Scientific Discovery Python Packages

discoveryworld

A virtual environment for developing and evaluating automated scientific discovery agents.

hypogenic

This is the official repository for HypoGeniC (Hypothesis Generation in Context) and HypoRefine, which are automated, data-driven tools that leverage large language models to generate hypothesis for open-domain research. For more details, please see the original paper using the link below.

xscientist

Turn ideas into autonomous research with Git-like evidence histories—inspectable, reproducible, and reversible.

audit-closed-ai-scientist

Benchmark for statistically valid AI scientist systems, using audit-closed protocols, transparency logs, and sequential inference to prevent false discoveries in autonomous research agents.

iris-gate

IRIS Gate Protocol: Cross-architecture phenomenological convergence research (RFC v0.2)