Preregistration Python Packages

styxx

Verification for the agent era. Your coding agent's PR summary cannot lie about its diff - one CI line. Plus the research: the first map of which AI minds can read each other. Every claim machine-verified against committed receipts, negatives included. pip install styxx

citations

Command-line tools and a Claude Code plugin bundling preregistration, citation verification, and results provenance for reproducible science workflows

provenance-core

Command-line tools and a Claude Code plugin bundling preregistration, citation verification, and results provenance for reproducible science workflows

prereg

Command-line tools and a Claude Code plugin bundling preregistration, citation verification, and results provenance for reproducible science workflows

results-cli

Command-line tools and a Claude Code plugin bundling preregistration, citation verification, and results provenance for reproducible science workflows

reproducible-science

Command-line tools and a Claude Code plugin bundling preregistration, citation verification, and results provenance for reproducible science workflows

groundwork-research

Groundwork for AI research agents: the complete pipeline from a direction to a submission — with the one stage every other toolkit is missing, a gate that returns NO-GO. Four measurements before the first experiment, a pre-registration git can date, an archive of ten ways a direction dies. Claude Code / Codex / DeepSeek / Kimi. No dependencies.

vacant-network

Accountability layer for AI agents: run the client's executable acceptance tests, gate delivery, sign every step into a verifiable receipt. Pre-registered, replicated 5x, cross-benchmark.

proofroot

Turn a curiosity into a question that can be settled, freeze what would count as an answer before running anything, and leave a verdict auditable from git alone. Skills for Claude Code / Codex; pip install newlife.

newlife

Turn a curiosity into a question that can be settled, freeze what would count as an answer before running anything, and leave a verdict auditable from git alone. Skills for Claude Code / Codex; pip install newlife.

hexonet-apiconnector

Python SDK is a connector library for the insanely fast HEXONET Backend API.

theoryforge

Systematic theory development in R and Python: rigour checks, diagrams, preregistration, SEM compilation and literature mapping

centralnicreseller-apiconnector

Python SDK is a connector library for the insanely fast HEXONET Backend API.

recoverlite

Python mirror of recoverlite: pre-data recovery tests for planned study designs (protocol-identical to the R package; results agree within Monte Carlo error)