Does it support incremental indexing?

Yes, the skill supports incremental indexing, allowing it to only process changed files to keep the knowledge graph updated without needing to re-scan the entire project.

How does QE Code Intelligence reduce token usage?

It uses intelligent context retrieval to select only the most relevant code snippets, entity signatures, and relationships, reducing prompt overhead by up to 80% compared to providing full source files.

What is a Code Knowledge Graph?

It is a structured representation of your code that parses entities like classes and functions and maps their relationships—such as imports, calls, and inheritance—enabling the AI to navigate the codebase logically.

Can I use this for dependency analysis?

Absolutely. The skill provides specialized commands to query deep dependency chains, helping you understand how changes in one service might impact the rest of the application.

QE Code Intelligence

Name: QE Code Intelligence
Author: proffesor-for-testing

byproffesor-for-testing

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207

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Security & Testing

Streamlines codebase understanding through knowledge graph construction and semantic search while reducing AI token usage by 80%.

QE Code Intelligence is a specialized skill for Claude Code designed to build a deep semantic understanding of complex codebases. By constructing a knowledge graph that maps entities, relationships, and dependencies into a vector database, it enables high-precision semantic search and context-aware retrieval. This skill is essential for developers and QA engineers who need to navigate unfamiliar architectures, perform impact analysis, and execute AI-driven coding tasks without exceeding context windows or inflating token costs.

Key Features

0180% Token Context Reduction

02Automated Dependency Mapping

03Incremental Codebase Indexing

04Semantic Code Search

05Knowledge Graph Construction

06207 GitHub stars

Use Cases

01Optimizing AI context for large-scale refactoring and test generation

02Mapping complex service dependencies and performing architectural impact analysis

03Rapidly onboarding and understanding unfamiliar or legacy codebases

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add proffesor-for-testing/agentic-qe qe-code-intelligence

For use in Claude.ai and ChatGPT

Download Skill