Why is a stop hook important for autonomous coding?

Stop hooks prevent autonomous agents from getting stuck in infinite loops, overspending on API tokens, or drifting away from the intended development objective.

What is the Two-Claude Pattern in this skill?

It is a design pattern where one AI model executes code while a second, higher-reasoning model (the Analyzer) provides oversight and decides if the task is complete or needs to continue.

How does the analyzer decide to stop an operation?

The skill evaluates the current context against the original objective, checks for remaining features, and verifies that the process hasn't exceeded predefined safety or resource limits.

Can I customize the decision logic?

Yes, the decision logic can be configured by modifying the implementation in the stop_hook_analyzer script to suit specific project requirements.

AC Stop Hook Analyzer

Name: AC Stop Hook Analyzer
Author: adaptationio

byadaptationio

0•

生産性とワークフロー

Manages autonomous AI workflows by implementing the Two-Claude Pattern to intelligently decide when coding tasks should continue or halt.

The AC Stop Hook Analyzer is a specialized utility designed to act as an intelligent gatekeeper for autonomous AI development cycles. By implementing the Two-Claude Pattern—where a high-reasoning model like Opus 4.5 evaluates the progress of an executor—this skill provides a robust framework for analyzing context, checking completion against objectives, and validating safety limits. It is essential for developers building complex, multi-step autonomous agents who need to prevent infinite loops, manage API costs, and ensure that AI-driven refactoring or feature development stays aligned with the project's primary goals.

主な機能

01Analyzes real-time progress against defined project objectives

020 GitHub stars

03Automates 'continue' or 'block' decisions for autonomous agents

04Implements the Two-Claude Pattern for high-level reasoning and oversight

05Validates safety and resource limits to prevent runaway processes

06Evaluates remaining feature backlogs to determine completion status

ユースケース

01Implementing safety gates in AI-driven refactoring and codebase migrations

02Governing long-running autonomous coding tasks that require periodic strategic review

03Coordinating oversight between different AI model tiers for cost and performance optimization

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add adaptationio/skrillz ac-stop-hook-analyzer

For use in Claude.ai and ChatGPT

Download Skill