Optimize Essay Attribution with AI-Powered Audit Skill

Optimize Essay Attribution with AI-Powered Audit Skill

This AI-powered audit skill surfaces possible under-attribution instances in essays and drafts by referencing a curated corpus. It identifies one or two close neighbours whose works overlap with the author's distinctive synthesis and classifies the nature of this overlap. It then recommends specific provenance improvements. This skill acts as a build/contribute-boundary check, rather than a conventional fact-checking tool.

What this skill does

• Audits an essay or draft to highlight under-attribution by comparing it against a curated library corpus.
• Identifies and surfaces overlapping work with close neighbours whose argument structures are mirrored or followed.
• Classifies detected overlaps and suggests precise provenance markers for clearer build/contribute boundaries.
• Focuses on making the build/contribute boundary visible rather than citation quantity.

Who it is for

• Developers and teams utilizing AI coding agents such as Claude Code, Cursor, and Codex.
• Authors and writers seeking to ensure clear attribution in their work.
• Academic researchers conducting synthesis across multiple bodies of work.

Use cases

• Sanity-checking drafts before publication in blog posts, academic papers, or books.
• Assisting authors in ensuring their essays provide appropriate credit to sources even when complex syntheses are presented.
• Aiding in the identification of gaps between properly cited content and under-attributed synthesis.

Technical details

• Integrates with AI agent skills like Claude Code, Cursor, and Codex.
• Employs audit-attribution capabilities for in-depth analysis and recommendation.
• Utilizes advanced AI applications to maintain and leverage a curated corpus for reference.

Source & Licence

This package is built on open-source work published by chrisgagne (chrisgagne/grounded-forge) 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.