Agent Friendly Code

Which public repos are friendliest to an AI coding agent?

Ranked per model across GitHub, GitLab, and Bitbucket — because agents aren't interchangeable.

Looking up a dependency? Check any npm / PyPI / Cargo package by name.

Overall (average across models) — Simple average of every per-model score.
Leaderboard — page 2 of 12 for Overall (average across models)
RankRepoStarsScoreExternal link
33nautechsystems/nautilus_traderGitHub27.3k ★
85.3
open
34forem/foremGitHub22.8k ★
85.1
open
35psf/requestsGitHub54.3k ★
84.9
open
36psf/blackGitHub41.8k ★
84.9
open
37prometheus/prometheusGitHub65.8k ★
84.7
open
38PostHog/posthogGitHub38.7k ★
84.7
open
39google/osv-scannerGitHub10.9k ★
84.7
open
40gitlab-org/gitlab-runnerGitLab2.6k ★
84.7
open
41denoland/denoGitHub108.3k ★
84.4
open
42pytorch/pytorchGitHub102.6k ★
84.4
open
43oven-sh/bunGitHub95.6k ★
84.4
open
44ghostty-org/ghosttyGitHub60.1k ★
84.4
open
45vitessio/vitessGitHub21.2k ★
84.4
open
46antiwork/gumroadGitHub9.6k ★
84.4
open
47chakra-ui/chakra-uiGitHub40.6k ★
84.3
open
48All-Hands-AI/OpenHandsGitHub84.8k ★
83.8
open
49Textualize/richGitHub57.1k ★
83.6
open
50sqlalchemy/sqlalchemyGitHub12.1k ★
83.6
open
51github/spec-kitGitHub130.9k ★
83.5
open
52gradio-app/gradioGitHub43.4k ★
83.5
open
53n8n-io/n8nGitHub201.9k ★
83.4
open
54vercel/turborepoGitHub31k ★
83.4
open
55traefik/traefikGitHub64.5k ★
82.8
open
56block/gooseGitHub53.3k ★
82.8
open
57microsoft/playwrightGitHub95k ★
82.6
open
58mastra-ai/mastraGitHub27.4k ★
82.4
open
59Shopify/cliGitHub732 ★
82.4
open
60hiyouga/LlamaFactoryGitHub74.3k ★
82.3
open
61pallets/flaskGitHub72.1k ★
82.1
open
62meilisearch/meilisearchGitHub59.1k ★
81.9
open
63payloadcms/payloadGitHub44.3k ★
81.9
open
64scikit-learn/scikit-learnGitHub67k ★
81.6
open

Tracking 353 repos · last updated