{"product_id":"step-by-step-ai-walkthrough-for-code-evaluation","title":"Step-by-Step AI Walkthrough for Code Evaluation","description":"\u003ch3\u003eStep-by-Step AI Walkthrough for Code Evaluation\u003c\/h3\u003e\n\n\u003cp\u003eThe Step-by-Step AI Walkthrough for Code Evaluation skill provides an organized process for explaining code changes and existing code structures in a detailed and sequential manner. Designed for developers and teams utilizing AI coding agents such as Claude Code, Cursor, and Codex, this tool facilitates comprehensive understanding of code workflows without performing a code review or user assessment.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eExplains pull requests by their number or URL, the current branch code, recent session builds, or existing code in execution order.\u003c\/li\u003e\n  \u003cli\u003eProvides an entry-to-exit walkthrough of code execution, featuring an overview diagram and step map.\u003c\/li\u003e\n  \u003cli\u003eDelivers each step in a separate message, ensuring clarity and progression in the explanation.\u003c\/li\u003e\n  \u003cli\u003eRecapitulates the flow and decisions behind it, assisting in comprehending the code's logic and structure.\u003c\/li\u003e\n  \u003cli\u003eCollects information silently through GitHub integration, using commands such as 'gh pr view' for descriptions and comments, and 'gh pr diff' for code differences.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDevelopers seeking to understand changes or existing workflows in a codebase.\u003c\/li\u003e\n  \u003cli\u003eDevelopment teams using AI agents for coding assistance and documentation.\u003c\/li\u003e\n  \u003cli\u003eTechnical leads who need to explain code logic to team members.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eA developer requests a detailed walkthrough of a specific pull request using its number or URL to understand its integration into the codebase.\u003c\/li\u003e\n  \u003cli\u003eA technical team lead uses this skill to explain a recent session's code build to team members for collaborative understanding.\u003c\/li\u003e\n  \u003cli\u003eDevelopers needing clarification on an authentication flow structure request a step-by-step tour to grasp all involved processes.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eIntegrates with GitHub for viewing pull request details and comments.\u003c\/li\u003e\n  \u003cli\u003eUtilizes AI agent compatibility with platforms like Claude Code, Cursor, and Codex.\u003c\/li\u003e\n  \u003cli\u003eLeverages active-learning and aiapplication capabilities for effective learning and understanding.\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\u003emarnickvda\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/marnickvda\/know-it-all\" rel=\"nofollow noopener\" target=\"_blank\"\u003emarnickvda\/know-it-all\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":53498324713783,"sku":"MCP-MARNICKVDA-KNOW-IT-ALL-WALKTHROUGH","price":3.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/4x47p7zzM-v7nYotEubSH_3b63b423c1eb4fc9a4e613baa98e7d06.jpg?v=1793707892","url":"https:\/\/mcpcart.com\/products\/step-by-step-ai-walkthrough-for-code-evaluation","provider":"SPF PRO","version":"1.0","type":"link"}