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Most agent-friendly Python repos

57 Python repos, ranked by their overall score: the average across every agent we score. The average Python repo scores 73.2, and apache/superset leads with 92.2.

What Python repos most often miss

  • AGENTS.md / CLAUDE.md: 48% pass rate
  • Reproducible dev env: 55% pass rate
  • Type configuration: 58% pass rate

Checks that only one agent reads are left out, since almost no repo has them. See the methodology for what each check looks for.

Leaderboard — page 1 of 1 for Python repos, overall
RankRepoStarsScoreExternal link
1apache/supersetGitHub75.1k ★
92.2
open
2aio-libs/aiohttpGitHub16.6k ★
91.9
open
3streamlit/streamlitGitHub45.9k ★
90.9
open
4scrapy/scrapyGitHub64.7k ★
90.6
open
5sqlfluff/sqlfluffGitHub9.9k ★
89.6
open
6getsentry/sentryGitHub45.5k ★
86.8
open
7apache/airflowGitHub47.1k ★
86.2
open
8wagtail/wagtailGitHub20.5k ★
86.2
open
9BerriAI/litellmGitHub60.4k ★
85.0
open
10psf/requestsGitHub54.5k ★
84.9
open
11psf/blackGitHub41.9k ★
84.9
open
12PostHog/posthogGitHub40.2k ★
84.7
open
13pytorch/pytorchGitHub103.9k ★
84.4
open
14Textualize/richGitHub57.5k ★
83.6
open
15sqlalchemy/sqlalchemyGitHub12.2k ★
83.6
open
16gradio-app/gradioGitHub43.7k ★
83.5
open
17github/spec-kitGitHub140.5k ★
82.3
open
18hiyouga/LlamaFactoryGitHub75.4k ★
82.3
open
19pallets/flaskGitHub74.9k ★
82.1
open
20scikit-learn/scikit-learnGitHub67.5k ★
81.6
open
21pydantic/pydanticGitHub29k ★
80.8
open
22vllm-project/vllmGitHub93.4k ★
80.3
open
23celery/celeryGitHub28.9k ★
80.2
open
24langflow-ai/langflowGitHub155.4k ★
79.1
open
25Textualize/textualGitHub37.4k ★
78.9
open
26microsoft/presidioGitHub11.2k ★
78.8
open
27pytest-dev/pytestGitHub14.6k ★
77.4
open
28crewAIInc/crewAIGitHub59.5k ★
76.8
open
29ray-project/rayGitHub44k ★
76.8
open
30encode/starletteGitHub12.7k ★
75.2
open
31huggingface/diffusersGitHub34.7k ★
75.1
open
32open-webui/open-webuiGitHub154.1k ★
74.6
open
33python-poetry/poetryGitHub34.3k ★
74.3
open
34huggingface/datasetsGitHub22k ★
73.7
open
35run-llama/llama_indexGitHub52.4k ★
73.6
open
36pandas-dev/pandasGitHub49.9k ★
73.6
open
37huggingface/transformersGitHub166.9k ★
73.2
open
38Comfy-Org/ComfyUIGitHub136.4k ★
70.5
open
39encode/httpxGitHub15.5k ★
70.3
open
40encode/uvicornGitHub11k ★
70.3
open
41unclecode/crawl4aiGitHub85k ★
70.1
open
42tqdm/tqdmGitHub31.4k ★
70.1
open
43explosion/spaCyGitHub34k ★
69.0
open
44django/djangoGitHub91.4k ★
68.6
open
45fastapi/fastapiGitHub102.9k ★
67.2
open
46Aider-AI/aiderGitHub49.4k ★
66.0
open
47python/cpythonGitHub77.6k ★
63.2
open
48openai/whisperGitHub110.2k ★
61.4
open
49mkdocs/mkdocsGitHub22.5k ★
58.9
open
50AUTOMATIC1111/stable-diffusion-webuiGitHub165k ★
56.8
open
51numpy/numpyGitHub33k ★
55.4
open
52langchain-ai/langchainGitHub147.4k ★
52.9
open
53sgl-project/sglangGitHub36.9k ★
49.9
open
54Significant-Gravitas/AutoGPTGitHub187.5k ★
49.7
open
55karpathy/nanochatGitHub58.5k ★
41.0
open
56microsoft/AIGitHub2.8k ★
24.2
open
57karpathy/nanoGPTGitHub63.6k ★
19.0
open