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Analyzes codebases to understand structure, tech stack, patterns, and conventions.
Passed 17 of 21 test cases with the skill, and 12 of 21 without it.
and 2 more in the full report
6 fixed12 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
I just got assigned to this unfamiliar repository for work. Can you explore the codebase, explain how everything is structured, what technologies it uses, and give me a comprehensive overview so I know how to get started?
| Checked | Without skill | With skill |
|---|---|---|
| Includes the Project Analysis Progress checklist with all 6 tracking steps. | Missed | Passed |
The instructions your model reads when the skill loads.
Copy this checklist and track progress:
Project Analysis Progress:
- [ ] Step 1: Quick overview (README, root files)
- [ ] Step 2: Detect tech stack
- [ ] Step 3: Map project structure
- [ ] Step 4: Identify key patterns
- [ ] Step 5: Find development workflow
- [ ] Step 6: Generate summary report
# Check for common project markers
ls -la
cat README.md 2>/dev/null | head -50
package.json → Node.js/JavaScript/TypeScriptrequirements.txt / pyproject.toml / setup.py → Pythongo.mod → GoCargo.toml → Rustpom.xml / build.gradle → JavaGemfile → Rubytest cases passed, vs 12 / 21 without
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