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.

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 11 for Devin
RankRepoStarsScoreExternal link
65meilisearch/meilisearchGitHub58.7k ★
84.5
open
66colinhacks/zodGitHub43.3k ★
84.5
open
67microsoft/playwrightGitHub93.3k ★
84.4
open
68Textualize/textualGitHub36.7k ★
84.4
open
69qdrant/qdrantGitHub33.5k ★
84.2
open
70plausible/analyticsGitHub28k ★
84.2
open
71langflow-ai/langflowGitHub152.3k ★
83.8
open
72oxc-project/oxcGitHub22.1k ★
83.8
open
73sst/opencodeGitHub189.1k ★
83.4
open
74BerriAI/litellmGitHub54.5k ★
83.4
open
75sveltejs/kitGitHub20.7k ★
83.2
open
76pytest-dev/pytestGitHub14.4k ★
83.2
open
77Shopify/cliGitHub727 ★
83.2
open
78All-Hands-AI/OpenHandsGitHub81.9k ★
83.1
open
79appwrite/appwriteGitHub56.6k ★
83.1
open
80cloudflare/vinextGitHub8.5k ★
83.1
open
81inngest/inngestGitHub5.6k ★
83.1
open
82ollama/ollamaGitHub176.7k ★
83.0
open
83novuhq/novuGitHub39.4k ★
82.5
open
84zed-industries/zedGitHub87.4k ★
82.2
open
85chroma-core/chromaGitHub28.9k ★
82.2
open
86mui/material-uiGitHub98.6k ★
82.1
open
87nautechsystems/nautilus_traderGitHub24.9k ★
82.1
open
88caddyserver/caddyGitHub74.3k ★
81.9
open
89open-webui/open-webuiGitHub146.5k ★
81.8
open
90neovim/neovimGitHub101.3k ★
81.8
open
91pallets/flaskGitHub72k ★
81.8
open
92helix-editor/helixGitHub45.6k ★
81.8
open
93huggingface/datasetsGitHub21.8k ★
81.8
open
94statelyai/xstateGitHub29.9k ★
81.7
open
95apache/kafkaGitHub33.3k ★
81.6
open
96apache/pulsarGitHub15.3k ★
81.6
open

Tracking 332 repos · last updated