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.

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 11 of 12 for Gemini CLI
RankRepoStarsScoreExternal link
321jekyll/jekyllGitHub51.6k ★
47.6
open
322Significant-Gravitas/AutoGPTGitHub186.8k ★
47.5
open
323erlang/otpGitHub12.3k ★
46.8
open
324apple/swiftGitHub70.3k ★
46.6
open
325serde-rs/serdeGitHub10.8k ★
46.6
open
326sgl-project/sglangGitHub32.3k ★
46.5
open
327cloudflare/aiGitHub1.1k ★
46.0
open
328dotnet/mauiGitHub23.3k ★
45.5
open
329redis/redisGitHub76.1k ★
45.3
open
330firecrawl/firecrawlGitHub171.1k ★
44.7
open
331postgres/postgresGitHub21.9k ★
44.5
open
332getlago/lagoGitHub10.4k ★
43.4
open
333AvaloniaUI/AvaloniaGitHub31.4k ★
43.2
open
334symfony/symfonyGitHub31.1k ★
43.2
open
335ocaml/ocamlGitHub6.5k ★
42.5
open
336inkscape/inkscapeGitLab4k ★
42.5
open
337opencv/opencvGitHub90.6k ★
42.4
open
338laravel/laravelGitHub84.8k ★
41.5
open
339mattermost/mattermostGitHub38.9k ★
41.3
open
340karpathy/llm.cGitHub30.8k ★
40.8
open
341microsoft/semantic-kernelGitHub28.5k ★
40.6
open
342nim-lang/NimGitHub18.2k ★
39.2
open
343karpathy/nanochatGitHub57.4k ★
38.6
open
344ziglang/zigGitHub43.3k ★
37.2
open
345stripe/aiGitHub1.8k ★
36.7
open
346openai/openai-cookbookGitHub75.5k ★
35.8
open
347apache/cassandraGitHub10.1k ★
34.1
open
348anthropics/claude-codeGitHub142.6k ★
31.7
open
349golang/goGitHub136.2k ★
29.5
open
350farzaa/clickyGitHub7.4k ★
27.3
open
351microsoft/AIGitHub2.8k ★
23.3
open
352multicoreware/x265_gitBitbucket—
23.1
open

Tracking 353 repos · last updated