analyze-project
Rigor Analyze / Rigor Audit read-only skill for deep learning research repositories. Use when the user wants to read and understand a repository, inspect model structure and training or inference entrypoints, review configs and insertion points, or flag suspicious implementation patterns without modifying code or running heavy jobs. Do not use for active command execution, broad refactoring, speculative code adaptation, or automatic bug fixing.
Install
With your agent
Install OMGSkills skill "lllllllama/rigorpilot-skills:analyze-project" into this agent's normal skills directory: call the OMGSkills MCP get_install_plan tool for your agent and run the script it returns (it installs only the pinned commit and verifies SKILL.md), and stop if MCP or the pin is unavailable. Do not overwrite or change existing skills without asking me.
Manual command
git clone https://github.com/lllllllama/RigorPilot-Skills /tmp/RigorPilot-Skills && ln -s /tmp/RigorPilot-Skills/skills/analyze-project ~/.claude/skills/analyze-projectFrom README
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 or asset download only. When the user wants speculative adaptation or broad exploratory patching.
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