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  • A
    license
    A
    quality
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    maintenance
    Index of Panda Federation public-data MCP tools. Prefer a focused domain server (research / public-funding / leads / web-security); this mega-server is the compatibility surface.
    40
    880 PyPI
    MIT
  • A
    license
    B
    quality
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    maintenance
    Enables proposing OBO-grounded AVUs for datasets by ranking candidate ontology terms plus a fixed none-of-these anchor with Contrastive LM and deterministic OBO/OLS tools. Records every annotation decision in provenance next to AVU history.
    50
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that exposes 108+ omega-cli OSINT tools for reconnaissance, web analysis, threat intelligence, and reporting, enabling AI assistants to perform comprehensive open-source intelligence tasks.
    MIT
  • A
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    Not graded
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    B
    maintenance
    Enables MCP clients such as Claude, Codex, and Cursor to retrieve Wordstat frequencies, keyword tails, competition data, and Mega-tool reports, and to build or expand semantic cores with budget-capped paid calls and pre-call cost estimates.
    38 npm
    MIT
  • F
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    Not graded
    quality
    D
    maintenance
    Searches and retrieves information from Meta Kaggle dataset, including competitions, discussions, users, and forums, enabling data exploration and analysis through natural language queries.
    1
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  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to discover NEON ecological data products and sites, check data availability, list and download data files, and generate citations via the NEON Data API.
    20
    MIT
  • A
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    quality
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    maintenance
    Enables agents to search, inspect, preview, download, and cite LTER and EDI ecological data packages from the PASTA+ repository, including metadata, entities, citations, change feeds, and provenance. An API key unlocks quality reports, lineage, read counts, and other privileged PASTA endpoints.
    8
    MIT
  • A
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    A
    quality
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    maintenance
    Enables agents to search AmeriFlux and FLUXNET eddy-covariance tower sites, check product and year availability, decode FLUXNET variable names and QC flags, and retrieve versioned citations and data-policy obligations. Also supports consented downloads and local previewing of AmeriFlux BASE/BADM, FLUXNET-1F, and FLUXNET2015 FULLSET/SUBSET files.
    11
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI-assisted meta-analysis workflows following Cochrane methodological standards, including importing RevMan data, validation, meta-analysis, forest plots, publication bias assessment, and report generation.
    6
    1
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables AI assistants to search and retrieve global biodiversity data — species taxonomy, occurrence records, datasets, map tiles, literature citations and controlled vocabularies — through a standard tool interface. It exposes the source's API as dozens of typed, paginated tools that any MCP client can call.
    58
    92 npm
    MIT
  • F
    license
    C
    quality
    C
    maintenance
    Read-only MCP server that collects Analytics data from the Meta Horizon developer dashboard by intercepting GraphQL queries. It provides tools for status checks, snapshot collection, and reading allowed query results.
    4
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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to query Google Trends for search-interest signals, returning stable JSON envelopes with calibrated searches/day estimates, relative comparisons across keywords, related and rising queries, regional interest, and country-level Trending Now data. It also surfaces explicit status and error codes so agents can distinguish partial or failed results from real numbers.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides read-only, offline MCP tools to find papers' own code, method chains, and evidence boundaries from a curated knowledge bundle, without executing candidate code or contacting the network.
    Apache 2.0