Enforcement Python Packages

fia-harness

Local, dependency-free spec-driven development harness for AI agents: spec-first, machine-validated state and CI enforcement of golden rules. No cloud, no telemetry. Español + English.

failproofai-sdk

Observability and enforcement for AI agent harnesses. Capture every run and runtime reliability with policy enforcement.

fp-cloud-cli

Observability and enforcement for AI agent harnesses. Capture every run and runtime reliability with policy enforcement.

archetype-py

Python architecture testing and dependency rule enforcement for clean architecture and modular monoliths.

decorules

tiny python decorator library for (A) enforcing class structure and instance behavior on class hierarchies (B) invoking user defined functionality based on object state.

unwind-mcp

Deterministic security engine for AI agents. See, block, rewind, prove.

ega

Runtime enforcement layer for LLM outputs. Verifies claims against source evidence before emit. Not an eval tool.