A specialized Python-based analysis tool designed to dissect and modify the high-performance architecture of viral AI coding projects.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install claude-code-analyzer
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install claude-code-analyzer using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Claude Code Analyzer?
The Claude Code Analyzer is a technical utility designed for developers looking to explore and optimize cutting-edge AI architectures. This tool specifically targets the analysis of high-speed development patterns seen in trending GitHub projects, providing deep insights into project structure and functional module extraction. As part of the Openclaw Skills ecosystem, it allows developers to systematically break down complex AI-driven codebases and repurpose modules for custom implementation.
This skill is particularly relevant for those tracking the rapid evolution of AI coding tools, offering a structured approach to reverse-engineering performance-optimized Python code. By utilizing this skill, developers can gain a competitive edge in understanding the logic behind viral AI breakthroughs.
Claude Code Analyzer Use Cases
- Analyzing viral GitHub repositories to identify high-performance AI patterns.
- Extracting specific functional modules from large-scale AI agent source code for integration into other Openclaw Skills.
- Automating the structural mapping of complex Python projects to improve code maintenance and refactoring.
- Studying the architectural choices of record-breaking AI development projects to improve local development workflows.
How Claude Code Analyzer Works
- The skill is initialized within the environment via the clawhub CLI.
- The user identifies the target Python-based source code directory for analysis.
- The analyzer performs a deep scan of the project, mapping dependencies and structural hierarchies.
- Specific functional modules are identified, isolated, and extracted based on logical boundaries.
- A comprehensive JSON-formatted result is returned, detailing the code's structural components and logic flow.
Claude Code Analyzer Setup
To install the skill, execute the following command in your terminal:
clawhub install claude-code-analyzer
Once installed, you can integrate it into your Python workflows as follows:
from claude_code_analyzer import analyze
# Analyze the target source directory
result = analyze("path/to/claude/code")
print(result)
Claude Code Analyzer Data Schema & Taxonomy
The skill organizes analysis data into a structured format for easy consumption by other tools:
| Component | Description | Data Type |
|---|---|---|
| module_list | Array of extracted functional modules | List |
| dependency_graph | Map of file and library relationships | Object |
| logic_blocks | Identified core algorithmic segments | List |
| complexity_index | Statistical analysis of code density | Integer |
| metadata | Information regarding versioning and origin | Object |
Claude Code Analyzer Advanced Features
- Advanced Python logic modification for re-engineering existing AI agent components.
- Integration with other Openclaw Skills for automated code generation based on analyzed patterns.
- Support for multi-agent architectural mapping in complex distributed systems.
- High-speed module extraction optimized for large-scale Python repositories.
SKILL.md
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