{"product_id":"reconstruct-okf-bundles-with-ai-backfill-skill-for-codex","title":"Reconstruct OKF Bundles with AI: Backfill Skill for Codex","description":"\u003ch3\u003eReconstruct OKF Bundles with AI: Backfill Skill for Codex\u003c\/h3\u003e\n\n\u003cp\u003eThe \"Reconstruct OKF Bundles with AI: Backfill Skill for Codex\" assists developers in reconstructing OKF bundles by event-sourcing a repository's history. This applies to existing repositories that predate the OKF skill or when resuming an interrupted backfill session, using data from git logs and Claude session transcripts.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eReplays and reconstructs a repository's decision-making history using git commits and Claude session transcripts.\u003c\/li\u003e\n  \u003cli\u003eCreates a comprehensive `.okf\/` bundle as though the \"okf\" skill's Stop hook had been active from the beginning.\u003c\/li\u003e\n  \u003cli\u003eExtracts and processes events in a deterministic manner, ensuring byte-identical results for the same repository.\u003c\/li\u003e\n  \u003cli\u003eUtilizes an LLM loop for replaying events, offering auditability and reproducibility despite some variability in timestamps and summaries.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDevelopers working with repositories that require historical backtracking and bundle reconstruction.\u003c\/li\u003e\n  \u003cli\u003eTeams using AI coding agents such as Claude Code, Cursor, and Codex.\u003c\/li\u003e\n  \u003cli\u003eProjects needing a structured approach to manage historical decision-making and data event retrieval.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eReconstructing knowledge bundles for older repositories to enhance project documentation and continuity.\u003c\/li\u003e\n  \u003cli\u003eResuming interrupted sessions to maintain a consistent event log and avoid data loss.\u003c\/li\u003e\n  \u003cli\u003eAnalyzing the evolution of a project by replaying its development history in a structured format.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eIntegrates with `git log` and Claude session archives for event extraction.\u003c\/li\u003e\n  \u003cli\u003eProcesses git commit information using `git log --first-parent --numstat`.\u003c\/li\u003e\n  \u003cli\u003ePairs user messages with corresponding assistant wrap-ups from session transcripts located in `~\/.claude\/projects\/` directories.\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\u003escaccogatto\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/scaccogatto\/okf-skills\" rel=\"nofollow noopener\" target=\"_blank\"\u003escaccogatto\/okf-skills\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":53019643314487,"sku":"MCP-SCACCOGATTO-OKF-SKILLS-BACKFILL","price":23.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/NBLzrbem31zaGkwJ5BaeZ_c8a4fd77fcdb4c54bb1b09f959d7aee3.jpg?v=1789985179","url":"https:\/\/mcpcart.com\/products\/reconstruct-okf-bundles-with-ai-backfill-skill-for-codex","provider":"SPF PRO","version":"1.0","type":"link"}