paper-to-code

Transform research papers into structured, runnable codebases with dependency-ordered planning.

Updated Apr 23, 2026
One-click install
npx skills add https://github.com/Embers-of-the-Fire/agent-research-skills-opencode --skill paper-to-code-embers-of-the-fire
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: paper-to-code
Source: https://github.com/Embers-of-the-Fire/agent-research-skills-opencode/tree/main/.opencode/skills/paper-to-code
Command: npx skills add https://github.com/Embers-of-the-Fire/agent-research-skills-opencode --skill paper-to-code-embers-of-the-fire

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Translating dense research papers into a concrete, runnable codebase to support reproducibility and rapid iteration.

Core Features & Use Cases

  • End-to-end planning: generates a dependency-ordered project skeleton from a paper.
  • Architecture design: provides file list, UML/sequence diagrams, and interface contracts.
  • Reproducibility workflow: enforces config extraction and staged coding to faithfully reproduce the paper's methodology.

Quick Start

Outline a comprehensive plan that translates a paper into a reproducible codebase.

Frequently Asked Questions about paper-to-code

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

FAQPage Schema
How do I convert a research paper into a reproducible codebase?

Generating a runnable codebase from a research paper involves creating a dependency-ordered project skeleton, defining explicit interfaces, and enforcing config-driven staged coding to faithfully reproduce the methodology.

What is dependency-ordered generation for paper-to-code translation?

Dependency-ordered generation structures the codebase creation by planning and generating files based on their interdependencies, ensuring explicit interfaces and a stable architecture before implementation begins.

How do I plan software architecture design from a published research paper?

Architecture design from a research paper is planned by generating a comprehensive file list, UML and sequence diagrams, and explicit interface contracts to structure the project blueprint before coding.

Does generating code from papers support config-driven methodology reproduction?

Yes, the paper-to-code workflow enforces config extraction and staged coding to faithfully reproduce the paper's methodology and validate results through a structured reproducibility workflow.

Can I use this to generate UML and sequence diagrams for research paper methodologies?

Yes, you can generate UML and sequence diagrams alongside a file list and interface contracts to design the software architecture needed to implement methodologies from a research paper.