing job applications through standardized JSON-RPC requests.
    1
    Python

  • Why this server?

    Leverages the Python AI/ML ecosystem for implementing the Multi-Agent System architecture, supporting advanced sequential thinking capabilities.

    Sequential Thinking Multi-Agent System

    FradSer
    Verified
    -
    security
    F
    license
    -
    quality
    An advanced MCP server that implements sophisticated sequential thinking using a coordinated team of specialized AI agents (Planner, Researcher, Analyzer, Critic, Synthesizer) to deeply analyze problems and provide high-quality, structured reasoning.
    92
    Python
    • Linux
    • Apple

  • Why this server?

    Offers code component management for Python projects, including semantic search, relationship tracking, and implementation status monitoring across development sessions.

    Persistent-Code MCP Server

    sparshdrolia
    -
    security
    F
    license
    -
    quality
    Creates and maintains a semantic knowledge graph of code that allows maintaining context across sessions with Claude, providing advanced search capabilities without requiring the entire codebase in the context window.
    2
    Python
    • Apple

  • Why this server?

    Requires Python 3.10 or newer to run, with installation via pip package manager.

    mcp-server-webcrawl

    pragmar
    Verified
    -
    security
    F
    license
    -
    quality
    Bridge the gap between your web crawl and AI language models. With mcp-server-webcrawl, your AI client filters and analyzes web content under your direction or autonomously, extracting insights from your web content. Supports WARC, wget, InterroBot, Katana, and SiteOne crawlers.
    Python
    • Apple

  • Why this server?

    Built on Python with async support for UI automation and interaction

    OmniMCP

    OpenAdaptAI
    Verified
    -
    security
    F
    license
    -
    quality
    A server that provides rich UI context and interaction capabilities to AI models, enabling deep understanding of user interfaces through visual analysis and precise interaction via Model Context Protocol.
    24
    Python
    • Linux
    • Apple

  • Why this server?

    Implements the server in Python, allowing for Python-based interaction with the weekly report functionality as shown in the example.

    Weekly Report MCP Server

    tobecrazy
    -
    security
    F
    license
    -
    quality
    A simple MCP server that allows users to write and save weekly reports to text files in a dedicated reports directory.
    Python

  • Why this server?

    Provides access to UNHCR population data through a standardized interface, allowing queries for refugee statistics by country of origin, country of asylum, and year.

    UNHCR Population Data MCP Server

    rvibek
    Verified
    -
    security
    F
    license
    -
    quality
    Provides access to UNHCR refugee statistics through a standardized interface, allowing AI agents to query data by country of origin, country of asylum, and year.
    Python

  • Why this server?

    Requires Python 3.10 or higher as the runtime environment for the MCP server

    Headless IDA MCP Server

    cnitlrt
    Verified
    -
    security
    F
    license
    -
    quality
    A server that provides remote binary analysis capabilities through IDA Pro's headless mode, allowing users to manage and manipulate functions, variables, and other binary elements via the Multi-Client Protocol.
    3
    Python

  • Why this server?

    Enables capturing screenshots on Windows systems and saving them to specified file paths, with special support for WSL-to-Windows interactions where an AI assistant running in WSL can request screenshots that are saved directly to its workspace.

    Screenshot MCP Server

    KunihiroS
    Verified
    -
    security
    F
    license
    -
    quality
    Captures screenshots and saves them to file paths specified by client applications, primarily designed to facilitate screenshot analysis by AI assistants running in WSL environments.
    Python

  • Why this server?

    Uses Python as the runtime environment to implement the IMAP MCP server, providing email browsing, organization, and processing capabilities.

    IMAP MCP Server

    non-dirty
    Verified
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol server that enables AI assistants to access and manage email through IMAP, supporting browsing, searching, reading, and organizing emails while learning user preferences over time.
    2
    Python
    • Linux
    • Apple

  • Why this server?

    Implemented in Python, providing a programmatic interface to macOS applications through a Python API.

    Python Apple MCP

    jxnl
    -
    security
    F
    license
    -
    quality
    A Python server that enables interaction with macOS native applications (Contacts, Notes, Mail, Messages, Reminders, Calendar, and Maps) through AppleScript, featuring asynchronous operations and type-safe interfaces.
    1
    Python
    • Apple

  • Why this server?

    Built in Python with pip/uv package management, providing a foundation for the MCP server implementation.

    Alpaca Trading MCP Server

    laukikk
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol server that interfaces with Alpaca trading API, allowing users to manage portfolios, place trades, and access market data through natural language interactions.
    Python

  • Why this server?

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

  • Why this server?

    Provides the runtime environment for both the server and client components, with version 3.8+ required.

    Weather Query MCP Server

    eternachen
    -
    security
    F
    license
    -
    quality
    An MCP server implementation that allows users to fetch and display weather information for specified cities, including temperature, humidity, wind speed, and weather descriptions.
    Python
    • Linux
    • Apple

  • Why this server?

    Required runtime environment for the MCP server and used for direct module execution.

    Daraja MCP

    jameskanyiri
    Verified
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol server that integrates AI applications with Safaricom's Daraja API, enabling AI-driven financial transactions and automation through M-Pesa services.
    2
    Python
    • Apple
    • Linux

  • Why this server?

    Offers a Python API for starting and configuring the MCP server, as well as client libraries for invoking DolphinScheduler tools programmatically through Python.

