A
analyze-project
by @lllllllamav
4.9(120)
此技能用于对深度学习研究仓库进行只读分析和审计。它能帮助用户理解模型结构、训练/推理入口、配置关系,并识别潜在的插入点或可疑实现模式,从而在不修改代码或执行繁重任务的情况下,深入洞察项目。
安装方式
npx skills add https://github.com/lllllllama/rigorpilot-skills --skill analyze-projectcompare_arrows
Before / After 效果对比
1 组使用前
在没有此技能之前,开发者需要手动阅读大量代码、配置文件和文档,才能理解一个深度学习项目的结构、模型和训练流程。这通常耗时且容易遗漏关键信息,导致项目启动缓慢或引入潜在错误。
使用后
此技能能够快速对深度学习研究仓库进行只读分析,自动识别模型结构、训练/推理入口和配置关系,并标记可疑模式。这大大缩短了项目理解时间,提高了开发效率和代码质量。
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.mdanalysis_outputs/RISKS.mdanalysis_outputs/status.json
Notes
Use references/analysis-policy.md and the shared references/research-pitfall-checklist.md.
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统计数据
安装量330.7K
评分4.9 / 5.0
版本
更新日期2026年10月23日
对比案例1 组
用户评分
4.9(120)
5
37%
4
43%
3
13%
2
5%
1
2%
为此 Skill 评分
0.0
兼容平台
🤖claude-code
时间线
创建2026年6月9日
最后更新2026年10月23日