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.

Repo not on the board? Score any public GitHub repo live from its current commit.

Devin — Operates from a sandboxed Ubuntu VM and runs an 8-step machine setup (deps, secrets, language versions, lint/test commands) per Cognition's repo-setup docs. CI config files alone aren't what the docs ask for — a runnable dev environment is.
Leaderboard — page 3 of 12 for Devin
RankRepoStarsScoreExternal link
65vercel/turborepoGitHub31.1k ★
86.4
open
66gitlab-org/gitlabGitLab6.1k ★
86.4
open
67traefik/traefikGitHub64.8k ★
86.1
open
68block/gooseGitHub53.9k ★
86.1
open
69mastodon/mastodonGitHub50.3k ★
86.0
open
70payloadcms/payloadGitHub44.6k ★
86.0
open
71gradio-app/gradioGitHub43.5k ★
85.7
open
72mastra-ai/mastraGitHub27.7k ★
85.1
open
73google-gemini/gemini-cliGitHub106.8k ★
84.8
open
74moby/mobyGitHub72k ★
84.5
open
75meilisearch/meilisearchGitHub59.2k ★
84.5
open
76colinhacks/zodGitHub43.8k ★
84.5
open
77microsoft/presidioGitHub10.8k ★
84.5
open
78microsoft/playwrightGitHub95.7k ★
84.4
open
79All-Hands-AI/OpenHandsGitHub86.3k ★
84.4
open
80Textualize/textualGitHub37.1k ★
84.4
open
81neovim/neovimGitHub102.2k ★
84.2
open
82astral-sh/uvGitHub89.5k ★
84.2
open
83plausible/analyticsGitHub28.9k ★
84.2
open
84langflow-ai/langflowGitHub154.3k ★
83.8
open
85oxc-project/oxcGitHub22.6k ★
83.8
open
86sst/opencodeGitHub204.7k ★
83.4
open
87BerriAI/litellmGitHub58.1k ★
83.4
open
88sveltejs/kitGitHub20.8k ★
83.2
open
89pytest-dev/pytestGitHub14.5k ★
83.2
open
90Shopify/cliGitHub741 ★
83.2
open
91appwrite/appwriteGitHub57.3k ★
83.1
open
92directus/directusGitHub37.8k ★
83.1
open
93cloudflare/vinextGitHub8.8k ★
83.1
open
94inngest/inngestGitHub5.8k ★
83.1
open
95ollama/ollamaGitHub180.3k ★
83.0
open
96novuhq/novuGitHub39.8k ★
82.5
open

Tracking 371 repos · last updated