Description
analyze-project is a read-only agent skill from the rigorpilot-skills collection for understanding a deep learning research repository before anyone changes it. It is the Rigor Analyze and Rigor Audit skill, and its installed name is kept for compatibility. The skill guides the assistant to read a repository and build a map of its model structure, its training entry points, its inference entry points and how its configuration files relate to each other. It can also make conservative suggestions about where a change would likely be inserted and point out implementation patterns that look suspicious, but it only suggests those and does not change code. The skill leaves the model room for project-specific reasoning, so it is a guide to the analysis rather than a fixed script. It is meant for a researcher who has inherited a repository, wants to know where training starts, or needs to see how the pieces fit before running anything. It is explicitly for read-only analysis and not for heavy execution, so it is a safe first step before experiments. It should not be used when the user wants a run or a fix. The skill passes Gen Agent Trust Hub, Socket and Snyk on skills.sh, and it has about 319,000 installs. Install it with npx skills add https://github.com/lllllllama/rigorpilot-skills --skill analyze-project.…
Highlights
- Read-only analysis of a deep learning repository
- Maps model structure and training and inference entry points
- Shows how configuration files relate to each other
- Conservative suggestions on likely insertion points
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analyze-project FAQ
Does it change my code?
No. It is a read-only analysis skill, and it does not run heavy execution.
What does it map?
The model structure, the training entry points, the inference entry points and the relationships between configuration files.
When should I not use it?
When you want a training run or a code fix, since the skill is for understanding the repository first.
How do I install it?
Run npx skills add https://github.com/lllllllama/rigorpilot-skills --skill analyze-project.
Which security audits does it have?
On skills.sh, Gen Agent Trust Hub, Socket and Snyk all pass.
What are the best analyze-project alternatives?
Popular alternatives to analyze-project include ai-research-reproduction, explore-code and ai-research-explore. See all analyze-project alternatives