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  1. results-bridge results-bridge Public

    Lab instrument results → validated against acceptance criteria → Benchling-ready delivery. FastAPI + append-only audit + MCP server + eval suite. Live demo, CI/CD.

    Python

  2. robotic-assays robotic-assays Public

    Machine-executable assay library (58 assays) + BioInterface, a Streamlit workbench to plan, run and review automated lab assays

    Python

  3. bioprocessanalyzer bioprocessanalyzer Public

    Fermentation analysis toolkit: growth kinetics, elemental mass balance, scale-up modeling and a digital twin — validated against literature datasets

    Python 1

  4. protocol-simulation protocol-simulation Public

    Paste a lab protocol → deterministic, feasibility-checked 3D digital-twin simulation with real run-time

    Python