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.

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 6 of 12 for Gemini CLI
RankRepoStarsScoreExternal link
161electric-sql/electricGitHub10.4k ★
69.3
open
162sharkdp/batGitHub60.4k ★
69.2
open
163nlohmann/jsonGitHub50.6k ★
69.2
open
164SigNoz/signozGitHub32k ★
69.2
open
165vuejs/coreGitHub54.3k ★
68.8
open
166huggingface/diffusersGitHub34.5k ★
68.6
open
167hashicorp/vaultGitHub36.2k ★
68.5
open
168prettier/prettierGitHub52.2k ★
68.4
open
169chenglou/pretextGitHub50.2k ★
68.4
open
170simstudioai/simGitHub29.6k ★
68.4
open
171immerjs/immerGitHub29k ★
68.4
open
172rust-lang/rustGitHub117.5k ★
68.2
open
173godotengine/godotGitHub116.7k ★
68.2
open
174BurntSushi/ripgrepGitHub68k ★
68.2
open
175vapor/vaporGitHub26.2k ★
68.2
open
176nats-io/nats-serverGitHub20.7k ★
68.2
open
177encode/httpxGitHub15.5k ★
68.2
open
178encode/uvicornGitHub10.9k ★
68.2
open
179apple/swift-argument-parserGitHub3.8k ★
68.2
open
180huggingface/datasetsGitHub21.9k ★
68.1
open
181gohugoio/hugoGitHub89.7k ★
67.8
open
182vitest-dev/vitestGitHub17.1k ★
67.8
open
183JetBrains/kotlinGitHub53.4k ★
67.6
open
184vercel-labs/deepsecGitHub7.9k ★
67.6
open
18511ty/eleventyGitHub19.9k ★
67.3
open
186statelyai/xstateGitHub30.1k ★
67.2
open
187starship/starshipGitHub59.8k ★
67.0
open
188etcd-io/etcdGitHub52.2k ★
67.0
open
189Alamofire/AlamofireGitHub42.4k ★
67.0
open
190apple/swift-nioGitHub8.5k ★
67.0
open
191TanStack/aiGitHub3.1k ★
67.0
open
192huggingface/transformersGitHub164.9k ★
66.9
open

Tracking 371 repos · last updated