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An expert assistant for coding and data analysis guidance

  • Why this server?

    Provides access to coding style guidelines and best practices for various technologies, which would assist in coding.

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

    Enables numerical computations and statistical analysis, core components of data analysis.

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    A Model Context Protocol (MCP) server that provides mathematical calculations and operations using NumPy, enabling users to perform numerical computations like matrix operations, statistical analysis, and polynomial fitting directly through Claude.
    Python
    • Linux
    • Apple
  • Why this server?

    Offers vector database capabilities for semantic document search, which can be used to find relevant code snippets or documentation during coding.

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    A Model Context Protocol server providing vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.
    17
    Python
    MIT License
    • Apple
    • Linux
  • Why this server?

    Provides GitHub data analysis for repositories, developers, and organizations, offering insights into open source ecosystems which can be useful for understanding code contributions.

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    Provides GitHub data analysis for repositories, developers, and organizations, enabling insights into open source ecosystems through API calls and natural language queries.
    5
    2
    JavaScript
  • Why this server?

    Provides econometric modeling capabilities through R, enabling sophisticated analyses including linear regression, panel data models, instrumental variables regression, and diagnostic tests.

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    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?

    Analyzes codebases using Repomix and LLMs to provide structured code reviews with specific issues and recommendations, supporting multiple LLM providers including OpenAI, Anthropic, and Gemini.

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    security
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    Analyzes codebases using Repomix and LLMs to provide structured code reviews with specific issues and recommendations, supporting multiple LLM providers including OpenAI, Anthropic, and Gemini.
    2
    JavaScript
  • Why this server?

    Provides tools for reading Excel files, enabling data extraction for analysis.

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    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?

    Memorizes key aspects of a codebase, making it easier to navigate and understand the project during development.

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    SourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval. It's designed to be language-agnostic, leveraging the LLM's understanding of code across multiple languages.
    Python
    MIT License
  • Why this server?

    Enables safe execution of Python code and access to websites, processing data for better AI understanding.

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    A server that enables AI assistants like Claude to safely run Python code and access websites, processing data for better AI understanding while providing helpful error messages.
    2
    Python
    GPL 3.0
    • Linux
    • Apple
  • Why this server?

    Helps conduct comprehensive research on complex topics, find relevant sources, and generate structured research reports.

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    A tool that helps users conduct comprehensive research on complex topics by exploring questions in depth, finding relevant sources, and generating structured, well-cited research reports.
    9
    Python
    MIT License
    • Apple