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karpathy/nanochatGitHub

https://github.com/karpathy/nanochat
Stars:
—
Default branch:
—
Last scored:
4h ago
Overall

Strengths

  • Dependency manifest
  • License file
  • README
  • Manageable size
  • Test suite

Gaps

  • AGENTS.md / CLAUDE.md
  • CI configuration
  • CONTRIBUTING guide
  • Reproducible dev env
  • Linter / formatter config

Suggestions to improve for a specific model

  1. 1
    AGENTS.md / CLAUDE.md
    Add an AGENTS.md covering project goals, layout, setup commands, and conventions. Aim for 800+ chars of real guidance (not boilerplate).
    +13.2 pts
  2. 2
    Reproducible dev env
    Add a Makefile or devcontainer or Dockerfile so the agent can set up the project in one command.
    +11.8 pts
  3. 3
    Linter / formatter config
    Configure a linter/formatter (ESLint+Prettier, Biome, Ruff, rustfmt+clippy, golangci-lint) and commit the config.
    +7.9 pts

Per-model scores

Claude Code
Weights AGENTS.md and tests heavily — Claude Code leans on an instructions file and a fast feedback loop.
42.1
Cursor
Weights type config and a detailed README highly — Cursor's inline edits benefit from static types and skim-readable docs.
45.1
Devin
Weights CI and reproducible envs highly — Devin runs in a sandboxed VM and needs end-to-end automation.
42.5
GPT-5 Codex
Balanced profile as a reference point.
42.5

Signal breakdown

AGENTS.md / CLAUDE.md· 0% pass
No agent instructions file found
CI configuration· 0% pass
No CI config found
CONTRIBUTING guide· 0% pass
No CONTRIBUTING file
Dependency manifest· 100% pass
Manifest present
pyproject.toml
Reproducible dev env· 0% pass
No Makefile / devcontainer / Docker / equivalent found
License file· 100% pass
License present
LICENSE
Linter / formatter config· 0% pass
No linter/formatter config found
Pre-commit / git hooks· 0% pass
No pre-commit / husky / lefthook found
README· 100% pass
README detailed (16108 chars)
README.md
Manageable size· 100% pass
53 files
Test suite· 100% pass
Found /tests
tests
Type configuration· 0% pass
No type config found