Where are the expertise models stored?

Expertise data is stored locally within your repository in the .claude/commands/experts/ folder, ensuring your knowledge base stays with your code.

Can I use Query Expert for any programming language?

Yes, as long as an expertise file has been seeded for that domain, Query Expert can answer questions regardless of the underlying programming language or framework.

What happens if the AI has low confidence in an answer?

The skill will flag the response as 'Low Confidence' and suggest running the improve-expertise command to update the mental model based on the current state of the code.

How does Query Expert differ from standard code search?

Unlike standard text search, Query Expert utilizes structured expertise files that contain architectural mental models, providing high-level context and 'why' behind the code that raw files often lack.

Query Expert

Name: Query Expert
Author: melodic-software

bymelodic-software

•

학습 및 문서화

Queries domain-specific mental models to provide instant architectural and implementation answers without manual code exploration.

The Query Expert skill allows developers to tap into pre-defined 'expertise mental models' stored within a project's local environment. Instead of manually searching through source code or vast documentation, users can query specific domain experts—such as database, websocket, or security experts—to get grounded, context-aware answers. It facilitates the 'Reuse' phase of the Act-Learn-Reuse workflow, enabling rapid onboarding, consistent implementation patterns, and efficient knowledge sharing across a development team.

주요 기능

01Contextual validation against the live codebase when expertise is uncertain

02Automated confidence scoring (High/Medium/Low) for every response

03Detailed source attribution listing specific expertise sections and referenced files

04Seamless integration with expert creation and seeding commands

0538 GitHub stars

06Grounded domain-specific answering using structured YAML expertise files

사용 사례

01Quickly understanding complex architectural patterns like connection pooling or state management

02Verifying domain-specific protocols and events without diving into legacy source code

03Onboarding new team members by providing a searchable, AI-driven knowledge base of the system

What are Skills?·How to Install

Install with 🐟 Skill.Fish

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

For use in Claude.ai and ChatGPT

Download Skill