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  • F
    license
    A
    quality
    C
    maintenance
    Enables searching Google Scholar papers with year filtering, deduplication, and proxy support. Also provides paper detail retrieval, TF-IDF relevance analysis, and chart generation via MCP tools.
    4
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Give AI agents access to Formester form submissions. Read individual responses, search and filter across forms, write AI-generated insights back as custom fields, and process file attachments including PDFs and images.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables Claude Code/Codex to directly control PsychoPy for designing, running, and analyzing psychology experiments with literature-calibrated paradigms.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides football analytics tools including player scouting, comparisons, market-value filters, expected-goals tables, match-by-match form, team attacking profiles, match search, shot maps, and more for 10 leagues.
    6
    GPL 3.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables interaction with FHIR R4 healthcare data through SHARP-on-MCP tools, including search, read, and clinical context aggregation, with built-in Chart.js dashboards for visualizing lab trends, vitals, and patient data.
    1
    3
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    A full-feature MCP server that serves as a product-development copilot, providing RAG search, SQL queries, and inline chart visualizations from seeded product data, with per-user identity and its own OAuth login.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables interactive learning and visualization of Binary Search Trees and AVL Trees through operations like insertion, deletion, and tree traversal, with real-time balancing rotations.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables AI clients to access virome datasets and external bioinformatics APIs through MCP tools, including Wikipedia, PubMed, NCBI Taxonomy, read-only SQL over S3 Parquet, pandas/Plotly analyses, and map visualizations, while keeping the client decoupled from data and business logic.
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  • F
    license
    Not graded
    quality
    B
    maintenance
    Exposes NeuroGraph's scientific API to AI models as MCP tools, enabling them to query, analyze, and visualize brain networks — regions, tracts, connectivity, literature, and cross-species homologies — drawn from a portable SSD-based neuroimaging data library. Lets models read real atlas data, load datasets, compute graph metrics, and produce visualization scene descriptors without acting as the scientific engine itself.
    1
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  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables autonomous agents to synthesize heterogeneous search results into interactive comparison layouts (Genspark Sparkpages) via MCP, with deterministic JSON schema validation and zero-dependency execution.
    7
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables read-only access to Google Analytics 4 and Google Search Console data, allowing users to run reports, query search analytics, and generate combined snapshots for reporting.
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  • F
    license
    Not graded
    quality
    C
    maintenance
    MCP server for Google Search Console, providing tools for site properties, search analytics, URL inspection, sitemaps, and audit reports.
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  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables users to fetch, analyze, and visualize RAOB upper-air sounding data, including station search, thermodynamic calculations, and Skew-T diagram generation with S3 upload support.
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