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 4 of 12 for Overall (average across models)
RankRepoStarsScoreExternal link
97appwrite/appwriteGitHub57.1k ★
77.9
open
98directus/directusGitHub37.5k ★
77.9
open
99pytest-dev/pytestGitHub14.4k ★
77.4
open
100cloudflare/vinextGitHub8.7k ★
77.4
open
101inngest/inngestGitHub5.8k ★
77.4
open
102biomejs/biomeGitHub25.6k ★
77.3
open
103nushell/nushellGitHub40.3k ★
77.0
open
104crewAIInc/crewAIGitHub57.5k ★
76.8
open
105apache/sparkGitHub43.9k ★
76.8
open
106ray-project/rayGitHub43.6k ★
76.8
open
107charmbracelet/crushGitHub27.6k ★
76.8
open
108risingwavelabs/risingwaveGitHub9.3k ★
76.8
open
109helix-editor/helixGitHub45.9k ★
76.5
open
110qdrant/qdrantGitHub34.1k ★
76.5
open
111apache/kafkaGitHub33.6k ★
76.5
open
112apache/pulsarGitHub15.3k ★
76.5
open
113simstudioai/simGitHub29.5k ★
76.4
open
114cline/clineGitHub66.7k ★
76.0
open
115tldraw/tldrawGitHub49.9k ★
76.0
open
116electric-sql/electricGitHub10.3k ★
76.0
open
117pmndrs/zustandGitHub58.6k ★
75.9
open
118guzzle/guzzleGitHub23.5k ★
75.9
open
119yugabyte/yugabyte-dbGitHub10.5k ★
75.8
open
120ml-explore/mlxGitHub28.1k ★
75.7
open
121ReactiveX/RxJavaGitHub48.2k ★
75.6
open
122ocaml/duneGitHub1.9k ★
75.5
open
123plausible/analyticsGitHub28.7k ★
75.3
open
124TheOrcDev/8bitcn-uiGitHub2k ★
75.2
open
125huggingface/diffusersGitHub34.4k ★
75.1
open
126MaterializeInc/materializeGitHub6.4k ★
75.1
open
127minio/minioGitHub61.4k ★
75.0
open
128open-webui/open-webuiGitHub149.6k ★
74.6
open

Tracking 353 repos · last updated