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pandas-dev/pandasGitHub

https://github.com/pandas-dev/pandas
Stars:
50k
Language:
Python
Default branch:
main
Last scored:
5h ago
Overall

At a glance

Rank
#154 of 371
Top 42% · #36 of 57 Python repos
Checks passed
8 of 16
Full list below
Best set up for
Pi
Score 80.0
Needs most work for
OpenHands
Biggest fix: Reproducible dev env (+10.4 pts)

What it has

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

What it's missing

  • .aider.conf.yml
  • CONTRIBUTING guide
  • Cursor rules (.cursor/rules)
  • Reproducible dev env
  • GEMINI.md

What to fix first

  1. 1
    Reproducible dev env
    Add a Makefile or devcontainer or Dockerfile so the agent can set up the project in one command.
    +11.8 pts
  2. 2
    CONTRIBUTING guide
    Add CONTRIBUTING.md describing branch naming, commit style, test commands, and the PR process.
    +5.3 pts
  3. 3
    Test suite
    Add a tests/ (or test/, __tests__/, spec/) directory with runnable tests. Document how to run them in AGENTS.md.
    +3.9 pts

Score for each AI agent

Each agent looks for different things in a repo, based on its own docs. Under each score are the three checks it cares about most.

Pi
80.0
GPT-5 Codex
78.8
Kimi CLI
77.9
Claude Code
75.7
Cursor
73.4
Devin
73.1
Gemini CLI
70.2
Aider
67.6
OpenHands
65.4

Similar repos

Scored for Claude Code. Same language and host as this repo, scoring near it.

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All checks

AGENTS.md / CLAUDE.md· 100% pass
Substantive (2713 chars)
AGENTS.md
.aider.conf.yml· 0% pass
No .aider.conf.yml at repo root
CI configuration· 100% pass
14 GitHub Actions workflow(s)
.github/workflows
CONTRIBUTING guide· 0% pass
No CONTRIBUTING file
Cursor rules (.cursor/rules)· 0% pass
No .cursor/rules/*.mdc or .cursorrules
Dependency manifest· 100% pass
Manifest present
pyproject.toml
Reproducible dev env· 0% pass
No Makefile / devcontainer / Docker / equivalent found
GEMINI.md· 0% pass
No GEMINI.md at repo root
License file· 100% pass
License present
LICENSE
Linter / formatter config· 100% pass
Configured in pyproject.toml
pyproject.toml
.openhands/setup.sh· 0% pass
No .openhands/setup.sh
Pre-commit / git hooks· 100% pass
Hook framework configured
.pre-commit-config.yaml
README· 100% pass
README detailed (11343 chars)
README.md
Manageable size· 50% pass
2520 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

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Agent friendly score for github/pandas-dev/pandas
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Check the score on every pull request

Add this file to your repo. On each pull request, it posts one comment showing how the score changed and why. It runs in your own CI, with no outside server involved.

# .github/workflows/agent-friendly.yml
name: Agent-friendly score diff

on:
  pull_request:
    branches: [main]

permissions:
  contents: read
  pull-requests: write

jobs:
  score-diff:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v7
        with:
          fetch-depth: 0
      - uses: hsnice16/agent-friendly-action@v0
        with:
          agents-badge-token: ${{ secrets.AGENTS_BADGE_TOKEN }}

Add AGENTS_BADGE_TOKENto the repo's secrets to turn the comment on. Without it, the action does nothing. Where do I add it?