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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
  • A
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    Not graded
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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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    A
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    Enables natural-language research across public and prediction markets, returning structured, source-backed answers from SEC filings, earnings call transcripts, company financials, stock and crypto market data, news, and prediction market histories. It also exposes live documentation search, reading, listing, and refresh tools plus browsable documentation resources for use in Claude Desktop, Cursor, and other MCP clients.
    MIT
  • F
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    Enables debate search and citation functionality through web search, Wikipedia, arXiv, and AWS documentation APIs. Designed to power debate features with comprehensive research and citation tools via MCP protocol.
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  • A
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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
    15 npm
    MIT
  • A
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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
  • A
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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
    8 npm
    1
    MIT
  • A
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    An MCP server that connects LLMs to CERN GitLab to discover and analyze High Energy Physics code, documentation, and analysis examples. It provides 14 tools for repository browsing, dependency parsing, and CI/CD configuration analysis.
    15
    35 PyPI
    4
    AGPL 3.0
  • A
    license
    A
    quality
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    maintenance
    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
  • F
    license
    A
    quality
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    maintenance
    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
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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
  • A
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    Not graded
    quality
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    maintenance
    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
  • A
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    Not graded
    quality
    B
    maintenance
    Enables Windows users to control WaveMetrics Igor Pro through COM, exposing MCP tools for executing commands, inspecting waves/variables/procedures, managing dialogs and compilation errors, querying local documentation, and using persistent local session memory.
    MIT
  • A
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    quality
    A
    maintenance
    Enables natural-language investment research across SEC filings, earnings call transcripts, financial metrics, stock and crypto market data, and prediction markets news, returning structured, source-backed answers. It also exposes live documentation search, reading, and refresh tools that work without an API key for setup and troubleshooting.
    MIT
  • A
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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.
    18 npm
    3
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