Skill Discovery FAQs

Question 1

What capabilities does Skill Discovery provide?

Accepted Answer

Key capabilities include automated directory scanning, intelligent metadata extraction, high-speed caching via Serena MCP for sub-10ms retrieval, and post-invocation compliance verification to ensure the AI correctly followed the selected skill protocols.

Question 2

What does the Skill Discovery skill do?

Accepted Answer

Skill Discovery systematically scans your project, user, and plugin directories for SKILL.md files. It parses YAML metadata and trigger keywords to build a comprehensive catalog, allowing Claude to intelligently select and invoke the right capabilities for any task without manual intervention.

Question 3

How does the confidence scoring algorithm work?

Accepted Answer

The system evaluates four weighted factors: trigger keyword matches (40%), command compatibility (30%), context relevance (20%), and dependency satisfaction (10%). Skills exceeding a 0.70 threshold are automatically invoked to streamline your development process.

Question 4

When should I use this skill?

Accepted Answer

This skill should be used at the start of every session (via hooks) or whenever you add new custom skills. It is essential when you find yourself manually reminding Claude of available protocols or wasting time re-discovering project-specific capabilities.

Question 5

How does it improve my Claude Code workflow?

Accepted Answer

It eliminates the 'manual checklist' burden found in other frameworks. By using multi-factor confidence scoring, it enables auto-invocation of relevant skills, ensuring consistent adherence to protocols and significantly reducing cognitive load for the developer.

Skill Discovery

Skill Discovery

主要功能

使用场景

主要功能

使用场景