Model Governance Python Packages

spar-framework

SPAR (Sovereign Physics Autonomous Review) - Claim-aware review framework for systems whose outputs can pass while their claims drift.

regaudit-fhe

Depth-tracked regulatory audit primitives for future FHE-CKKS execution.

aicertify

Compliance-as-code for AI systems: evaluate AI apps against EU AI Act, NIST AI RMF, and OPA/Rego policies.

insurance-governance

Model governance for insurance pricing — PRA SS1/23 validation reports, model risk management, risk tier scoring

tanml

Automated validation toolkit for tabular ML models in finance and regulated domains.

finreg-ml

Regulation-aware ML pipeline for finance — explainability, fairness audits, and EU AI Act compliance built into model training