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  • physbound

    JonesRobM
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    PhysBound is a specialized "Physics Linter" for AI that deterministically validates RF and thermodynamic claims against hard physical limits, preventing hallucinations in engineering workflows.
    Last updated
    4
    1
    MIT

  • brain

    sysangel
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    quality
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    A personal memory engine and MCP server that stores durable facts in markdown files managed via git, enabling hybrid search (lexical + semantic) through an MCP interface for persistent context across LLM sessions.
    Last updated
    3
    MIT

  • mcp-python-exec-sandbox

    lu-zhengda
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    Sandboxed Python execution with automatic dependency management. Executes Python scripts in isolated environments (bubblewrap or Docker) with PEP 723 inline dependencies, preventing host pollution.
    Last updated
    3
    MIT

  • wasmagent-mcp-server

    WasmAgent
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    quality
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    Code-mode MCP server (docs_search + execute_code two-tool surface) backed by a unified capability manifest across three sandbox kernels (in-process node:vm, WASM via QuickJS / Pyodide / Wasmtime, and remote microVM via E2B / Cloudflare Sandbox). At N=30 tools the bootstrap-context cost drops to 13.6% of direct tool-use. Apache-2.0.
    Last updated
    2
    4
    Apache 2.0

  • trading212-mcp

    florinel-chis
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    maintenance
    MCP server for the Trading 212 public API, enabling account, portfolio, order, pie, and history access with read tools always available and trading tools opt-in.
    Last updated
    13
    1
    MIT

  • superFetch MCP Server

    j0hanz
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    An MCP server that fetches web pages and extracts clean, AI-friendly Markdown content using Mozilla Readability. It provides secure web access for LLMs with built-in SSRF protection and automated content cleaning for improved context retrieval and summarization.
    Last updated
    1
    129
    MIT

  • nab

    MikkoParkkola
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    quality
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    Ultra-fast web fetcher and MCP server written in Rust. Fetches any URL as clean Markdown with HTTP/3, JavaScript rendering, anti-fingerprinting, browser cookie authentication from Chrome/Firefox/Brave, and 1Password integration.
    Last updated
    8
    8
    MIT

  • Flag MCP

    the-nine-nation
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    license
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    quality
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    maintenance
    Enables human-in-the-loop interaction for AI coding workflows through native desktop dialogs that present route choices, text input, and image annotation capabilities when AI assistants encounter decision points.
    Last updated
    1
    2
    MIT

  • mcp-devops-onpremise

    zwitbaum
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    A
    quality
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    maintenance
    MCP server for on-premises Azure DevOps that lets AI assistants browse repositories, review pull requests, manage work items, and interact with wikis, with NTLM authentication support.
    Last updated
    32
    Apache 2.0

  • DX MCP Server

    get-dx
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    quality
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    maintenance
    Enables AI applications to write and execute natural language queries on organizational data stored in DX Data Cloud's Postgres database. Runs locally and provides a query tool for AI assistants to formulate and execute database queries with user approval.
    Last updated
    10
    9
    MIT

  • monarch-mcp

    vargahis
    A
    license
    B
    quality
    B
    maintenance
    Comprehensive Monarch Money integration with read and write support for accounts, transactions, budgets, cashflow, credit history, and more. Secure browser-based auth with tokens stored in the OS keychain. Installs in one click via .mcpb for Claude Desktop.
    Last updated
    25
    8
    MIT

  • SWMM-MCP

    kLabUM
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    license
    B
    quality
    D
    maintenance
    An MCP server that provides a toolbox for interacting with EPA SWMM stormwater models, enabling users to analyze model data and interpret results through LLM-driven tools. It assists stormwater modelers in understanding hydraulic systems and modeling behavior using natural language interfaces.
    Last updated
    18
    6
    MIT

  • colab-mcp

    404F0X
    A
    license
    B
    quality
    C
    maintenance
    Local-first MCP server for controlling Google Colab as a development, shell, file, and training runtime, with tools for notebook editing, GPU acceleration, and file transfer.
    Last updated
    59
    4
    Apache 2.0