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    An MCP server for controlling lab instruments (oscilloscopes, signal generators, etc.) via standardized interfaces like USBTMC, RS-232, and LAN.
    100
    MIT
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    MCP server for Modbus RTU/TCP instrument control, enabling query and write operations on Modbus registers through a standardized interface, supporting both standalone use and integration with lab-executor.
    MIT
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    Enables persistent, append-only storage of measurement data and experimental records using a SQL schema, with read-only and read-write modes for professional lab notebook use.
    MIT
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    A read-only reference server for 303 curated generative art algorithms implemented in Python (py5), spanning physics, fractals, cellular automata, shaders, and more. Agents can search by keyword, visual mood (ethereal, chaotic, crystalline…), or multi-layer artistic intent to discover algorithms, read structured summaries, and fetch bounded source snippets.
    6
    MIT
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    Enables environmental scientists to tidy PFAS lab files, screen results against two drinking-water guideline sets side by side, search public guidance with page-level citations, and check report text so every number traces back to its lab row or guideline page.
    9
    Apache 2.0
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    Live space data for AI agents: upcoming rocket launches (SpaceX, NASA, Rocket Lab…), ISS pass predictions for any city or coordinates (live SGP4), and launch news in 7 languages. Read-only, no auth, no API key. Backed by gocosmik.com — the free real-time 3D satellite tracker.
    3
    MIT
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    MCP server that acts as a research intelligence agent, converting natural language queries into SQL or full-text search against Hacker News and arXiv data, and returning answers with supporting evidence.
    4
    -
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    Enables querying NBA and WNBA player-prop model picks, the daily board, public track record, games, and player search through the nbaproplab.com REST API, with optional API-key tools for backtests, pick evaluation, and player research. All tools are read-only and most require no authentication.
    12
    MIT
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    Enables local, offline ledger and replay operations for alpha research via five typed stdio tools, allowing status checks, report retrieval, method-card listing, replay execution, and run stopping without exposing live or submission capabilities.
    5
    MIT
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    Provides access to the National Library of Norway's Digital Humanities Lab, enabling text and image search, NGram analysis, word lookup, concordance finding, and corpus statistics from Norwegian digital collections.
    9
    MIT
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    Enables offline-first alpha research by providing a local stdio interface to query run status and reports, list approved method cards, execute replay runs, and stop runs, all without any submission capability.
    5
    MIT
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    Enables Codex to retrieve YouTube video dossiers, compare videos, access channel performance and retention curves, save analysis reports, and manage experiments through a stateless MCP endpoint.
    MIT
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    Enables MCP clients to query the Open Science Framework for public research project metadata, abstracts, and component listings using OSF project IDs or URLs.
    MIT
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    Enables statistical validation of whether a trading backtest’s edge is real using bootstrap-resampling and reshuffling Monte Carlo methods, including confidence intervals, drawdown-path percentiles, expected value calculations, and prop-firm challenge pass-probability simulation. It also compares multiple win-rate/risk-reward geometries by simulated pass rate.
    MIT
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    Enables agents to search and reference trusted, out-of-band ingested source state, run claim-bound document reviews, validate evidence-status proposals against admissibility guards, and build evidence matrices. It keeps proposal, evidence, admissibility, and adjudication separate so agents can propose epistemic statuses without creating the source facts, page locators, provenance, or missingness records that support them.
    MIT