    DolphinScheduler MCP Server

    ocean-zhc
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol server that allows AI agents to interact with Apache DolphinScheduler through a standardized protocol, enabling AI-driven workflow management.
    2
    Python

  • Why this server?

    Provides the runtime environment for the stock information service, supporting data processing and API functionality for stock market data.

    Stock Info Service

    tddt
    -
    security
    F
    license
    -
    quality
    A FastMCP-based service that provides stock data including historical prices, fundamental information, and financial news.
    1
    Python
    • 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
    Verified
    -
    security
    F
    license
    -
    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.
    1
    TypeScript
    • Apple
    • Linux

  • Why this server?

    Enables AI agents to interact with network data through custom Python tools, allowing for automation tasks and network management operations within Nautobot.

    Nautobot MCP Server

    gt732
    -
    security
    F
    license
    -
    quality
    An integration that enables AI assistants to interact with network data through a standardized protocol, providing AI-ready tools and interfaces for network automation and management.
    2
    Python

  • Why this server?

    Provides the runtime environment for the MCP server, required as version 12.0 or newer for operation.

    mem0 MCP Server for Project Management

    KunihiroS
    Verified
    -
    security
    F
    license
    -
    quality
    A bridge between MCP Host applications and mem0 cloud service, specialized for project management with capabilities to store, retrieve, and search project information within a structured format.
    1
    Python

  • Why this server?

    Supports Python-based installation and execution using UV package manager for those preferring Python environments.

    OpenRouter MCP Multimodal Server

    stabgan
    Verified
    -
    security
    F
    license
    -
    quality
    Provides chat and image analysis capabilities through OpenRouter.ai's diverse model ecosystem, enabling both text conversations and powerful multimodal image processing with various AI models.
    292
    3
    TypeScript
    • Apple
    • Linux

  • Why this server?

    Implements the Model Context Protocol (MCP) server in Python, allowing clients to interact with the server for model context management through a client-server architecture.

    MCP Python Server

    jatindera
    -
    security
    F
    license
    -
    quality
    A Python-based implementation of the Model Context Protocol that enables communication between a model context management server and client through a request-response architecture.
    Python
    • Linux
    • Apple

  • Why this server?

    Built using Python with specific version requirements (3.10+) and integration with Python package management

    MCP Invoice

    nfshanq
    -
    security
    F
    license
    -
    quality
    A Python MCP server for invoice and receipt processing that uses OCR technology to extract data from PDFs and images, offering AI assistants the ability to process, extract text from, and merge invoice documents.
    Python
    • Apple

  • Why this server?

    Installs and configures Python-based MCP servers, supporting PyPI packages as MCP server sources

    MCP Builder

    XD3an
    -
    security
    F
    license
    -
    quality
    A Python-based server that helps users easily install and configure other MCP servers across different platforms.
    2
    Python
    • Apple
    • Linux

  • Why this server?

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

    MCP Prompt Server

    gdli6177
    Verified
    -
    security
    F
    license
    -
    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.
    2
    JavaScript

  • Why this server?

    Provides functionality for managing user profiles, creating and searching posts, and analyzing user data through a simple Python implementation with a local database.

    MCP Python Tutorial

    jhj0517
    Verified
    -
    security
    F
    license
    -
    quality
    A demonstration server showing MCP implementation in Python with resource handling, tool operations, and reusable prompts for a simple user/post system with local database.
    Python
    • Apple
    • Linux

  • Why this server?

    Built on Python, allowing users to run the server and interact with PowerPoint files through Python commands for creating and manipulating presentations.

    PowerPoint MCP Server

    jenstangen1
    Verified
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol server that enables AI models to create and manipulate PowerPoint presentations with advanced features like financial charts, formatting, and template management.
    1
    Python

  • Why this server?

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

    AlphaVantage MCP Server

    lifejwang11
    Verified
    -
    security
    F
    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.
    Python
    • Linux
    • Apple

  • Why this server?

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

    Nmap MCP Server

    imjdl
    -
    security
    F
    license
    -
    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.
    1
    Python
    • Linux

  • Why this server?

    Supports direct Python script execution for running the MCP server, with detailed configuration instructions for Windows, macOS, and Linux environments.

    ConnectWise API Gateway MCP Server

    jasondsmith72
    Verified
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol server that provides a comprehensive interface for interacting with the ConnectWise Manage API, simplifying API discovery, execution, and management for both developers and AI assistants.
    46
    2
    Python
    • Linux
    • Apple

  • Why this server?

    Implements database operations using the pyodbc Python library to provide SQL Server interaction capabilities.

    MCP SQL Server

    dennismartis
    -
    security
    F
    license
    -
    quality
    A FastMCP server that provides natural language interaction with MS SQL databases, enabling users to query data, list tables, describe structures, and execute database operations through a conversational AI interface.
    Python

  • Why this server?

    Serves as the runtime environment for the Healthcare MCP Server, supporting both command-line execution and virtual environment management.

    Healthcare MCP Server

    Cicatriiz
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol server providing AI assistants with access to healthcare data tools, including FDA drug information, PubMed research, health topics, clinical trials, and medical terminology lookup.
    Python
    • Linux
    • Apple

  • Why this server?

    Used for model serialization and deserialization, with specific endpoints for loading models and making predictions. Includes potentially dangerous pickle functionality that can allow arbitrary code execution.

    dvmcp

    Karanxa
    Verified
    -
    security
    F
    license
    -
    quality
    Damn Vulnerable MCP Server for Security Researchers.
    Python