ppw:repo-to-paper

Scan a Python ML repository and generate a bilingual paper outline with citations.

382|21|Updated Jan 30, 2026
One-click install
npx skills add https://github.com/Lylll9436/Paper-Polish-Workflow-skill --skill ppw-repo-to-paper
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: ppw:repo-to-paper
Source: https://github.com/Lylll9436/Paper-Polish-Workflow-skill/tree/main/skills/ppw-repo-to-paper
Command: npx skills add https://github.com/Lylll9436/Paper-Polish-Workflow-skill --skill ppw-repo-to-paper

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill automates turning a Python ML experiment repository into a structured academic manuscript, reducing manual drafting time while ensuring traceable citations and coherent narrative flow.

Core Features & Use Cases

  • Scans a Python ML experiment repository and progressively builds a hierarchical paper outline (H1/H2/H3) with user approvals at each level.
  • Automatically collects literature references via Semantic Scholar MCP and prepares per-section reference files for downstream body generation.
  • Generates bilingual output suitable for CEUS-style submissions and exports final body text with evidence annotations and citations.

Quick Start

Scan your code repository and approve each outline level to generate a complete paper from your experiments.

Frequently Asked Questions about ppw:repo-to-paper

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I generate a paper outline from a Python ML experiment repository?

You can generate a bilingual paper outline from an experiment repository by scanning your Python ML code and approving the stepwise H1/H2/H3 structure. The process also collects literature references via Semantic Scholar and prepares per-section reference files for downstream writing.

How does automatic citation collection work for generated paper outlines?

Automatic citation collection uses Semantic Scholar MCP to find relevant literature and prepare bibtex references. These citations are stored as per-section reference files to ensure the generated body text maintains traceable evidence annotations.

Can I use this to create bilingual manuscripts for CEUS-style submissions?

Yes, you can generate bilingual manuscripts suitable for CEUS-style submissions. The Skill enforces CEUS/Journals formatting rules during outline generation and exports the final body text with evidence annotations and citations.

What is the best way to ensure traceable citations when drafting from code?

The best way to ensure traceable citations when drafting from code is to generate body text with evidence annotations linked to per-section reference files. This maintains a coherent narrative flow while connecting generated text directly to Semantic Scholar literature.

Do I need to manually approve every section of the generated paper outline?

Yes, you need to manually approve every hierarchical level of the generated paper outline. The Skill guides you through stepwise H1/H2/H3 outline generation with confirmations at each stage before producing the final body text with citations.