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pandas-dev/pandasGitHub

https://github.com/pandas-dev/pandas
Stars:
48.6k
Default branch:
main
Last scored:
6h ago
Overall

Strengths

  • AGENTS.md / CLAUDE.md
  • CI configuration
  • Dependency manifest
  • License file
  • Linter / formatter config

Gaps

  • CONTRIBUTING guide
  • Reproducible dev env

Suggestions to improve for a specific model

  1. 1
    Reproducible dev env
    Add a Makefile or devcontainer or Dockerfile so the agent can set up the project in one command.
    +9.6 pts
  2. 2
    CONTRIBUTING guide
    Add CONTRIBUTING.md describing branch naming, commit style, test commands, and the PR process.
    +5.5 pts
  3. 3
    Manageable size
    If possible, split into smaller modules or carve out a focused entry path. Document where to start in AGENTS.md.
    +3.4 pts

Per-model scores

Claude Code
Weights AGENTS.md and tests heavily — Claude Code leans on an instructions file and a fast feedback loop.
75.7
Cursor
Weights type config and a detailed README highly — Cursor's inline edits benefit from static types and skim-readable docs.
83.0
Devin
Weights CI and reproducible envs highly — Devin runs in a sandboxed VM and needs end-to-end automation.
74.1
GPT-5 Codex
Balanced profile as a reference point.
78.2

Signal breakdown

AGENTS.md / CLAUDE.md· 100% pass
Substantive (2826 chars)
AGENTS.md
CI configuration· 100% pass
11 GitHub Actions workflow(s)
.github/workflows
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· 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 (11358 chars)
README.md
Manageable size· 50% pass
2605 files — large
Test suite· 70% pass
Test files detected (pandas/tests/api/test_api.py)
pandas/tests/api/test_api.py
Type configuration· 100% pass
Configured in pyproject.toml
pyproject.toml