Can this skill crawl external websites?

Yes, it includes specifications for autonomous web crawling, including maximum depth control and domain-specific filtering using the WebFetch tool.

How does context engineering improve AI performance?

By providing clean, structured, and hierarchical data instead of raw text, it reduces 'noise' and helps LLMs better understand the relationships between different pieces of information.

Is this skill part of the Miyabi framework?

Yes, it is a core component of the Miyabi open-source autonomous development framework, specifically designed to support issue-driven development through better context management.

What is the main purpose of the Context Engineering skill?

It automates the process of finding, extracting, and organizing information from the web or local files into structured formats that AI can easily interpret and utilize.

What output formats are supported?

The framework is designed to output structured data in YAML, JSON, or Markdown with frontmatter, making it highly compatible with modern developer tools and LLM contexts.

Context Engineering Framework

Name: Context Engineering Framework
Author: ShunsukeHayashi

byShunsukeHayashi

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Web Scraping & Data Collection

Automates the extraction, structuring, and organization of unstructured data into AI-ready formats from web and local sources.

The Context Engineering Framework is a specialized skill designed for autonomous information processing and knowledge management. It enables Claude to crawl websites, analyze complex document hierarchies, and transform fragmented information into structured, machine-interpretable formats like YAML, JSON, or Markdown with metadata. This skill is essential for developers building domain-specific knowledge bases or autonomous agents that require high-quality, organized context to perform complex tasks. By mapping logical structures and summarizing content, it ensures that AI models operate with maximum precision and relevance.

Key Features

01Automated summary generation for complex information sources

02Conversion of unstructured text into structured YAML or JSON formats

037 GitHub stars

04Logical structure analysis and hierarchical document mapping

05Expert profile mapping to define and maintain domain-specific context

06Autonomous web crawling and content extraction via WebFetch

Use Cases

01Converting scattered online documentation into a structured knowledge base for a local project

02Analyzing website navigation and URL patterns to prepare for large-scale data ingestion

03Creating standardized expert profiles and project contexts for autonomous development workflows

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add shunsukehayashi/miyabi context-eng

For use in Claude.ai and ChatGPT

Download Skill