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Analyze a codebase and generate onboarding docs: architecture overviews, file maps, setup guides, runbooks, and debugging guides.
Passed 17 of 20 test cases with the skill, and 6 of 20 without it.
and 12 more in the full report
12 fixed7 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
When gathering facts about `/src/legacy-monolith` before drafting docs, which reference file contains the shell commands and architecture pattern classification table?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies `references/fact-gathering-and-patterns.md` as the reference for fact gathering. | Missed | Passed |
The instructions your model reads when the skill loads.
Analyze any codebase and generate production-quality onboarding documentation tailored to the audience. Produces architecture overviews with system diagrams, annotated key file maps, step-by-step local setup guides, common developer task runbooks, debugging guides with real error solutions, and contribution guidelines. Supports Markdown, Notion, and Confluence output formats.
git clone-to-tests steps, env-var docs, infra setup (Docker/DB/cache), and a verification checklist.Keywords: codebase onboarding, developer experience, documentation, architecture overview, setup guide, debugging guide, contribution guidelines, code walkthrough, new hire onboarding
Before generating the docs, confirm these inputs. If any is unknown or vague, ASK — do not assume:
Stop rule: ask only the 2-3 that most change the output. If the user says "just draft it," proceed and list your assumptions at the top of the artifact.
| Tool | Purpose | Command |
|---|---|---|
architecture_mapper.py | Analyze project structure and generate a high-level architecture map | python scripts/architecture_mapper.py /path/to/project --json |
onboarding_generator.py | Scan a project directory and generate an onboarding guide | python scripts/onboarding_generator.py /path/to/project --json |
test cases passed, vs 6 / 20 without
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