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 11 for Overall (average across models)
RankRepoStarsScoreExternal link
33nautechsystems/nautilus_traderGitHub25.4k ★
85.3
open
34forem/foremGitHub22.8k ★
85.1
open
35psf/requestsGitHub54.3k ★
84.9
open
36psf/blackGitHub41.8k ★
84.9
open
37prometheus/prometheusGitHub65.6k ★
84.7
open
38PostHog/posthogGitHub37.6k ★
84.7
open
39google/osv-scannerGitHub10.8k ★
84.7
open
40gitlab-org/gitlab-runnerGitLab2.6k ★
84.7
open
41denoland/denoGitHub108.2k ★
84.4
open
42pytorch/pytorchGitHub102.3k ★
84.4
open
43oven-sh/bunGitHub95.3k ★
84.4
open
44ghostty-org/ghosttyGitHub59.4k ★
84.4
open
45antiwork/gumroadGitHub9.5k ★
84.4
open
46chakra-ui/chakra-uiGitHub40.6k ★
84.3
open
47Textualize/richGitHub57k ★
83.6
open
48sqlalchemy/sqlalchemyGitHub12.1k ★
83.6
open
49github/spec-kitGitHub125.9k ★
83.5
open
50gradio-app/gradioGitHub43.3k ★
83.5
open
51n8n-io/n8nGitHub199.9k ★
83.4
open
52vercel/turborepoGitHub30.9k ★
83.4
open
53traefik/traefikGitHub64.4k ★
82.8
open
54block/gooseGitHub52.6k ★
82.8
open
55microsoft/playwrightGitHub94.2k ★
82.6
open
56mastra-ai/mastraGitHub27.1k ★
82.4
open
57Shopify/cliGitHub729 ★
82.4
open
58hiyouga/LlamaFactoryGitHub73.9k ★
82.3
open
59meilisearch/meilisearchGitHub58.9k ★
81.9
open
60payloadcms/payloadGitHub44k ★
81.9
open
61getnao/naoGitHub1.5k ★
81.6
open
62calcom/cal.diyGitHub47.4k ★
81.2
open
63novuhq/novuGitHub39.5k ★
81.1
open
64oxc-project/oxcGitHub22.3k ★
81.0
open

Tracking 332 repos · last updated