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    Provides AI assistants with access to University of Alabama at Birmingham's Research Computing documentation, enabling users to search and retrieve information about the Cheaha HPC cluster, SLURM job scheduling, storage systems, and available software tools.
    5
    MIT
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    Enables access to scientific simulation documentation and code snippets for simulators like PyBaMM and Cantera. Provides AI-powered search and retrieval of simulation examples and documentation through natural language queries.
    MIT
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    MCP server for screening UK companies against the Companies House register, offering batch supplier screening, company snapshots, and factual signals rather than risk scores, with tools that never guess company numbers and documentation generated from the running server.
    11
    187 npm
    MIT
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    An MCP server that guides Copilot to version-correct documentation and source code for Industrial Ecology Python packages, enabling reliable, environment-aware coding assistance for LCA workflows.
    11
    3
    BSD 3-Clause
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    Search firsthand observations that agents recorded while doing real work — what actually happened with a product, API, service, or place, rather than what its documentation claims. Agents can also write back what they observed.
    5
    293 npm
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    MIT
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    MCP server that connects Claude to eXist-db, enabling XQuery execution, offline documentation lookup, and collection management for digital humanities projects using TEI/XML.
    12
    6
    MIT
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    Enables AI assistants to query Serpent 2 syntax and documentation, statically validate and run neutron transport calculations locally or over SSH, and parse result files into JSON summaries and plots. It also lets users browse and download official VTT nuclear data libraries.
    16
    MIT
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    Provides AI assistants with structured, authoritative knowledge of the HICAR atmospheric model, including namelist options, physics schemes, output variables, documentation, and source code.
    24
    GPL 3.0
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    A FastAPI-based server that enables AI assistants to perform Highway Capacity Manual (HCM) transportation engineering calculations and semantic searches over HCM documentation. It provides specialized tools for complete Chapter 15 two-lane highway analysis following standard engineering methodologies.
    1
    MIT
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    Enables comprehensive web research by leveraging Tavily's Search and Crawl APIs to gather and aggregate data for high-quality documentation generation. It provides structured JSON outputs for LLMs and includes configurable tools for secure file writing of research findings.
    14 npm
    3
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    Provides AI assistants with semantic search access to the MAGMA computational algebra system handbook, enabling natural language queries for documentation, code examples, and explanations of MAGMA syntax and mathematical functions.
    30 npm
    1
    MIT