analyze-project

Use this as the Rigor Analyze / Rigor Audit read-only skill. The installed slug remains analyze-project for compatibility.

Use the shared operating principles in ../ai-research-reproduction/references/agent-operating-principles.md; this skill should guide read-only analysis without constraining the model's project-specific reasoning.

When to apply

• The user wants to understand a deep learning repository before changing it.
• The user needs a map of model structure, training entrypoints, inference entrypoints, and config relationships.
• The user wants conservative suggestions about likely insertion points or suspicious implementation patterns.
• The user explicitly wants read-only analysis and not heavy execution.

When not to apply

• When the main task is to execute a failing command or debug a traceback.
• When the user wants environment setup or asset download only.
• When the user wants speculative adaptation or broad exploratory patching.
• When the task is a general literature summary without repository analysis.

Clear boundaries

• This skill is read-mostly.
• It may run lightweight static inspection helpers.
• It does not patch repository code.
• It does not own final reproduction outputs.
• It should mark suspicious patterns as heuristics, not confirmed bugs.

Output expectations

• analysis_outputs/SUMMARY.md
• analysis_outputs/RISKS.md
• analysis_outputs/status.json

Notes

Use references/analysis-policy.md and the shared ../ai-research-reproduction/references/research-pitfall-checklist.md.