{"product_id":"ai-agent-skill-for-claude-efficient-extraction-review","title":"AI Agent Skill for Claude: Efficient Extraction Review","description":"\u003ch3\u003eAI Agent Skill for Claude: Efficient Extraction Review\u003c\/h3\u003e\n\n\u003cp\u003eThe Efficient Extraction Review skill for Claude is designed to streamline the review status of extraction reports that are pending review. This skill acts upon closing of reports when there are any pending-review reports available. It evaluates each candidate within these reports, seeks an R15 resolution (accept, reject, or defer), and updates the report status accordingly. The skill automates file logging, validation, and committing of the results.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eReads reports from the specified repository or strategy directory that are marked with the status 'pending-review' or 'deferred'.\u003c\/li\u003e\n  \u003cli\u003eFor each candidate in the report, it requests a resolution through R15 (accept, reject, defer).\u003c\/li\u003e\n  \u003cli\u003eIf accepted, it optionally edits, validates, writes the file to a pack, updates the MAP, and commits the changes.\u003c\/li\u003e\n  \u003cli\u003eIf rejected, it logs the reason and pattern in the 'feedback-log.md'.\u003c\/li\u003e\n  \u003cli\u003eIf deferred, it logs the reason and 'defer_until' date in the report.\u003c\/li\u003e\n  \u003cli\u003eUpdates the status of the report to 'applied', 'partially-applied', 'rejected', or 'deferred'.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDevelopers using AI agents like Claude Code, Cursor, and Codex, who manage extraction workflows and require efficient handling of report evaluations.\u003c\/li\u003e\n  \u003cli\u003eTeams seeking a systematic approach for reviewing AI-generated extraction reports.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eAutomating the review process for pending AI-generated extraction reports in a development workflow.\u003c\/li\u003e\n  \u003cli\u003eReducing manual oversight required for reviewing multiple extraction candidates by standardising decisions with R15 resolutions.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eUtilises components such as agent-skills, aiapplication, and apply-captures to manage reports.\u003c\/li\u003e\n  \u003cli\u003eIntegrates with designated directories or repositories for accessing and updating extraction reports and logs.\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\u003eTserenTserenov\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/TserenTserenov\/FMT-exocortex-template\" rel=\"nofollow noopener\" target=\"_blank\"\u003eTserenTserenov\/FMT-exocortex-template\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":52891748303159,"sku":"MCP-TSERENTSERENOV-FMT-EXOCORTEX-TEMPLATE-APPLY-CAPTURES","price":11.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/4ZV0Z6ClIeqf2LGpr_fA5_b5652a231c834ba6ac52bd8e4af520d1.jpg?v=1787573324","url":"https:\/\/mcpcart.com\/products\/ai-agent-skill-for-claude-efficient-extraction-review","provider":"SPF PRO","version":"1.0","type":"link"}