Is this skill only for GitHub repositories?

While it has specific optimizations for GitHub patterns like issue templates and labels, its core logic for architectural and code analysis works on any repository structure.

Can it find hidden project guidelines?

Yes, it systematically scans for files like CLAUDE.md, CONTRIBUTING.md, and hidden template directories within .github/ to uncover both explicit rules and implicit conventions.

When is the best time to use this skill?

It is most effective when first joining a project, before creating a major pull request, or when you are unsure if your new code follows the project's established style.

How does the Repo Research Analyst identify code patterns?

It uses a combination of ast-grep for syntax-aware matching and ripgrep for text-based searches to find recurring implementation styles, naming conventions, and architectural choices.

Repository Research Analyst

Name: Repository Research Analyst
Author: gvkhosla

bygvkhosla

•

学习与文档

Analyzes codebase architecture, documentation, and implementation patterns to accelerate project onboarding and ensure convention compliance.

The Repository Research Analyst skill empowers Claude to perform deep, systematic investigations into any software repository to uncover its underlying structure, architectural decisions, and coding standards. By scanning core documentation like READMEs and CONTRIBUTING guides alongside real-world code patterns using tools like ast-grep and ripgrep, it provides developers with a comprehensive map of a project's ecosystem. This is essential for developers in 2026 who need to rapidly onboard to complex codebases, prepare high-quality open-source contributions, or ensure that new feature implementations align perfectly with existing project-specific patterns and issue-tracking workflows.

主要功能

01Deep analysis of GitHub issue patterns, label usage, and submission requirements

02Systematic mapping of repository organizational structure and architectural patterns

03Syntax-aware implementation pattern searches using ast-grep and ripgrep

04Discovery and structure analysis of issue, pull request, and RFC templates

0535 GitHub stars

06Consolidated research summaries covering coding standards and testing requirements

使用场景

01Preparing high-quality contributions by identifying project-specific issue formatting and labeling conventions

02Ensuring new architectural components match existing implementation styles and naming conventions

03Rapidly onboarding to a legacy or complex codebase to understand established design patterns

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add gvkhosla/compound-engineering-pi repo-research-analyst

For use in Claude.ai and ChatGPT

Download Skill