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    MCP server for UI research that helps agents discover visual patterns, generate original HTML/CSS components, and track deliverables without copying third-party code.
    5
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    Not graded
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    D
    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
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    C
    maintenance
    Enables AI assistants to retrieve real-time US stock market data including prices, company info, financials, and news via MCP tools, using Yahoo Finance as the data source.
    MIT
  • F
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    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.
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    license
    B
    quality
    B
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    Enables auditable PubMed literature searches, abstract retrieval, open-access checks, and legal PDF downloads via NCBI E-utilities, while flagging missing fields rather than inferring them.
    10
    1
    Apache 2.0
  • A
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    Not graded
    quality
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    maintenance
    A Model Context Protocol (MCP) server that provides access to Alpha Vantage financial data APIs. This server enables AI assistants to fetch real-time and historical financial market data including stock prices, forex rates, cryptocurrency data, and various technical indicators.
    14 npm
    MIT
  • F
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    Not graded
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    maintenance
    Enables AI assistants to discover and inspect research datasets via a read-only MCP server, offering search, variable listing, and metadata retrieval without reading data files.
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  • A
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    maintenance
    Explains why two scientific papers disagree. A contradiction explorer for bench scientists that compares two studies' designs and grounds every claim in a verbatim quote from the source text.
    3
    55 npm
    1
    MIT
  • F
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    TransBench is a translational research agent that takes free-text clinical observations, decomposes them into biological axes, generates falsifiable hypotheses grounded in PubMed evidence, and designs reproducible computational experiments with concrete datasets for Claude Science.
    3
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    quality
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    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
    70 npm
    3
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables querying Google Trends data directly from conversational MCP clients, including search interest over time, related queries and topics, regional breakdowns, and trending searches, for market research without leaving the chat.
    11
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to search news articles and clustered events, resolve names to entity URIs, discover trending concepts, and check account token balance through the NewsAPI.ai (Event Registry) API. Ships ten read-only tools with session token budgeting, local rate limiting, and archive controls to keep metered searches cheap and predictable.
    10
    70 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server pulling academic publications (arXiv, PubMed, HF Daily Papers), trending code (GitHub, HF Hub), and medical-device regulatory data (FDA 510(k), recalls) into newspaper-style briefings. Per-category round-robin, weighted configuration, sandbox-safe Python launcher.
    16
    6
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables building a local, searchable knowledge base from YouTube videos, with research, transcript retrieval, and timestamped citations.
    4
    MIT
  • A
    license
    A
    quality
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    maintenance
    Recommends study designs for a research question, states the identifying assumptions to verify, and returns runnable R, Python, or Julia code with a formatted citation for every source, drawn from methodological textbooks, an R package, and research articles on causal inference, econometrics, statistics, and machine learning.
    6
    MIT
  • A
    license
    A
    quality
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    maintenance
    MCP server that provides AI assistants with tools to understand, validate, generate, and transform CERIF 1.6 research information, including entity browsing, XML validation, document building, and migration from CERIF 1.5.
    13
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to discover and enrich real-time B2B company data, including contact details, ratings, websites, and emails, through MCP-compatible clients.
    5
    118 npm
    MIT