Optimize AI Agent Skills with Agent Activity Audit Tool
Optimize AI Agent Skills with Agent Activity Audit Tool
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Optimize AI Agent Skills with Agent Activity Audit Tool
Optimize AI Agent Skills with Agent Activity Audit Tool
This skill facilitates the auditing of recent agent transcripts from Claude Code and Codex, enabling developers to assess how tools, systems, or skills are used in practical scenarios. It identifies failure modes, friction points, success patterns, and potential improvements based on real session data.
What this skill does
- Executes a structured review of recent agent transcripts focused on Claude Code and Codex.
- Generates a synthesis report that identifies successful interactions and areas needing improvement.
- Provides per-group findings files that can be directly acted upon to enhance the system.
- Helps developers understand and refine systems that AI agents interact with regularly.
Who it is for
This tool is designed for developers and teams who utilize AI coding agents such as Claude Code, Cursor, and Codex. It benefits those responsible for maintaining systems, libraries, or skills that agents use, and who need detailed insights beyond basic operational success metrics.
Use cases
- Diagnosing issues where agents struggle to interact with specific systems.
- Informing product priority decisions prior to a new planning cycle, basing them on concrete usage data.
- Evaluating the adoption and effectiveness of new releases as they are deployed in real-world environments.
Technical details
- Utilizes agent-skills and aiapplication to perform audits.
- Produces artifacts under a specific directory structure for reproducibility and extendability of analyses.
- Works exclusively with session transcripts; it does not perform code analysis, security audits, or performance benchmarking.
Source & Licence
This package is built on open-source work published by hyperb1iss (hyperb1iss/sibyl) and distributed under Apache-2.0. The original licence text and copyright notice are included in your download.
Personal and commercial use, modification and redistribution are permitted under the Apache License 2.0, which also includes an express patent grant. Attribution and any NOTICE file must be 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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