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 8 of 12 for Gemini CLI
RankRepoStarsScoreExternal link
225Anuken/MindustryGitHub28.9k ★
63.0
open
226prisma/prismaGitHub47.6k ★
62.7
open
227fastify/fastifyGitHub37.1k ★
62.7
open
228vercel/aiGitHub26.6k ★
62.7
open
229phoenixframework/phoenixGitHub23.1k ★
62.7
open
230go-chi/chiGitHub22.8k ★
62.7
open
231apache/beamGitHub8.7k ★
62.7
open
232kubernetes/kubernetesGitHub126.4k ★
62.4
open
233ggml-org/whisper.cppGitHub53.5k ★
62.4
open
234nikic/PHP-ParserGitHub17.5k ★
62.4
open
235ghostfolio/ghostfolioGitHub9.2k ★
62.4
open
236apache/icebergGitHub9.2k ★
62.4
open
237apache/pinotGitHub6.1k ★
62.4
open
238babashka/babashkaGitHub4.6k ★
62.4
open
239protocolbuffers/protobufGitHub72k ★
62.3
open
240fastlane/fastlaneGitHub42.1k ★
62.3
open
241questdb/questdbGitHub17.3k ★
62.3
open
242rails/railsGitHub58.8k ★
62.2
open
243bevyengine/bevyGitHub48.1k ★
61.9
open
244rust-lang/cargoGitHub15.5k ★
61.9
open
245filamentphp/filamentGitHub32k ★
61.6
open
246facebook/reactGitHub249.1k ★
61.5
open
247ClickHouse/ClickHouseGitHub49.7k ★
61.4
open
248Aider-AI/aiderGitHub48.8k ★
61.4
open
249quarkusio/quarkusGitHub15.9k ★
61.4
open
250haskell/cabalGitHub1.7k ★
61.2
open
251tailwindlabs/tailwindcssGitHub97.5k ★
60.8
open
252drizzle-team/drizzle-ormGitHub35.7k ★
60.8
open
253millionco/react-doctorGitHub14.7k ★
60.8
open
254git/gitGitHub63k ★
60.7
open
255coollabsio/coolifyGitHub61.5k ★
60.7
open
256debezium/debeziumGitHub13.1k ★
60.7
open

Tracking 371 repos · last updated