This is an orchestrator for reproducing AI research repos in a trustworthy, auditable way. It reads the README first, picks the smallest documented inference or eval target, coordinates intake and setup, runs commands conservatively, and writes standardized outputs to repro_outputs/. The workflow is built around five helper skills that handle repo scanning, environment bootstrap, paper detail resolution, and execution reporting. It's designed for minimal smoke tests, not endless experimentation, and enforces strict patching rules so you can hand the results to another human or model for review. If you need to verify that a paper's code actually runs as documented without inventing new protocols, this is the tool.

skills.sh installs
9.1K
GitHub stars
506
last updated
Jul 14, 2026

Install

$ npx -y skills add lllllllama/ai-paper-reproduction-skill --skill ai-paper-reproduction --agent claude-code

Installs into .claude/skills of the current project.

Files

This is an orchestrator for reproducing AI research repos in a trustworthy, auditable way. It reads the README first, picks the smallest documented inference or eval target, coordinates intake and setup, runs commands conservatively, and writes standardized outputs to repro_outputs/. The workflow is built around five helper skills that handle repo scanning, environment bootstrap, paper detail resolution, and execution reporting. It's designed for minimal smoke tests, not endless experimentation, and enforces strict patching rules so you can hand the results to another human or model for review. If you need to verify that a paper's code actually runs as documented without inventing new protocols, this is the tool.

Browse the repository on GitHub

Sponsors

Details

Repository
github.com/lllllllama/ai-paper-reproduction-skill
Categories
Documentation, AI & Agent Building, Automation & Workflows
First seen
Apr 16, 2026

More from lllllllama/ai-paper-reproduction-skill

All 11
1grafana avatarpromqlgrafana/skillsWrite, validate, and optimize PromQL for Prometheus / Grafana Mimir / Grafana Cloud Metrics. Covers `rate` vs `irate` vs `increase`, label matchers and regex, `9.1Kskills.sh installs
2github avatartechnology-stack-blueprint-generatorgithub/awesome-copilotComprehensive technology stack blueprint generator that analyzes codebases to create detailed architectural documentation. Automatically detects technology stac9Kskills.sh installs
3github avatarfluentui-blazorgithub/awesome-copilotGuide for using the Microsoft Fluent UI Blazor component library (Microsoft.FluentUI.AspNetCore.Components NuGet package) in Blazor applications. Use this when 9Kskills.sh installs
4github avatarcopilot-instructions-blueprint-generatorgithub/awesome-copilotTechnology-agnostic blueprint generator for creating comprehensive copilot-instructions.md files that guide GitHub Copilot to produce code consistent with proje9Kskills.sh installs
5crewaiinc avatargetting-startedcrewaiinc/skillsCrewAI architecture decisions and project scaffolding. Use when starting a new crewAI project, choosing between LLM.call() vs Agent.kickoff() vs Crew.kickoff() 8.9Kskills.sh installs
6github avatarcode-exemplars-blueprint-generatorgithub/awesome-copilotTechnology-agnostic prompt generator that creates customizable AI prompts for scanning codebases and identifying high-quality code exemplars. Supports multiple 8.8Kskills.sh installs