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.

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

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

Find policy drift between prompts, semantic plans, SQL, database rules, and output filters in LLM data agents.