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  • A
    license
    Not graded
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    maintenance
    This MCP server provides research-backed prompt optimization tools and professional domain templates designed to improve AI performance through strategies like Tree of Thoughts and Medprompt. It enables users to analyze, auto-optimize, and refine prompts using advanced reasoning patterns and safety-critical alignment techniques.
    25
    MIT
  • A
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    F
    maintenance
    Provides AI agents with physics-based corrosion engineering calculations, from rapid handbook lookups to mechanistic electrochemical models with dual-tier pitting assessment for material compatibility screening and corrosion rate prediction.
    1
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables AI agents to operate DSpace repositories through a typed interface, including SAF package building, metadata editing, scientometric harvesting, open-access PDF downloads, and repository administration.
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Startup engineering acceleration signals for VC investors. Tracks commit velocity, contributor growth, and repo expansion across 20 sectors via public GitHub data. No API key required.
    8
    61 npm
    6
    MIT
  • A
    license
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    quality
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    maintenance
    Connects AI assistants to Beamtrace's remote MCP for read-only visibility insights, offering tools to retrieve visibility scores, topic rollups, prompt metrics, competitor leaderboards, and content improvement suggestions.
    5
    MIT
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    Enables AI assistants to perform petroleum engineering calculations including PVT analysis, well performance modeling, and reservoir simulation support using industry-standard correlations and field units.
    45
    46
    GPL 3.0
  • A
    license
    A
    quality
    F
    maintenance
    An enhanced MCP server that enables users to interact with NotebookLM while ensuring strict source fidelity and citation accuracy through client-side prompt structuring. It guides Claude to transform user queries into structured prompts that prevent the addition of external knowledge during document analysis.
    16
    42
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables reliable engineering and scientific computation through tools for exact arithmetic, unit-aware formulas, calculus, linear algebra, statistics, uncertainty propagation, and physical constants, all executed safely in reproducible subprocesses.
    8
    MIT
  • F
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    quality
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    maintenance
    Enables reading and understanding NetCDF files, providing tools to inspect structure, variables, metadata, and data quality for scientific datasets.
    13
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI clients to produce probabilistic forecasts with prediction intervals for numeric time series such as sales, demand, traffic, and sensor readings, using a panel of zero-shot foundation models or an accuracy-weighted ensemble. Supports up to 64 series per call, optional covariates, horizons up to 512 steps, and usage or credit checks, all without training or feature engineering.
    4
    314 npm
    MIT
  • A
    license
    A
    quality
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    maintenance
    A collection of MCP servers for chemical engineering and chemistry applications, enabling AI assistants to perform thermodynamic calculations, equation of state modeling, and phase equilibrium computations.
    5
    MIT
  • F
    license
    A
    quality
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    maintenance
    A CAN bus reverse engineering MCP server for Claude Code that lets Claude read, analyze, and map CAN bus messages from automotive and motorsport ECUs directly from the conversation.
    21
    3
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  • F
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    quality
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    maintenance
    An MCP server that enables intelligent searching, filtering, and exporting of Software Engineering papers on arXiv with tools for querying by keywords, authors, analyzing trends, and finding related research.
    7
    6
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