{"product_id":"ai-codebase-second-brain-for-architecture-discovery","title":"AI Codebase Second Brain for Architecture Discovery","description":"\u003ch3\u003eAI Codebase Second Brain for Architecture Discovery\u003c\/h3\u003e\n\n\u003cp\u003eThe AI Codebase Second Brain for Architecture Discovery is a skill designed for AI coding agents such as Claude Code, Cursor, and Codex. It assists teams in retrieving, verifying, and refreshing the persistent Open Knowledge Format v0.2 codebase memory for automation purposes, specifically related to architecture discovery tasks.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eRetrieves codebase knowledge through the initial discovery layer using the `knowledge\/` directory, which consists of portable, offline-first OKF v0.2 bundles.\u003c\/li\u003e\n  \u003cli\u003eManages deterministic Abstract Syntax Tree (AST) facts within the `generated\/` directory and maintains durable human-readable knowledge in the `architecture\/`, `decisions\/`, and `runbooks\/` directories.\u003c\/li\u003e\n  \u003cli\u003eProvides utility to verify and refresh outdated knowledge artifacts, ensuring that source code remains authoritative through the use of `npm` commands for checking and querying.\u003c\/li\u003e\n  \u003cli\u003eSupports static AST graph queries, knowledge freshness checks, and relationship retrieval, including navigation, API route usage, and fixture associations.\u003c\/li\u003e\n  \u003cli\u003eFacilitates navigation using tools like Mermaid and Obsidian, allowing for intuitive interaction with codebase architecture and documentation.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cp\u003eThis skill is intended for developers and development teams using AI coding agents who require efficient architecture discovery and persistent knowledge management as part of their workflow.\u003c\/p\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eTeams seeking to streamline the process of codebase architecture understanding and documentation.\u003c\/li\u003e\n  \u003cli\u003eDevelopers needing an organized method to update knowledge artifacts following repository changes.\u003c\/li\u003e\n  \u003cli\u003eProjects where maintaining accurate static AST graphs and relational queries is crucial for architecture consistency.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eUses Open Knowledge Format v0.2 for knowledge management, supporting portable and offline-first adaptability.\u003c\/li\u003e\n  \u003cli\u003eIntegration with npm for running scripts that verify, refresh, and query codebase knowledge states.\u003c\/li\u003e\n  \u003cli\u003eIncludes workaround solutions for known Windows shell issues with specific commands.\u003c\/li\u003e\n  \u003cli\u003eEnables durable and navigable architecture discovery through tools like Mermaid and Obsidian.\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\u003eMallikarjun-Roddannavar\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/Mallikarjun-Roddannavar\/playwright-agentic-automation\" rel=\"nofollow noopener\" target=\"_blank\"\u003eMallikarjun-Roddannavar\/playwright-agentic-automation\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":52871211745591,"sku":"MCP-MALLIKARJUN-RODDANNAVAR-PLAYWRIGHT-AGENTIC-AUTOMATION-CODEBASE-SECOND-BRAIN","price":22.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/45vs-oh2OAWeeX-iwbz50_b2c000cec173427e8a205a6dbe9d573b.jpg?v=1787227673","url":"https:\/\/mcpcart.com\/products\/ai-codebase-second-brain-for-architecture-discovery","provider":"SPF PRO","version":"1.0","type":"link"}