Ai Assurance Python Packages

falsify

Fix the pass bar before the test runs. PRML is an open spec and CLI that hashes and timestamps evaluation criteria (SHA-256, RFC 3161) so anyone can check them later. Python, JS, Go, Rust.

touchstone-dqi

An open-source AI evaluation tool that makes results easy to trust and verify. Every result includes its confidence range and sample size, and everything is saved in an evidence bundle that anyone can check offline.

senbonzakura

The world's top open-weight AI model workshop. Measure, uncensor and audit: refusal removal for transformer language models, with the instruments to measure what the edit cost.

senbonzakura-check

The world's top open-weight AI model workshop. Measure, uncensor and audit: refusal removal for transformer language models, with the instruments to measure what the edit cost.

metaxu

An AI assurance and provenance layer for healthcare — model-agnostic, agent-agnostic, EHR-agnostic.

neuralsat

A neural network verification tool based on the DPLL(T) SMT Solving algorithm.

mlflow-falsify

Fix the pass bar before the test runs. PRML is an open spec and CLI that hashes and timestamps evaluation criteria (SHA-256, RFC 3161) so anyone can check them later. Python, JS, Go, Rust.

etb-scan

Scanner for evaluator trust boundaries — the places your eval pipeline trusts things it shouldn't. Born from published research; 100+ defect reports across 40+ orgs. Free, MIT, forever.

aiscan

Scan your AI/ML models for problems before you put them into production.

worldstate-check

Deterministic postcondition verification for AI agents and autonomous systems using independent observed state.

forge-nc

Local-first AI coding assistant with 9-layer security, adversarial model testing, and cryptographic audit trails. Break your AI before it breaks your code.