Optimize AI Agent Instructions with Karpathy Principles
Optimize AI Agent Instructions with Karpathy Principles
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Optimize AI Agent Instructions with Karpathy Principles
Optimize AI Agent Instructions with Karpathy Principles
This skill audits and rewrites AI agent instruction files, including CLAUDE.md, GEMINI.md, and .github/copilot-instructions.md within any repository. By applying Karpathy's four behavioral principles, it ensures these files are authoritative and specific to each platform, rather than mere copies.
What this skill does
- Triggers the optimization process upon specific user commands, such as "optimize my CLAUDE.md" or "audit agent instructions".
- Examines instruction files for stale or foreign content, removing any discrepancies.
- Applies explicit behavioral principles to guide AI behavior effectively.
- Ensures integration with platform-specific sections for each file.
- Transforms files to be authoritative and concise.
Who it is for
- Developers collaborating with AI coding agents like Claude Code, Cursor, and Codex.
- Technical teams requiring precise and curated AI instruction files.
- Project maintainers looking to standardise AI behaviors within their repositories.
Use cases
- Developers wishing to apply Karpathy principles to AI agent files for consistency and reliability.
- Teams requiring an audit and automated clean-up of instruction files to remove outdated or irrelevant content.
- Projects demanding cohesive and clear AI directives across diverse platforms.
Technical details
- Utilizes the
optimize-agent-instructionsfunctionality for comprehensive audits. - Operates on any project type, not constrained to agent-plugins-skills alone.
- Facilitates seamless integration with instruction files in GitHub repositories.
Source & Licence
This package is built on open-source work published by richfrem (richfrem/agent-plugins-skills) 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.
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