policy-testing

LLM guardrails & prompt injection detection for Python. Auto-instruments LangChain, CrewAI, OpenAI, LiteLLM + 8 more frameworks. PII masking, toxicity detection, policy CI/CD. One line, zero code changes.

Red-team and compliance test harness for LLM outputs -- detects PII leakage, secret exposure, and policy violations with CI-friendly reporting.

Deterministic CI regression testing for policy drift across model-visible tools, semantic validation, SQL compilation, database containment, and result release.

Behavioral testing for AI agents: define allowed behavior, run unchanged agents, and get policy-aware audit reports

A Go CLI tool for testing AWS IAM policies before deployment using scenario-based YAML configurations and the SimulateCustomPolicy API