{"product_id":"optimize-essay-attribution-with-ai-powered-audit-skill","title":"Optimize Essay Attribution with AI-Powered Audit Skill","description":"\u003ch3\u003eOptimize Essay Attribution with AI-Powered Audit Skill\u003c\/h3\u003e\n\n\u003cp\u003eThis 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.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eAudits an essay or draft to highlight under-attribution by comparing it against a curated library corpus.\u003c\/li\u003e\n  \u003cli\u003eIdentifies and surfaces overlapping work with close neighbours whose argument structures are mirrored or followed.\u003c\/li\u003e\n  \u003cli\u003eClassifies detected overlaps and suggests precise provenance markers for clearer build\/contribute boundaries.\u003c\/li\u003e\n  \u003cli\u003eFocuses on making the build\/contribute boundary visible rather than citation quantity.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDevelopers and teams utilizing AI coding agents such as Claude Code, Cursor, and Codex.\u003c\/li\u003e\n  \u003cli\u003eAuthors and writers seeking to ensure clear attribution in their work.\u003c\/li\u003e\n  \u003cli\u003eAcademic researchers conducting synthesis across multiple bodies of work.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eSanity-checking drafts before publication in blog posts, academic papers, or books.\u003c\/li\u003e\n  \u003cli\u003eAssisting authors in ensuring their essays provide appropriate credit to sources even when complex syntheses are presented.\u003c\/li\u003e\n  \u003cli\u003eAiding in the identification of gaps between properly cited content and under-attributed synthesis.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eIntegrates with AI agent skills like Claude Code, Cursor, and Codex.\u003c\/li\u003e\n  \u003cli\u003eEmploys audit-attribution capabilities for in-depth analysis and recommendation.\u003c\/li\u003e\n  \u003cli\u003eUtilizes advanced AI applications to maintain and leverage a curated corpus for reference.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c!-- mcpcart:static-blocks:start --\u003e\n\u003chr\u003e\n\u003ch3\u003eSource \u0026amp; Licence\u003c\/h3\u003e\n\u003cp\u003eThis package is built on open-source work published by \u003cstrong\u003echrisgagne\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/chrisgagne\/grounded-forge\" rel=\"nofollow noopener\" target=\"_blank\"\u003echrisgagne\/grounded-forge\u003c\/a\u003e) and distributed under \u003cstrong\u003eMIT\u003c\/strong\u003e. The original licence text and copyright notice are included in your download.\u003c\/p\u003e\n\u003cp\u003ePersonal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.\u003c\/p\u003e\n\u003cp\u003eYour 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.\u003c\/p\u003e\n\u003ch3\u003eDelivery \u0026amp; Support\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eDelivery:\u003c\/strong\u003e instant — a secure download link is emailed to you as soon as payment is confirmed.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e ZIP archive containing the skill files, documentation and the original licence.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eSupport:\u003c\/strong\u003e \u003ca href=\"mailto:support@mcpcart.com\"\u003esupport@mcpcart.com\u003c\/a\u003e — we aim to reply within 2 business days.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eUpdates:\u003c\/strong\u003e updates are included only where stated on this page.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eRefunds\u003c\/h3\u003e\n\u003cp\u003eThis 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.\u003c\/p\u003e\n\u003cp style=\"font-size:0.85em;color:#666;\"\u003eClaude, 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.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:end --\u003e","brand":"MCP Cart","offers":[{"title":"Default Title","offer_id":53065378365751,"sku":"MCP-CHRISGAGNE-GROUNDED-FORGE-AUDIT-ATTRIBUTION","price":31.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/bP4ye1jx2hLBwRsMrOnzx_89e3214837ba4048ba45916fe7dda502.jpg?v=1790683973","url":"https:\/\/mcpcart.com\/products\/optimize-essay-attribution-with-ai-powered-audit-skill","provider":"SPF PRO","version":"1.0","type":"link"}