What does the Seed Expertise skill do?

It automatically scans your project to create an initial expertise file (YAML), providing a structured mental model that helps AI agents understand specific domains within your code.

Can I focus the discovery on specific parts of a domain?

Yes, you can provide optional focus areas as arguments to guide the agent's exploration toward specific sub-modules or implementation details.

Do I need to manually write the expertise file?

No, this skill automates the process by exploring files, analyzing patterns, and writing the YAML for you, though you can review and refine it later.

What are the prerequisites for seeding expertise?

You must first create the expert directory using the create-expert command before Seed Expertise can populate it with domain knowledge.

Is there a limit to how much information it gathers?

Yes, the skill enforces a 1000-line limit for the generated expertise file to ensure the mental model remains concise and performant for the AI.

Seed Expertise

Name: Seed Expertise
Author: melodic-software

bymelodic-software

•

学习与文档

Bootstraps expert mental models for AI agents by automatically extracting domain knowledge and patterns from your codebase.

Seed Expertise is a specialized utility for Claude Code designed to accelerate the setup of domain-specific agent experts. By performing a deep scan of your codebase, the skill identifies core implementation modules, key architectural patterns, and operational best practices to generate a structured YAML mental model. This automates the tedious process of context-gathering, allowing your AI agents to start with a high-fidelity understanding of specific subsystems—such as databases, websockets, or authentication—without manual documentation entry.

主要功能

01Supports domain-specific focus areas for targeted analysis

02Automated codebase exploration and pattern discovery

0338 GitHub stars

04Generates structured YAML mental models for AI agent context

05Built-in validation for YAML accuracy and line-limit enforcement

06Seamless integration with self-improvement workflows

使用场景

01Building specialized experts for new microservices or internal APIs

02Standardizing team-wide coding patterns into machine-readable expertise

03Quickly onboarding an AI agent to a complex legacy codebase

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add melodic-software/claude-code-plugins seed-expertise

For use in Claude.ai and ChatGPT

Download Skill