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
Gemini CLIReads hierarchical `GEMINI.md` (global → workspace → component-level) at every prompt per Gemini CLI's docs. The long-context advantage favors repos that split context per directory rather than docs-heavy in general.
Leaderboard — page 3 of 6 for Gemini CLI
RankRepoStarsScoreExternal link
65pandas-dev/pandasGitHub48.6k ★
70.2
open
66pola-rs/polarsGitHub38.3k ★
70.2
open
67fastapi/fastapiGitHub97.7k ★
69.9
open
68huggingface/transformersGitHub160.1k ★
69.3
open
69hiyouga/LlamaFactoryGitHub70.7k ★
69.3
open
70sharkdp/batGitHub58.6k ★
69.2
open
71vuejs/coreGitHub53.6k ★
68.8
open
72hashicorp/vaultGitHub35.5k ★
68.5
open
73prettier/prettierGitHub51.8k ★
68.4
open
74simstudioai/simGitHub27.9k ★
68.4
open
75godotengine/godotGitHub110.1k ★
68.2
open
76krakenfx/kraken-cliGitHub563 ★
68.2
open
77vitest-dev/vitestGitHub16.4k ★
67.8
open
78etcd-io/etcdGitHub51.7k ★
67.0
open
79TanStack/queryGitHub49.3k ★
67.0
open
80microsoft/TypeScriptGitHub108.7k ★
66.9
open
81supermemoryai/supermemoryGitHub22.3k ★
66.5
open
82Uniswap/interfaceGitHub5.5k ★
66.5
open
83explosion/spaCyGitHub33.5k ★
66.3
open
84tauri-apps/tauriGitHub106k ★
66.1
open
85microsoft/vscodeGitHub184.4k ★
65.3
open
86chenglou/pretextGitHub45.6k ★
65.3
open
87rust-lang/rustlingsGitHub62.6k ★
65.1
open
88DefiLlama/defillama-appGitHub290 ★
65.0
open
89unclecode/crawl4aiGitHub64.7k ★
64.8
open
90helix-editor/helixGitHub44.2k ★
64.8
open
91pytest-dev/pytestGitHub13.8k ★
64.0
open
92shadcn-ui/uiGitHub113.2k ★
63.9
open
93microsoft/presidioGitHub7.9k ★
63.9
open
94junegunn/fzfGitHub79.9k ★
63.6
open
95BurntSushi/ripgrepGitHub63.1k ★
63.6
open
96nocodb/nocodbGitHub62.9k ★
63.6
open

Tracking 163 repos · last updated