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.