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  • A
    license
    Not graded
    quality
    D
    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
    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
  • A
    license
    Not graded
    quality
    B
    maintenance
    Custom MCP server for NotebookLM that adds audio source upload, YouTube source ingestion, source readiness polling, and transcript export, complementing standard Q&A and audio overview tools.
    MIT
  • F
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables searching and discovering machine learning papers, state-of-the-art benchmarks, tasks, datasets, methods, and leaderboards from Papers with Code. Supports mapping papers to their benchmark results and browsing evaluation tables.
    -
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to load and query local GEDCOM genealogy files, supporting search, browsing, and family tree traversal.
    2
    2
    AGPL 3.0
  • 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
    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
    90 npm
    6
    MIT
  • F
    license
    A
    quality
    C
    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
    A
    quality
    F
    maintenance
    Provides AI agents with direct access to KingsPlaybook's sports data including confirmed lineups, player projections, game lines, and pick history via native MCP tools.
    5
    31 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server exposing public NASA APIs (APOD, Mars rover photos, near-Earth objects, Earth imagery) with tools, a resource, and a prompt, providing visual Markdown responses and a Spanish-language space briefing skill.
    4
    38 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables querying WikiTree genealogy data including profiles, ancestors, descendants, relatives, biography, photos, and categories via natural language.
    2
    1
    AGPL 3.0
  • A
    license
    A
    quality
    D
    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
    45
    GPL 3.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables querying EU-funded research projects and ERC grants from the CORDIS knowledge graph, including full project records and ERC scheme listings, with server-side filtering and attribution.
    3
    MIT