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.

Live on Peerlist Launchpad
DevinOperates 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 1 of 8 for Devin
RankRepoStarsScoreExternal link
1gitlab-org/cliGitLab1k ★
97.5
open
2ggml-org/llama.cppGitHub115.1k ★
96.1
open
3axios/axiosGitHubBadge109.1k ★
96.1
open
4surrealdb/surrealdbGitHub32.3k ★
96.1
open
5excalidraw/excalidrawGitHub124.8k ★
94.9
open
6scikit-learn/scikit-learnGitHub66.3k ★
94.9
open
7wormhole-foundation/wormhole-connectGitHub114 ★
94.8
open
8hsnice16/agent-friendly-codeGitHubBadge1 ★
94.8
open
9apache/supersetGitHub73.2k ★
93.8
open
10streamlit/streamlitGitHub44.9k ★
93.8
open
11pingcap/tidbGitHub40.1k ★
93.8
open
12sqlfluff/sqlfluffGitHub9.7k ★
93.8
open
13psf/requestsGitHub54k ★
92.2
open
14cli/cliGitHub44.7k ★
91.9
open
15grafana/grafanaGitHub74.3k ★
90.3
open
16astral-sh/ruffGitHub47.9k ★
90.3
open
17apache/airflowGitHub45.7k ★
90.3
open
18nrwl/nxGitHub28.8k ★
90.3
open
19wagtail/wagtailGitHub20.3k ★
90.3
open
20discourse/discourseGitHub47.2k ★
89.9
open
21getsentry/sentryGitHub44.1k ★
89.9
open
22earendil-works/piGitHub60.5k ★
89.7
open
23strapi/strapiGitHub72.3k ★
88.6
open
24prometheus/prometheusGitHub64.3k ★
88.4
open
25google/osv-scannerGitHub10.5k ★
88.4
open
26hiyouga/LlamaFactoryGitHub72k ★
88.1
open
27chakra-ui/chakra-uiGitHub40.4k ★
87.4
open
28openclaw/openclawGitHub377.4k ★
87.3
open
29denoland/denoGitHub107k ★
87.3
open
30oven-sh/bunGitHub92.9k ★
87.3
open
31ghostty-org/ghosttyGitHub56.1k ★
87.3
open
32calcom/cal.diyGitHub45.2k ★
87.3
open

Tracking 250 repos · last updated