pip-installable

Give AI coding agents (Claude Code, Cursor, Aider, Codex) a structured autonomous loop with guardrails — boundaries, 5 verification gates, 3-layer self-reflection, and autonomous remediation. pip install ouro-loop. Zero dependencies.

Rich Run is a command-line wrapper tool that enhances command execution with elegant rich formatting, timestamps, and clear success/failure indicators displayed in stylized panels.

Object-oriented Python CLI for managing tasks, with user login, due-date reminders and optional email alerts.

Smart CLI tool for secure password evaluation, entropy scoring & breach check.

A lightweight, extensible library for interacting with data systems. Minimal API • Framework Neutral • Streaming by Default

Enhanced ActionFormer: Multi-GPU, Flash Attention, SnapFormer (point detection), TBTFormer (boundary distribution), Cross-Scale FPN

A comprehensive Python toolkit for rapid development, featuring document validation, utilities, and common patterns.

Python interface to matroid database

A lightweight CLI tool for rapid codebase analysis. Scan files, dependencies, and code metrics with zero configuration.

Provide AI coding agents with a structured autonomous loop that enforces runtime guardrails for safer, more reliable operation.

2026 AI Agent Loop v2.0: Autonomous Coding with Guardrails & Self-Healing