Description
ai-research-reproduction is an agent skill from the rigorpilot-skills collection that guides the reproduction of a deep learning research repository, starting from its README. It is the Rigor Reproduce skill, with its installed name kept for compatibility. The goal is the smallest trustworthy run that leaves auditable evidence. The skill preserves what the documentation means, and it records assumptions, deviations and blockers rather than changing the method to make a run succeed. For a routine bounded run, it keeps a short control path. The assistant reads the README and only the test, config and source files it needs. It then uses an orchestration script in plan-only mode to list command candidates, selects one, and runs that candidate with a fingerprint that stops the run if the command set has changed. Evidence is written to a repro_outputs folder in the repository, and a verification step checks the output. The skill says the target command's timeout should not be wrapped by an equal or shorter outer timeout, because the orchestrator needs time to end its children and write its final evidence. It is useful for a researcher who wants to check that a published repository runs as documented. The skill passes Gen Agent Trust Hub and Snyk, and Socket shows a warning. Install it with npx skills add https://github.com/lllllllama/rigorpilot-skills --skill ai-research-reproduction.…
Highlights
- Reproduces a research repository from its README
- Plan-only candidate listing, then a fingerprinted run
- Records assumptions, deviations and blockers
- Writes verified evidence to a repro_outputs folder
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ai-research-reproduction FAQ
What does a reproduction run produce?
A bounded run with auditable evidence in a repro_outputs folder in the repository, plus a verification of the output.
Does it change the method to make a run pass?
No. The skill records assumptions, deviations and blockers instead of changing documented meaning.
Can I set timeouts?
Yes. The skill preserves an explicit timeout you supply, and it warns against wrapping the orchestrator in an equal or shorter outer timeout.
How do I install it?
Run npx skills add https://github.com/lllllllama/rigorpilot-skills --skill ai-research-reproduction.
Which security audits does it have?
On skills.sh, Gen Agent Trust Hub and Snyk pass, and Socket shows a warning.
What are the best ai-research-reproduction alternatives?
Popular alternatives to ai-research-reproduction include ai-research-explore, analyze-project and explore-code. See all ai-research-reproduction alternatives