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    license
    Not graded
    quality
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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
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    license
    Not graded
    quality
    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
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    license
    A
    quality
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    maintenance
    This project implements a Model Context Protocol (MCP) server providing Formula One racing data using the Python FastF1 library. Inspired by an existing TypeScript server, it offers similar F1 data functionalities natively in Python via FastF1.
    8
    2
    MIT
  • A
    license
    A
    quality
    A
    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.
    6
    5
    MIT
  • A
    license
    A
    quality
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    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
    94 npm
    6
    MIT
  • F
    license
    A
    quality
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    maintenance
    Enables exploring and analyzing US Data Analyst job postings, offering job search, salary benchmarking, and skill-demand insights through MCP tools, resources, and a career gap review prompt.
    3
    -
  • A
    license
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    quality
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    maintenance
    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
    44
    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
    45
    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
  • 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