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    Read-only MCP server exposing AGmind Systems Lab's measured local-LLM benchmark claims (TTFT, inter-token latency, task success, etc.) on AMD Strix Halo and DGX Spark hardware via search, claim lookup, and measured-combination listing tools.
    3
    4
    Apache 2.0
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    license
    Not graded
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    maintenance
    An MCP server that allows ATLAS physicists to query the ATLAS Metadata Interface (AMI) and PMG cross-section database for MC sample discovery and metadata retrieval. It enables users to look up cross-sections, dataset provenance, and validate sample classifications using natural language commands.
    3
    Apache 2.0
  • F
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    maintenance
    Enables control of VMD2 for molecular dynamics analysis through natural language, allowing users to load structures, set representations, measure distances, compute RMSD, and render images without Tcl scripting.
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  • F
    license
    Not graded
    quality
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    maintenance
    Provides tools to analyze local PDFs and CSVs (page count, text search, scoring, column stats) with strict refusal to guess ambiguous data. Requires a paid license.
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  • A
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    quality
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    maintenance
    CNN's Fear & Greed index for the US stock market: current score and rating, the seven component indicators, and about a year of daily history. Go standard library only, no API key required.
    1
    2
    MIT
  • A
    license
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    quality
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    maintenance
    Deterministic US equity-compensation tax optimizer. Six tools cover ISO/AMT exercise scheduling, NSO sell-vs-hold, RSU vest-and-sell, single-stock concentration, protective put / zero-cost collar pricing, and Section 1202 QSBS qualification. Federal plus 50-state plus DC tax math.
    8
    26 npm
    5
    MIT
  • A
    license
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    quality
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    maintenance
    MCP server to query UK higher-education open data including National Student Survey results, student outcomes, and graduate earnings. Data is downloaded locally from official sources and compared against benchmarks.
    5
    MIT
  • A
    license
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    quality
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    maintenance
    A stdio MCP server that gives LLMs a safe scientific calculator with infix math, complex numbers, matrices, statistics, unit conversions, and more via tools that return JSON.
    33
    1
    MIT
  • F
    license
    A
    quality
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    maintenance
    An MCP-native pipeline for collecting structured intelligence on higher education institutions using the WHED schema, enabling scraping, extraction, validation, and saving of profiles.
    10
    -
  • A
    license
    A
    quality
    D
    maintenance
    Drive VMD headlessly from any MCP client to analyze structures and trajectories, and ray-trace publication-quality images with no display.
    12
    MIT
  • A
    license
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    quality
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    maintenance
    MCP server for Threadlinqs Intelligence — 49 tools across threat intelligence, detections, IOCs, threat actors, MITRE attack-chains, C2 infrastructure, and Purple-tier composite intelligence. Drop-in for Claude Code, Claude Desktop, Cursor, and any MCP-compatible client.
    81
    87 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Drive VMD from any LLM — render GROMACS/LAMMPS trajectories and analyze clathrate-hydrate cages through the Model Context Protocol.
    17
    22 PyPI
    MIT
  • A
    license
    B
    quality
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    maintenance
    MCP-compatible server that gives AI agents access to alternative sports data across 30+ leagues — odds, events, probabilities, settlement, and futures for prediction markets, DFS platforms, and sportsbooks.
    29
    8 npm
    MIT