analyze_karpathy_alignment
Evaluate GitHub contributions against Karpathy's Skills framework to score five skill dimensions and identify first-principles thinking.
Instructions
Analyze GitHub contributions against the Andrej Karpathy Skills framework.
Returns scores (1-5) for five skill dimensions:
Building from Scratch: First-principles thinking and custom implementations
Attention to Detail: Tests, docs, descriptive commits, clean diffs
Deep Understanding: Root cause analysis, performance optimization, substantive reviews
Technical Clarity: Focused PRs, clear descriptions, code simplification
Problem Solving: Complex challenges, cross-cutting changes, effective solutions
Also detects "First Principles" indicators (Karpathy's emphasis on understanding things from scratch rather than relying on heavy abstractions).
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| repo | No | Optional repository filter (e.g. 'owner/repo'). | |
| since | No | Start date (ISO format). Defaults to 30 days ago. | |
| until | No | End date (ISO format). Defaults to today. | |
| username | No | GitHub username. Defaults to GITHUB_USERNAME env var. |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
| result | Yes |