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Iterative Code Development and Analysis Guidelines

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  • Why this server?

    Enables LLMs to execute Python code in a specified Conda environment, enabling access to necessary libraries and dependencies for efficient code execution.

    MCP Code Executor

    bazinga012
    A
    security
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    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 code manipulation, execution, and version control capabilities. It allows AI assistants to read, write, and execute code while maintaining a history of changes.

    CodeSavant

    twolven
    Verified
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    security
    A
    license
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    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?

    This is a Model Context Protocol (MCP) server adaptation of LangChain Ollama Deep Researcher. It provides the deep research capabilities as MCP tools that can be used within the model context protocol ecosystem, allowing AI assistants to perform in-depth research on topics (locally) via Ollama

    mcp-server-ollama-deep-researcher

    Cam10001110101
    Verified
    A
    security
    A
    license
    A
    quality
    This is a Model Context Protocol (MCP) server adaptation of LangChain Ollama Deep Researcher. It provides the deep research capabilities as MCP tools that can be used within the model context protocol ecosystem, allowing AI assistants to perform in-depth research on topics (locally) via Ollama
    3
    5
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    A Model Context Protocol (MCP) server implementation that provides the LLM an interface for visualizing data using Vega-Lite syntax.

    mcp-vegalite-server

    isaacwasserman
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    security
    F
    license
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    quality
    A Model Context Protocol (MCP) server implementation that provides the LLM an interface for visualizing data using Vega-Lite syntax.
    32
    Python

  • Why this server?

    Helps you analyze chess positions and get professional evaluations using Stockfish.

    Chess Analysis Assistant

    turlockmike
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    security
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    Helps you analyze chess positions and get professional evaluations using Stockfish.
    3
    5
    TypeScript
    MIT License
    • Apple
    • Linux

  • Why this server?

    Enables AI agents to control web browsers via a standardized interface for operations like launching, interacting with, and closing browsers.

  • Why this server?

    An AI-powered development toolkit for Cursor providing intelligent coding assistance through advanced reasoning, UI screenshot analysis, and code review tools.

    AI Development Assistant MCP Server

    kleneway
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    security
    A
    license
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    quality
    An AI-powered development toolkit for Cursor providing intelligent coding assistance through advanced reasoning, UI screenshot analysis, and code review tools.
    1,679
    240
    TypeScript
    MIT License

  • Why this server?

    Facilitates interactive feature discussions with AI guidance, maintaining context and providing intelligent recommendations for implementation, architecture, and best practices in software development.

    Feature-Discussion MCP Server

    squirrelogic
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    security
    A
    license
    A
    quality
    Facilitates interactive feature discussions with AI guidance, maintaining context and providing intelligent recommendations for implementation, architecture, and best practices in software development.
    2
    1
    JavaScript
    MIT License
    • Apple

  • Why this server?

    This project is based on the Knowledge Graph Memory Server from the MCP servers repository and retains its core functionality.

    MemoryMesh

    CheMiguel23
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    security
    A
    license
    -
    quality
    This project is based on the Knowledge Graph Memory Server from the MCP servers repository and retains its core functionality.
    44
    107
    TypeScript
    MIT License
    • Apple