code-walkthrough
code-walkthrough is a Codebase mapping & onboarding skill for AI agents, published by dariia-m in the my_claude_skills repository on GitHub. Skillspace rates code-walkthrough D (68/100) and it passed the safety scan; the rating is based on static analysis only.
Interactive step-by-step code walkthrough for entire codebases (single or multi-file). Explains each section's logic, assumptions, and data transformations, then RUNS the code and shows actual output - dataframe dimensions, head(), model summaries, plot descriptions, file previews. Pauses after each section for questions. Use whenever the user says "walk through", "explain", "go through", "break down", "review", "understand", "what does this code do", "help me understand this script", "annotate", "explain step by step", or "walk me through the codebase". Also trigger if someone just points at a file/folder and says "explain this". Primarily R but works with any language.
- Grade
- D
- Quality
- 68 / 100
- Safety
- Passed
- GitHub stars
- 32
Unproven: rated by static analysis only, not yet compared head-to-head.
This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.
Our review
- Architecture
- 100 / 100
- Maturity
- Basic: a single SKILL.md
- Security scan
- No issues found
- License
- MIT
- Adoption
- Adopted by 0 other repositories, in 0 collections
Not checked yet
- Category is a classifier prediction; no model has read this skill yet
- Not judged on the rubric yet (not a contender in its category)
- No blind task eval yet
- Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
- Sibling files (scripts, references) not fetched; security scan covers SKILL.md only
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