Can it analyze local library source code?

Yes, the skill can locate installed dependencies (like Ruby gems) and read their internal implementation to find undocumented features, configuration options, or extension points.

Does it check for API sunset dates?

Yes, it performs a mandatory check for deprecation and sunset notices, specifically searching for breaking changes or service shutdowns relevant to the current year.

How does the researcher handle outdated documentation?

It prioritizes official sources while cross-referencing GitHub issues and local source code to ensure the information matches your specific installed version and current 2026 standards.

What frameworks does it support?

It is framework-agnostic and can research any library or dependency with accessible documentation, including Ruby gems, NPM packages, Python modules, and external REST/GraphQL APIs.

Framework Documentation Researcher

Name: Framework Documentation Researcher
Author: gvkhosla

bygvkhosla

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Learning & Documentation

Researches comprehensive technical documentation, best practices, and version-specific constraints for software libraries and frameworks.

The Framework Documentation Researcher is a specialized skill designed to bridge the gap between complex official documentation and practical implementation. It automates the process of gathering version-specific API references, identifying deprecations or sunset dates for external services, and analyzing source code directly from installed packages. By synthesizing official documentation with real-world GitHub usage and community best practices, this skill ensures that developers implement features correctly, follow project-specific conventions, and avoid outdated or incompatible library patterns in their 2026 development workflows.

Key Features

01Version-specific documentation retrieval using Context7 and web search

02Synthesis of implementation guides with project-adapted code examples

03Automated source code analysis of installed gems and packages

04Mandatory API deprecation and sunset monitoring for current 2026 standards

0535 GitHub stars

06Real-world GitHub usage research and community solution identification

Use Cases

01Troubleshooting unexpected dependency behavior by analyzing internal source code and community issues

02Implementing complex library features like Active Storage or Turbo-rails with official best practices

03Verifying API longevity and checking for upcoming breaking changes or service migrations

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add gvkhosla/compound-engineering-pi framework-docs-researcher

For use in Claude.ai and ChatGPT

Download Skill