Skill v1.0.4

version: "1.0.4" title: "5219rayhsu/open-book-is-good-skill" content_type: "repo" engine: "v2" category: "Agent Framework" tech_stack: ["Python", "Claude AI Skills", "Markdown", "YAML", "Pydantic (implied for schema validation)", "OCR (implied for figure extraction)", "AI Model Integration (for explanation generation)"] quality_score: 7 rag_relevance: 6 deployment_complexity: "Medium" tags: ["AI agent automation", "exam question processing", "clean-room data pipeline", "judgment-based parsing", "copyright-compliant RAG"] source: "https://github.com/5219rayhsu/open-book-is-good-skill" stars: 0 language: "Python" last_updated: "2026-07-17T16:06:09Z" discovered_at: "2026-07-17T16:14:51Z" evaluated_by: "mistral-small-latest"

Summary

A Claude AI skill that enables agents to transform official open exam question papers into offline study systems using a judgment-based, clean-room approach. It automates data sourcing, parsing, figure extraction, and explanation generation while enforcing quality checks and copyright compliance.

Key Features

• Judgment-based parsing pipeline that adapts to varying exam formats and layouts
• Automated figure extraction and cropping with robustness checks for dirty data
• AI-generated explanations with built-in verification and uncertainty scoring
• Multi-phase workflow with red-team validation and linting for quality control
• Modular design with detailed references for customization across different exams

Why It Matters for RAG Builders

It provides a structured, copyright-compliant method for AI agents to transform official exam data into reusable RAG datasets, ensuring legal and high-quality knowledge extraction.

Tech Stack Deep Dive

Python

Automated review identified Python as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.

Claude AI Skills

Automated review identified Claude AI Skills as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.

Markdown

Automated review identified Markdown as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.

YAML

Automated review identified YAML as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.

Pydantic (implied for schema validation)

Automated review identified Pydantic (implied for schema validation) as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.

OCR (implied for figure extraction)

Automated review identified OCR (implied for figure extraction) as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.

AI Model Integration (for explanation generation)

Automated review identified AI Model Integration (for explanation generation) as a key module contributing to infrastructure orchestration or cognitive reasoning boundaries in this project.

Installation

# Please check the repository README for specific installation instructions.

Related Vault Entries

<!-- Auto-populated by build-index.js based on tech_stack overlap -->