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
Claude CodeLoads CLAUDE.md at the start of every conversation per Anthropic's memory docs, so AGENTS.md / CLAUDE.md and a fast test loop carry the most weight.
Leaderboard — page 1 of 8 for Claude Code
RankRepoStarsScoreExternal link
1gitlab-org/cliGitLab1k ★
98.0
open
2ggml-org/llama.cppGitHub115.1k ★
96.7
open
3surrealdb/surrealdbGitHub32.3k ★
96.7
open
4axios/axiosGitHubBadge109.1k ★
96.4
open
5wormhole-foundation/wormhole-connectGitHub114 ★
95.3
open
6hsnice16/agent-friendly-codeGitHubBadge1 ★
95.3
open
7excalidraw/excalidrawGitHub124.8k ★
94.7
open
8apache/supersetGitHub73.2k ★
94.7
open
9scikit-learn/scikit-learnGitHub66.3k ★
94.7
open
10streamlit/streamlitGitHub44.9k ★
94.7
open
11pingcap/tidbGitHub40.1k ★
94.7
open
12sqlfluff/sqlfluffGitHub9.7k ★
94.7
open
13cli/cliGitHub44.7k ★
93.4
open
14discourse/discourseGitHub47.2k ★
91.2
open
15getsentry/sentryGitHub44.1k ★
91.2
open
16grafana/grafanaGitHub74.3k ★
90.8
open
17astral-sh/ruffGitHub47.9k ★
90.8
open
18apache/airflowGitHub45.7k ★
90.8
open
19nrwl/nxGitHub28.8k ★
90.8
open
20wagtail/wagtailGitHub20.3k ★
90.8
open
21strapi/strapiGitHub72.3k ★
90.0
open
22earendil-works/piGitHub60.5k ★
90.0
open
23denoland/denoGitHub107k ★
89.5
open
24oven-sh/bunGitHub92.9k ★
89.5
open
25prometheus/prometheusGitHub64.3k ★
89.5
open
26ghostty-org/ghosttyGitHub56.1k ★
89.5
open
27forem/foremGitHub22.7k ★
89.5
open
28google/osv-scannerGitHub10.5k ★
89.5
open
29gitlab-org/gitlab-runnerGitLab2.6k ★
89.2
open
30chakra-ui/chakra-uiGitHub40.4k ★
88.0
open
31gradio-app/gradioGitHub42.8k ★
87.9
open
32traefik/traefikGitHub63.6k ★
87.5
open

Tracking 250 repos · last updated