Where does this skill save the expert files?

It creates a standardized directory structure under .claude/commands/experts/{domain}/ within your project repository.

What is the Act-Learn-Reuse pattern?

It is a workflow where an agent creates a plan based on existing knowledge (Reuse), implements the code changes (Act), and then updates its mental model based on the results (Learn).

Does it automatically populate the expertise from my code?

It creates the scaffold and initial files; you then run the generated 'self-improve' command to auto-discover patterns and populate the knowledge from your codebase.

Why is there a 1,000-line limit on the expertise file?

The limit ensures that the expert's mental model remains concise and highly relevant, preventing context window exhaustion and maintaining high performance.

Can I have multiple experts in one project?

Yes, you can scaffold as many domain-specific experts as needed, such as /database, /auth, or /frontend, to manage different subsystems independently.

Agent Expert Creator

Name: Agent Expert Creator
Author: melodic-software

bymelodic-software

•

Productivity & Workflow

Scaffolds specialized domain-expert agents using the Act-Learn-Reuse pattern to maintain codebase knowledge.

The Agent Expert Creator skill automates the setup of domain-specific AI sub-agents within your project. By generating a standardized directory structure and pre-configured prompt files, it enables the 'Act-Learn-Reuse' workflow. This allows Claude to build and maintain a persistent 'mental model' of specific subsystems—such as databases, authentication, or APIs—ensuring consistent implementation, smarter planning, and automated knowledge synchronization as your codebase evolves.

Key Features

0138 GitHub stars

02Implements the structured Act-Learn-Reuse architectural pattern

03Enforces context-efficient mental models with built-in line limits

04Creates specialized planning and query interfaces for specific domains

05Automated scaffolding for domain-specific AI agent directories and prompts

06Generates self-improving prompts to synchronize AI expertise with code changes

Use Cases

01Building a 'Security Expert' to audit code against organizational standards

02Setting up an 'API Expert' to maintain consistency across microservices

03Creating a 'Database Expert' to manage complex migrations and query patterns

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add melodic-software/claude-code-plugins create-expert

For use in Claude.ai and ChatGPT

Download Skill