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 5 of 6 for Gemini CLI
RankRepoStarsScoreExternal link
129expressjs/expressGitHub69k ★
50.2
open
130neovim/neovimGitHub99.2k ★
50.0
open
131apache/kafkaGitHub32.5k ★
48.9
open
132vapor/vaporGitHub26k ★
48.9
open
133langchain-ai/langchainGitHub135.3k ★
48.5
open
134redis/redisGitHub74.1k ★
47.7
open
135Significant-Gravitas/AutoGPTGitHub183.9k ★
47.5
open
136serde-rs/serdeGitHub10.6k ★
46.6
open
137h4ckf0r0day/obscuraGitHub7.6k ★
45.5
open
138flutter/aiGitHub256 ★
45.5
open
139symfony/aiGitHub1.1k ★
44.9
open
140firecrawl/firecrawlGitHub112.9k ★
44.7
open
141google-deepmind/mujocoGitHub13.3k ★
44.3
open
142laravel/aiGitHub853 ★
44.3
open
143flutter/samplesGitHub19.1k ★
44.1
open
144curl/curlGitHub41.7k ★
43.6
open
145elastic/elasticsearchGitHub76.6k ★
43.2
open
146ggml-org/whisper.cppGitHub49.1k ★
43.2
open
147karpathy/llm.cGitHub29.7k ★
43.2
open
148facebookresearch/faissGitHub39.9k ★
39.8
open
149karpathy/nanochatGitHub52.7k ★
38.6
open
150apple/swiftGitHub69.9k ★
37.5
open
151spring-projects/spring-frameworkGitHub59.9k ★
36.9
open
152google/guavaGitHub51.5k ★
36.9
open
153stripe/aiGitHub1.5k ★
36.7
open
154obsproject/obs-studioGitHub72k ★
36.4
open
155JetBrains/kotlinGitHub52.7k ★
35.9
open
156openai/openai-cookbookGitHub73.1k ★
35.8
open
157snakeyaml/snakeyamlBitbucket
34.1
open
158anthropics/claude-codeGitHub118.9k ★
31.7
open
159championswimmer/TwoFacGitHub114 ★
30.7
open
160farzaa/clickyGitHub5.1k ★
27.3
open

Tracking 163 repos · last updated