Summary

PaperForge is an AI-powered skill designed to enhance academic paper reading by enabling users to actively engage with research content. It reconstructs author reasoning, explains methodologies mechanistically, stress-tests assumptions, and generates follow-up research ideas. This tool is targeted at researchers, students, and anyone needing a deeper, more critical understanding of academic papers, offering a structured approach to analysis beyond simple summarization.

How It Works

PaperForge functions as an AI agent skill, deployable either by installing provided skill files (SKILL_CHN.md, SKILL_EN.md) into systems like Claude/Codex, or by integrating a system prompt (System_Prompt.txt) into platforms such as ChatGPT or Claude. Upon receiving a paper's link, title, or PDF, the agent initiates a comprehensive 12-section analysis. The core methodology emphasizes reconstructing the author's thought process, dissecting the argumentation structure, identifying key assumptions, and designing minimal reproduction experiments or counter-examples to rigorously evaluate the research.

Quick Start & Requirements

• Installation:
  • Option A: Install SKILL_CHN.md or SKILL_EN.md as a Skill for Claude/Codex.
  • Option B (Recommended): Paste content from System_Prompt.txt into ChatGPT's Custom Instructions or Claude's Project Instructions.
• Usage: Provide a paper link, title, or PDF in the chat interface.
• Prerequisites: Access to ChatGPT or Claude with custom instructions/project features enabled. Web browsing and reasoning capabilities are recommended for advanced usage (Option D).
• Links:
  • Repository: https://github.com/FeijiangHan/PaperForge
  • Reference Post: https://www.xiaohongshu.com/discovery/item/6a300c2e00000000060363b6?source=webshare&xhsshare=pc_web&xsec_token=ABYfMQEP9MGgfWyKvWBWs6xOMpOBKCFU80meDyRtv5h5A=&xsec_source=pc_share

Highlighted Details

• Reasoning Reconstruction: Focuses on rebuilding the author's logical flow (§ 3).
• Assumption Stress-Testing: Identifies the most fragile or vulnerable assumptions within the paper (§ 9).
• Reproducibility Focus: Aids in designing minimal experiments to verify findings (§ 10).
• Counter-Example Generation: Creates strong counter-examples to challenge hypotheses (§ 11).
• Idea Generation: Proposes potential follow-up research directions.

Maintenance & Community

The provided README content does not include specific details regarding maintainers, community channels (e.g., Discord, Slack), sponsorships, or a public roadmap.

Licensing & Compatibility

The provided README text does not specify the software license. Users should consult the repository's root directory for a LICENSE file to determine the exact license type and any associated restrictions, particularly concerning commercial use or integration into closed-source projects.

Limitations & Caveats

The current implementation is primarily tailored for STEM papers that emphasize experimental methodology. Adapting PaperForge for humanities and social science disciplines (e.g., history, sociology, philosophy) may require modifications to the underlying prompts and skills, although the core analytical principles are designed to be adaptable.