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    A
    quality
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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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    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
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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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    CNN's Fear & Greed index for the US stock market: current score and rating, the seven component indicators, and about a year of daily history. Go standard library only, no API key required.
    1
    2
    MIT
  • A
    license
    A
    quality
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    maintenance
    Deterministic US equity-compensation tax optimizer. Six tools cover ISO/AMT exercise scheduling, NSO sell-vs-hold, RSU vest-and-sell, single-stock concentration, protective put / zero-cost collar pricing, and Section 1202 QSBS qualification. Federal plus 50-state plus DC tax math.
    8
    434 npm
    5
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    An MCP-native pipeline for collecting structured intelligence on higher education institutions using the WHED schema, enabling scraping, extraction, validation, and saving of profiles.
    10
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  • A
    license
    B
    quality
    B
    maintenance
    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
    Apache 2.0
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    license
    C
    quality
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    maintenance
    Enables researchers to turn property-history questions into reviewable evidence dossiers by gathering sources, tracing people and places, linking conclusions to supporting or opposing passages, and exporting portable backups.
    37
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP server that enables AI assistants to drive systematic literature review workflows, including screening, downloading, converting, and reviewing papers through natural language conversation.
    31
    AGPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to act as career counselors for Vietnamese workers by querying verified occupation and research data, analyzing transitions, and co-creating action plans that require human approval before any changes are saved.
    14 npm
    3
    GPL 3.0
  • A
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    Not graded
    quality
    C
    maintenance
    A self-contained MCP server that gives AI agents the ability to calculate high-precision astronomical data. It provides tropical zodiac coordinates, planetary speeds, retrograde detection, and house cusps using the trusted Swiss Ephemeris engine. 100%
    18 PyPI
    4
    AGPL 3.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables simulation and analysis of M/M/1 and M/M/c queuing systems using SimPy, with tools for parameter validation, theoretical metric calculation, simulation execution, and comparison of separate vs pooled queue strategies.
    MIT
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    license
    Not graded
    quality
    D
    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.
    15 npm
    MIT