AI Codebase Second Brain for Architecture Discovery

AI Codebase Second Brain for Architecture Discovery

The 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.

What this skill does

• Retrieves codebase knowledge through the initial discovery layer using the `knowledge/` directory, which consists of portable, offline-first OKF v0.2 bundles.
• Manages deterministic Abstract Syntax Tree (AST) facts within the `generated/` directory and maintains durable human-readable knowledge in the `architecture/`, `decisions/`, and `runbooks/` directories.
• Provides utility to verify and refresh outdated knowledge artifacts, ensuring that source code remains authoritative through the use of `npm` commands for checking and querying.
• Supports static AST graph queries, knowledge freshness checks, and relationship retrieval, including navigation, API route usage, and fixture associations.
• Facilitates navigation using tools like Mermaid and Obsidian, allowing for intuitive interaction with codebase architecture and documentation.

Who it is for

This 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.

Use cases

• Teams seeking to streamline the process of codebase architecture understanding and documentation.
• Developers needing an organized method to update knowledge artifacts following repository changes.
• Projects where maintaining accurate static AST graphs and relational queries is crucial for architecture consistency.

Technical details

• Uses Open Knowledge Format v0.2 for knowledge management, supporting portable and offline-first adaptability.
• Integration with npm for running scripts that verify, refresh, and query codebase knowledge states.
• Includes workaround solutions for known Windows shell issues with specific commands.
• Enables durable and navigable architecture discovery through tools like Mermaid and Obsidian.

Source & Licence

This package is built on open-source work published by Mallikarjun-Roddannavar (Mallikarjun-Roddannavar/playwright-agentic-automation) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your 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.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This 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.

Claude, 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.