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    license
    Not graded
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    maintenance
    Enables natural language querying and management of Apache Superset dashboard metadata, including user activity, data lineage, and change tracking.
    4
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.
    7
    62 PyPI
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server for querying and analyzing Apache Incubator podling health reports. It provides tools to list, search, and compare podling metrics across different time windows from Apache's health report Markdown files.
    9
    MIT
  • F
    license
    Not graded
    quality
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    maintenance
    Read-only MCP server for the July 2026 survey of AI in open-source design systems, enabling agents to query 19 systems' affordances, coercion techniques, and platform data via 9 tools, 2 resources, and 2 prompts.
    14
    -
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    license
    A
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    maintenance
    Real human judgment as agent tools -- an AI agent can ask a question and get back a structured, schema-validated JSON answer from a real quality-scored human. 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required.
    7
    66 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables natural language queries about the technologies behind websites and the companies running them, using the StackScan Tech Lookup API. Includes tools for domain technology lookup, company details, technology usage stats, and batch company lookups.
    6
    67 npm
    2
    MIT
  • A
    license
    A
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    maintenance
    A unified MCP server that queries 20 seismic agencies in parallel, reconciles cross-agency earthquake reports, and surfaces discrepancies for AI agents.
    7
    1
    MIT
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    license
    A
    quality
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    maintenance
    Enables MCP clients to call OpenRouter Fusion, which queries a panel of models in parallel and synthesizes a single answer using a judge model, useful for research and critical decisions.
    1
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables running Simulatte's 26 research SKUs (concept testing, pricing, etc.) from any MCP-compatible AI client, returning structured JSON results.
    7
    47 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for FisPro fuzzy inference systems, enabling reading .fis files, running inferences, and explaining rule firings in natural language.
    7
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to run research queries across multiple public sources (Hacker News, Reddit, GitHub, Brave Search) in parallel, returning normalized results.
    5
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server for chatting with physical-world data from robotics, drones, automotive, and IoT sources using natural language. It generates auditable SQL queries over Apache Arrow/DuckDB to let you analyze, summarize, and build data pipelines.
    25
    35 PyPI
    401
    Apache 2.0
  • F
    license
    A
    quality
    C
    maintenance
    Three composable MCP servers for clinical AI — FHIR R4 read/search/validate, medical terminology (LOINC/SNOMED/RxNorm/ICD-10), and drug safety reasoning (interactions, dose check, allergy). Apache-2.0, production-ready.
    5
    -
  • A
    license
    A
    quality
    A
    maintenance
    Converts natural language queries into Cypher queries against the NASA GeneLab Knowledge Graph, enabling AI-assisted analysis of spaceflight experiments and their biological effects.
    24
    47 PyPI
    5
    BSD 3-Clause
  • A
    license
    A
    quality
    B
    maintenance
    Enables an AI agent to run Wolfram Language in a persistent Mathematica kernel, interrupt running computations while preserving state, and replay notebooks in a headless environment.
    14
    Do What The F*ck You Want To Public
  • F
    license
    B
    quality
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    maintenance
    Enables AI-powered competitor pricing analysis by scraping LLM inference pricing websites via Firecrawl, storing the data in SQLite, and answering cost comparison queries through natural language.
    2
    -
  • A
    license
    B
    quality
    B
    maintenance
    See who is running ads in your space, clone a winning ad for your brand as an image or video, and launch it on Meta, Google, TikTok, X, or ChatGPT Ads. The full research, clone, launch loop from one chat in Claude, ChatGPT, or Cursor. Flat pricing, no fabricated metrics.
    47
    23 npm
    MIT
  • A
    license
    B
    quality
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    maintenance
    Enables searching and retrieving particle physics data from the Particle Data Group in real-time, including particle properties and decay modes through natural language queries.
    2
    2
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    An MCP server for accessing and analyzing Apache Software Foundation Incubator podling data from podlings.xml. It provides tools to query podling metadata, generate statistics, and analyze incubation trends over time.
    22
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Answers why a specific number in a Chinese listed company moved — margins, cash flow, inventory, management commentary, policy impact — by reading filed reports and IR transcripts and returning figures with the document and announcement number attached. It deliberately refuses price, valuation, and recommendation queries, returning a "gone_by_design" error instead.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Open scientific knowledge MCP for AI agents. Three profiles: search (15 tools incl. find_evidence, compare_papers, explore_topic), publish (5 tools for direct submission with AI-assisted review), govern (20 tools for proposals, voting, methodology shaping).
    8
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Official remote MCP server for the SNACS Data API: SEC filings and dilution data, live market data, news and fundamentals for U.S. equities, with point-in-time as-of queries.
    MIT
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    Not graded
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    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
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    quality
    A
    maintenance
    Enables searching PubMed and Europe PMC, fetching article metadata and full text through PMC, Europe PMC, or Unpaywall, and formatting citations, resolving partial references, and grounding queries in MeSH vocabulary. Runs over STDIO or Streamable HTTP.
    9 npm
    MIT
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    maintenance
    Enables users to generate auditable due-diligence dossiers for crypto creators by resolving identifiers, checking a curated rebrand registry, running onchain checks, and grounding cultural fingerprints and possible connections in fresh Qloo data with cited evidence.
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables searching PubMed and Europe PMC, fetching article metadata and full text via PMC/EPMC/Unpaywall, resolving citations and identifiers, formatting references, and grounding biomedical queries in MeSH vocabulary through MCP.
    9 npm
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables searching biomedical literature across PubMed and Europe PMC, fetching article metadata and open-access full text through PMC, Europe PMC, and Unpaywall fallbacks, formatting citations, resolving partial references and identifiers, and grounding queries in MeSH vocabulary, all over stdio or Streamable HTTP.
    9 npm
    MIT