Optimize AI Concepts with $concept-audit-cn Agent Skill
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Optimize AI Concepts with $concept-audit-cn Agent Skill
The $concept-audit-cn Agent Skill aids in the auditing of concept-design-cn arguments and code conformance, specifically when user-initiated. This capability is tailored to evaluate whether the conceptual design and its implementation can effectively achieve their declared objectives.
What this skill does
Audits concept-design-cn arguments upon explicit user invocation of $concept-audit-cn.
Focuses on assessing if conceptual and application designs fulfill their respective purposes and checks code for adherence to the design where applicable.
Operates in read-only mode throughout the audit process.
Jobs executed include reviewing specifications and schema documentation, verifying concept-contracts and operational propositions (OP), and identifying potential drift from confirmed behavior agreements.
Facilitates scenario-based validation against potential model, document, or code root causes if the design does not meet actual requirements.
Who it is for
Developers using AI coding assistants like Claude Code, Cursor, and Codex.
Teams needing to audit and optimize concept designs and their applications within AI projects.
Use cases
Assisting in verifying that AI project designs align with their intended goals before full implementation.
Assessing the conformance of existing code against specified design concepts during development reviews.
Providing documentation support through record-keeping of version, terms, and evidential aspects related to concept compliance.
Technical details
Compatible with agent-skills and aiapplication tools.
Relies on provided specification formats and existing documentation including requirements, CONCEPT/SYNCS, and preliminary PRD links as resources for compliance checks.
Utilizes checklists such as drift-checklist.md and composition-checklist.md for verifying code integrity, dependencies, and application scenario standardization.
Source & Licence
This package is built on open-source work published by ontology-of-everything (ontology-of-everything/concept-skills) 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.
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.