AI Engineering

Codebase Index generates a machine-readable component inventory, relationship graph, and summary statistics for a design system codebase. Use it to create .ai/index files for navigation by AI agents and developer tooling.

Competitor Researcher researches SaaS and AI-tool competitors in a real browser and turns public pages and reviews into a structured comparison. Use it for pricing, feature, positioning, and sentiment analysis across competitors.

Component Decision Tree builds structured YAML decision trees that help agents choose the right component from alternatives. Use it when you need intent-to-component mapping and narrowing questions, not usage guidance for a single component.

Context Engine Builder generates structured blueprints for a design system’s UX, UI, content, accessibility, ethical, technical, and business context. Use it when you need AI-readable knowledge files for agents to understand and work with the system.

Controller Errors helps debug and prevent Frappe Document Controller failures across naming, validation, save, submit, cancel, and permission hooks. Use it to trace lifecycle-phase errors in v14/v15/v16 and fix recursion, missing super() calls, and submit configuration issues.

Exam Prep generates practice questions from course concept pages, prioritizing low-confidence topics. Use it when preparing for an exam or when asked to make a quiz from a wiki.

Frappe Agent Architect designs multi-app Frappe and ERPNext architectures, including when to split apps, how to set dependencies, and how to structure cross-app hooks and overrides. Use it before coding to avoid monolithic app sprawl and circular dependencies.

Frappe Agent Migrator plans Frappe and ERPNext major-version upgrades, scans custom code for breaking API changes, and suggests fixes for migration errors. Use it when moving between versions or diagnosing failures after an update.

Frappe Code Interpreter turns vague ERPNext and Frappe development requests into concrete technical specifications. It identifies the trigger, mechanism, and required frappe-* skills when the request is unclear or has multiple implementation paths.

Frappe Core API covers REST, RPC, webhook, and authentication patterns for ERPNext/Frappe integrations. Use it to connect external systems, call server methods, handle 401s, and work with rate limits.

Frappe Core Utils helps you use frappe.utils for dates, numbers, strings, validation, and file paths in Frappe v14-v16. It is useful when you need timezone-aware, locale-aware helpers instead of Python stdlib shortcuts.

Frappe Database Errors helps diagnose and fix common Frappe and ERPNext database exceptions such as duplicate entries, validation errors, deadlocks, and connection issues. Use it when handling `frappe.db.sql()`, `get_value()`, or save-time failures.