Skill v1.0.3

version: "1.0.3" title: 5219rayhsu/open-book-is-good-skill content_type: repo engine: v2 category: daily-digests/2026-07-21 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.

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