Agent Friendly Code
← back to leaderboard

scikit-learn/scikit-learnGitHub

https://github.com/scikit-learn/scikit-learn
Stars:
65.9k
Default branch:
main
Last scored:
6h ago
Overall

Strengths

  • AGENTS.md / CLAUDE.md
  • CI configuration
  • CONTRIBUTING guide
  • Dependency manifest
  • Reproducible dev env

Gaps

  • No missing signals — nice.

Suggestions to improve for a specific model

  1. 1
    Test suite
    Add a tests/ (or test/, __tests__/, spec/) directory with runnable tests. Document how to run them in AGENTS.md.
    +3.9 pts
  2. 2
    Manageable size
    If possible, split into smaller modules or carve out a focused entry path. Document where to start in AGENTS.md.
    +1.3 pts

Per-model scores

Claude Code
Weights AGENTS.md and tests heavily — Claude Code leans on an instructions file and a fast feedback loop.
94.7
Cursor
Weights type config and a detailed README highly — Cursor's inline edits benefit from static types and skim-readable docs.
95.9
Devin
Weights CI and reproducible envs highly — Devin runs in a sandboxed VM and needs end-to-end automation.
95.1
GPT-5 Codex
Balanced profile as a reference point.
95.3
Gemini CLI
Weights long-form README and strict type configs — Gemini's long context favors docs-heavy codebases that spell out contracts.
95.3
Aider
Weights tests and linter highest — Aider runs both per-edit as its feedback loop, so a green bar translates directly into successful commits.
94.2
OpenHands
Weights reproducible dev-env and CI highest — OpenHands operates from a sandboxed container, so a working Dockerfile / Makefile is near-mandatory.
95.2
Pi
Weights AGENTS.md heavily and rewards a fast test/lint loop — Pi's minimal terminal harness reads AGENTS.md explicitly and defers sandboxing to user-installed extensions.
94.8

Alternatives

Same-language repos scored for Claude Code. Heuristic v1 (same language + same host); cross-language matches are refined in v0.5.0.

Signal breakdown

AGENTS.md / CLAUDE.md· 100% pass
Substantive (964 chars)
AGENTS.md
CI configuration· 100% pass
22 GitHub Actions workflow(s)
.github/workflows
CONTRIBUTING guide· 100% pass
Guide present
CONTRIBUTING.md
Dependency manifest· 100% pass
Manifest present
pyproject.toml
Reproducible dev env· 100% pass
3 env artifacts (Makefile, makefile)
Makefile
License file· 100% pass
License present
COPYING
Linter / formatter config· 100% pass
Configured in pyproject.toml
pyproject.toml
Pre-commit / git hooks· 100% pass
Hook framework configured
.pre-commit-config.yaml
README· 100% pass
README detailed (7442 chars)
README.rst
Manageable size· 80% pass
1720 files
Test suite· 70% pass
Test files detected (sklearn/_loss/tests/test_link.py)
sklearn/_loss/tests/test_link.py
Type configuration· 100% pass
Configured in pyproject.toml
pyproject.toml

Embed this badge

Drop the snippet below into the top of this repo's README so visitors can see its agent-friendliness at a glance — clicks land back here.

Agent friendly score for github/scikit-learn/scikit-learn
[![Agent Friendly](https://agentfriendlycode.com/api/badge/github/scikit-learn/scikit-learn.svg)](https://agentfriendlycode.com/repo/59)