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  • A
    license
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    quality
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    maintenance
    An MCP server for controlling lab instruments (oscilloscopes, signal generators, etc.) via standardized interfaces like USBTMC, RS-232, and LAN.
    100
    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
    2
    MIT
  • F
    license
    Not graded
    quality
    C
    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.
    2
    -
  • A
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    quality
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    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
    87
    MIT
  • F
    license
    A
    quality
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    maintenance
    Seed oil (PUFA) data for 500+ US restaurant chains: letter grades, the oil each chain fries in, cleanest menu items, and rankings. Zero-dependency Python stdio server backed by the free hosted Seed Oil Tracker endpoint, no key or account needed.
    3
    -
  • A
    license
    A
    quality
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    maintenance
    Turns a CSV β€” or a public dataset named in plain English β€” into an animated chart video. Every numeric claim in the generated narration is recomputed from the source rows before export, and a claim that does not reconcile blocks the export rather than shipping.
    3
    16
    MIT
  • A
    license
    A
    quality
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    maintenance
    MCP server providing agricultural market intelligence tools (price, margin, trend, report generation) that can be used by any MCP client to answer multi-step queries about commodity markets.
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Bridges Claude (or any MCP client) to manufacturing data via the i3X standard, enabling natural language queries about equipment status, hierarchy, and historical trends.
    12
    9
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI clients to browse instruments, items, dimensions, expert assignments, and calculate Content Validity Index (CVI) via a standard MCP interface.
    11
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Integrates with Zotero's local API to search, retrieve, read PDFs, and add items by DOI from your Zotero library.
    5
    3
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Enables AI agents to control N.I.N.A. astronomy software remotely, including mount, camera, sequencer, and other equipment via the ninaAPI plugin.
    66
    -
  • F
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to perform institutional research and due diligence by retrieving, extracting, validating, and citing data from public sources, then generating reports in markdown, HTML, or PDF.
    23
    -
  • A
    license
    A
    quality
    A
    maintenance
    This server allows users to interact with their Zotero library through the Model Context Protocol, providing tools for searching items, retrieving metadata, and accessing full text using natural language queries.
    3
    160
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Turns arXiv and LaTeX mathematical papers into theorem dependency graphs, exposing MCP tools to load papers, list theorems, get theorem details, find dependencies, and locate where theorems are used.
    14
    86
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Track competitors, run discovery, read the interpreted change feed, triage items, and pull workspace digests without leaving your AI client.
    18
    18
    MIT