Agent Friendly Code

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 CLI — Reads 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 9 for Gemini CLI
RankRepoStarsScoreExternal link
161shadcn-ui/uiGitHub117.3k ★
63.9
open
162explosion/spaCyGitHub33.7k ★
63.9
open
163lit/litGitHub21.7k ★
63.9
open
164nocodb/nocodbGitHub63.6k ★
63.6
open
165go-gorm/gormGitHub39.8k ★
63.6
open
166vapor/vaporGitHub26.1k ★
63.6
open
167encode/starletteGitHub12.4k ★
63.6
open
168encode/uvicornGitHub10.8k ★
63.6
open
169vercel/next.jsGitHub140.2k ★
63.5
open
170github/spec-kitGitHub115k ★
63.5
open
171django/djangoGitHub88k ★
63.5
open
172DefiLlama/defillama-appGitHub292 ★
63.3
open
173medusajs/medusaGitHub34.6k ★
63.1
open
174Anuken/MindustryGitHub28k ★
63.0
open
175fastify/fastifyGitHub36.6k ★
62.7
open
176phoenixframework/phoenixGitHub23k ★
62.7
open
177apache/beamGitHub8.6k ★
62.7
open
178millionco/react-doctorGitHub13.1k ★
62.5
open
179kubernetes/kubernetesGitHub123.3k ★
62.4
open
180ggml-org/whisper.cppGitHub51k ★
62.4
open
181apache/icebergGitHub9k ★
62.4
open
182ghostfolio/ghostfolioGitHub8.8k ★
62.4
open
183apache/pinotGitHub6.1k ★
62.4
open
184questdb/questdbGitHub17.1k ★
62.3
open
185rails/railsGitHub58.7k ★
62.2
open
186bevyengine/bevyGitHub46.8k ★
61.9
open
187filamentphp/filamentGitHub31.2k ★
61.6
open
188facebook/reactGitHub246.1k ★
61.5
open
189nestjs/nestGitHub75.9k ★
61.4
open
190ClickHouse/ClickHouseGitHub48.2k ★
61.4
open
191ml-explore/mlxGitHub27.2k ★
61.4
open
192tailwindlabs/tailwindcssGitHub95.7k ★
60.8
open

Tracking 284 repos · last updated