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Skills/lllllllama/rigorpilot-skills/analyze-project
analyze-project logo

analyze-project

lllllllama/rigorpilot-skills
47K installs412 stars
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Installation

npx skills add https://github.com/lllllllama/rigorpilot-skills --skill analyze-project

Summary

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.

SKILL.md

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 ../../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 references/research-pitfall-checklist.md.

Score

0–100
74/ 100

Grade

B

Popularity26/30

47,214 installs — strong, widely used.

Completeness27/30

Documented: full SKILL.md body, description, one-line install. Missing: category/license metadata.

Trust15/25

Community skill with a public GitHub source repository you can review.

Freshness6/15

No update timestamp is tracked for this skill in our catalog.

Scored automatically from popularity, completeness, trust, and freshness — computed only from data in our catalog, never fabricated.

Proud of your score? Add this badge to your README.

Paste a snippet into your GitHub README. The badge updates automatically and links back to this page.

Analyze Project skill score badge previewScore badge

Markdown

[![Analyze Project skill](https://www.remoteopenclaw.com/skills/lllllllama/rigorpilot-skills/analyze-project/badges/score.svg)](https://www.remoteopenclaw.com/skills/lllllllama/rigorpilot-skills/analyze-project)

HTML

<a href="https://www.remoteopenclaw.com/skills/lllllllama/rigorpilot-skills/analyze-project"><img src="https://www.remoteopenclaw.com/skills/lllllllama/rigorpilot-skills/analyze-project/badges/score.svg" alt="Analyze Project skill"/></a>

Analyze Project FAQ

How do I install the Analyze Project skill?

Run “npx skills add https://github.com/lllllllama/rigorpilot-skills --skill analyze-project” in your terminal. The skill is added to your agent's skills directory and picked up automatically on the next run — no restart or extra configuration needed.

What does the Analyze Project skill do?

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. The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Analyze Project skill free?

Yes. Analyze Project is a free, open-source skill published from lllllllama/rigorpilot-skills. As with any third-party skill, review the source repository before installing it into an agent with sensitive access.

Does Analyze Project work with Claude Code and OpenClaw?

Yes. Skills use the portable SKILL.md format, so Analyze Project works with Claude Code, OpenClaw, Codex, Hermes, and any other agent that reads SKILL.md skills.

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