Optimize AI: Stop Scope Creep with 'Stop That Shit' Skill

Optimize AI: Stop Scope Creep with 'Stop That Shit' Skill

The 'Stop That Shit' skill is designed to manage AI coding agents by ensuring they remain focused on requested and necessary tasks, minimizing the instances of scope creep and unnecessary process extensions. This advisory skill further enforces boundaries when utilized alongside the Guard extension, providing additional machine-enforced controls.

What this skill does

• Prevents coding agents from adding unnecessary tasks unless explicitly requested by the user.
• Sets boundaries on tasks including read-only, answer-only, file, action, and stopping conditions.
• Identifies and halts scope creep and speculative actions such as unnecessary hashing or dependencies.
• Utilizes the Stop Ladder protocol to evaluate the necessity of additional work.
• Advises on task boundaries even without Guard hooks installed.
• Enables machine-enforced action boundaries when paired with Guard.

Who it is for

• Developers and software engineers using AI coding agents such as Claude Code, Cursor, and Codex.
• Project managers who need to maintain strict project scope discipline.
• Technical teams that require enhanced management of AI-driven task execution.

Use cases

• Ensuring that AI-driven coding tasks do not deviate from project specifications.
• Optimizing resource allocation by direct focus on user-requested tasks for AI agents.
• Minimizing technical debt and redundancy by avoiding speculative development paths.
• Implementing and maintaining project requirements without unnecessary scope expansion.

Technical details

• This skill applies to AI agent skill environments such as Claude Code, Cursor, and Codex.
• Functions as an advisory tool without dependency on additional Guard hooks, though these can enforce stricter boundaries when installed.
• Utilizes the Stop Ladder evaluation process to confirm the necessity and compliance of task additions.

For authorised security testing, defensive research and educational use only.

Source & Licence

This package is built on open-source work published by lennney (lennney/stop-that-shit) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.