create-or-audit-skill

What problem does it solve?

Generic, non-repo-specific skills waste AI context window space and fail to capture unique team workflows, leading to inconsistent processes and broken automations across the aihub-core codebase. This skill provides a standardized framework to create skills that encode repo-specific procedures and audit existing skills for quality and relevance.

Core Features & Use Cases

• New Skill Creation: Guides engineers to build skills that reference real file paths, commands, and patterns unique to the aihub-core repository, ensuring they fail in other codebases.
• Skill Auditing: Provides a 6-gate review protocol to identify generic, redundant, or low-quality skills that should be revised or removed.
• Use Case: A team can use this skill to create a custom skill that encodes the exact steps to deploy a new LiteLLM provider integration, including required config file edits, registration steps, and validation commands, so every engineer follows the same proven process.

Quick Start

Use the create-or-audit-skill skill to build a new skill that captures the workflow for adding a new Dagster pipeline to the aihub-core codebase, including all required file paths and validation checks.