Does this skill support automated testing?

Yes, it integrates a Test-Driven Development (TDD) approach, executing E2E tests for every feature and performing recovery or rollbacks if tests fail.

Can I set a budget for autonomous sessions?

Yes, you can configure token budgets, maximum session counts, and auto-checkpointing to ensure the autonomous agent operates within your project constraints.

What is the Autonomous Loop skill?

It is an orchestration framework that allows Claude to run continuous, self-managed coding sessions to complete multiple features autonomously without manual intervention.

How does it handle context window limits?

The loop monitors token usage in real-time. When approaching limits, it automatically compacts context, prepares a handoff state, and initiates a continuation session.

Autonomous Loop Orchestrator

Name: Autonomous Loop Orchestrator
Author: adaptationio

byadaptationio

0•

Productivity & Workflow

Orchestrates end-to-end autonomous coding sessions by managing feature implementation, testing, and agent lifecycle.

The Autonomous Loop skill provides a robust orchestration framework for AI-driven development, enabling Claude to work through a feature list continuously until completion. It handles the complexities of long-running sessions, including context window monitoring, automatic checkpoints for safe rollbacks, and Test-Driven Development (TDD) workflows. By coordinating between implementation agents and E2E testers, this skill ensures that features are not just written but verified and documented within a persistent, self-healing execution loop that handles handoffs and session memory automatically.

Key Features

010 GitHub stars

02Continuous feature implementation loop with intelligent state tracking

03Comprehensive session reporting including token usage and feature completion stats

04Context limit monitoring with seamless session handoffs and continuation

05Automated TDD workflow integration and E2E test verification

06Checkpoint management for automated error recovery and safe rollbacks

Use Cases

01Automating the development of entire feature sets from a prioritized backlog

02Ensuring high code quality through automated test-and-repair implementation cycles

03Maintaining long-running coding sessions that span across multiple context window limits

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add adaptationio/skrillz autonomous-loop

For use in Claude.ai and ChatGPT

Download Skill