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Open-Source MCP servers

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

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9,443 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • Python Code Review MCP Agent

    JJJHoons
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    Enables comprehensive security vulnerability scanning and code quality analysis for Python applications. Provides detailed reports with scoring, actionable suggestions, and comparison tracking specifically designed for backend developers working with frameworks like Django, Flask, and FastAPI.
    Last updated -
    5

  • Python Code Runner

    shibing624
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    Enables execution of Python code in a safe environment, including running scripts, installing packages, and retrieving variable values. Supports file operations and package management through pip.
    Last updated -
    7
    Apache 2.0

  • Data Analysis MCP Server

    boyzhang666
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    Provides comprehensive statistical analysis tools for industrial data including time series analysis, correlation calculations, stationarity tests, outlier detection, causal analysis, and forecasting capabilities. Enables data quality assessment and statistical modeling through a FastAPI-based MCP architecture.
    Last updated -
    1

  • Code Analysis MCP Server

    saiprashanths
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    The server facilitates natural language interactions for exploring and understanding codebases, providing insights into data models and system architecture using a cost-effective, simple setup with support for existing Claude Pro subscriptions.
    Last updated -
    4
    19
    • Apple

  • MCP Python Toolbox

    gianlucamazza
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    A Model Context Protocol server that enables AI assistants like Claude to perform Python development tasks through file operations, code analysis, project management, and safe code execution.
    Last updated -
    5
    • Linux
    • Apple

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  • Financial Analysis MCP Server

    NARAVINDR321
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    security
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    quality
    Enables LLMs to retrieve, analyze, and visualize stock prices and financial report data for quantitative trading research and investment analysis. Provides real-time and historical stock data, financial statement analysis, key metric calculations, and trading signal visualization.
    Last updated -
    13

  • MCP Code Analysis Server

    johannhartmann
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    quality
    An intelligent server that provides semantic code search, domain-driven analysis, and advanced code understanding for large codebases using LLMs and vector embeddings.
    Last updated -
    5
    MIT License

  • MCP Code Executor

    bazinga012
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    security
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    quality
    Allows LLMs to execute Python code in a specified Conda environment, enabling access to necessary libraries and dependencies for efficient code execution.
    Last updated -
    188
    MIT License
    • Linux
    • Apple

  • Python Local MCP Server

    Alec2435
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    Provides an interactive Python REPL environment that maintains persistent session state, allowing users to execute Python code and access session history.
    Last updated -
    56
    • Apple

  • Python Codebase Analysis RAG System

    shervinemp
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    security
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    An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.
    Last updated -
    5

  • PRIMS – Python Runtime Interpreter MCP Server

    hileamlakB
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    Enables LLM agents to execute arbitrary Python code in secure, isolated sandbox environments with automatic dependency management and file handling. Each code execution runs in a fresh virtual environment that gets destroyed after completion, providing safe and reproducible Python code execution.
    Last updated -
    16
    MIT License

  • Python REPL MCP Server

    hdresearch
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    security
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    license
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    quality
    A server that provides a persistent Python REPL environment through the MCP protocol, allowing execution of Python code, variable management, and package installation.
    Last updated -
    3
    27
    MIT License

  • MCP Server for Cirro Data

    NorahZager
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    security
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    quality
    This server enables multi-agent conversations for interacting with Cirro's biological data platform through its OpenAPI interface, auto-generated using AG2's MCP builder.
    Last updated -

  • Deep Code Reasoning MCP Server

    haasonsaas
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    quality
    Pairs Claude Code with Google's Gemini AI for complementary code analysis, enabling intelligent routing where Claude handles local-context operations while Gemini leverages its 1M token context for distributed system debugging and long-trace analysis.
    Last updated -
    10
    91
    MIT License

  • Python MCP Sandbox

    JohanLi233
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    security
    A
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    quality
    An interactive Python code execution environment that allows users and LLMs to safely execute Python code and install packages in isolated Docker containers.
    Last updated -
    27
    Apache 2.0

  • Multi-AI MCP Server for Claude Code

    RaiAnsar
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    security
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    quality
    Connects Claude Code with multiple AI models (Gemini, Grok-3, ChatGPT, DeepSeek) simultaneously, allowing users to get diverse AI perspectives, conduct AI debates, and leverage each model's unique strengths.
    Last updated -
    109
    MIT License

  • Code Context Provider MCP

    AB498
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    security
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    license
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    quality
    Provides code context and analysis for AI assistants by extracting directory structures and code symbols using WebAssembly Tree-sitter parsers with zero native dependencies.
    Last updated -
    1
    37
    15
    MIT License
    • Linux
    • Apple

  • Python MCP Server

    hesiod-au
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    A Model Context Protocol server that extracts and analyzes Python code structures, focusing on import/export relationships between files to help LLMs understand code context.
    Last updated -
    6
    MIT License

  • GitLab MCP for Code Review

    mehmetakinn
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    security
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    quality
    An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.
    Last updated -
    31
    MIT License
    • Linux
    • Apple

  • Code Merge MCP

    yy1588133
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    security
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    A Model Context Protocol server that helps large language models process code repositories by providing file tree generation, code merging, and code analysis capabilities.
    Last updated -
    3
    22
    MIT License

  • MCP Data Wrangler

    shibuiwilliam
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    security
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    quality
    A Model Context Protocol server for data wrangling that provides standardized interfaces for data preprocessing, transformation, and analysis tasks including data aggregation and descriptive statistics.
    Last updated -
    16
    8
    MIT License
    • Linux
    • Apple

  • Salesforce Data Cloud MCP Server by CData

    CDataSoftware
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    security
    A
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    This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Salesforce Data Cloud (beta): https://www.cdata.com/download/download.aspx?sku=LRZK-V&type=beta
    Last updated -
    1
    MIT License
    • Linux
    • Apple

  • Google Data Catalog MCP Server by CData

    CDataSoftware
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    security
    A
    license
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    quality
    This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Google Data Catalog (beta): https://www.cdata.com/download/download.aspx?sku=HGZK-V&type=beta
    Last updated -
    MIT License
    • Apple
    • Linux

  • Azure Data Catalog MCP Server By CData

    CDataSoftware
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    security
    A
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    quality
    This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Azure Data Catalog (beta): https://www.cdata.com/download/download.aspx?sku=GNZK-V&type=beta
    Last updated -
    MIT License
    • Linux
    • Apple

  • Smart Code Reviewer

    renjismzy
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    security
    A
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    quality
    Enables comprehensive code analysis including quality assessment, security vulnerability detection, refactoring suggestions, complexity calculations, and automatic documentation generation for multiple programming languages.
    Last updated -
    5
    MIT License

  • MCP Python Interpreter

    yzfly
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    A Model Context Protocol server that allows LLMs to interact with Python environments, execute code, and manage files within a specified working directory.
    Last updated -
    9
    68
    • Linux
    • Apple

  • MCP Python Interpreter

    PortPro-Technologies-Inc
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    security
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    license
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    quality
    A Model Context Protocol server that allows LLMs to interact with Python environments, enabling code execution, file operations, package management, and development workflows.
    Last updated -
    9