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 5 of 12 for Gemini CLI
RankRepoStarsScoreExternal link
129continuedev/continueGitHub35.8k ★
71.6
open
130python-poetry/poetryGitHub34.3k ★
71.6
open
131MaterializeInc/materializeGitHub6.4k ★
71.6
open
132ocaml/duneGitHub1.9k ★
71.6
open
133appwrite/appwriteGitHub57.3k ★
71.0
open
134jestjs/jestGitHub45.5k ★
71.0
open
135directus/directusGitHub37.8k ★
71.0
open
136PowerShell/PowerShellGitHub55.3k ★
70.9
open
137langflow-ai/langflowGitHub154.3k ★
70.8
open
138gin-gonic/ginGitHub89.2k ★
70.7
open
139run-llama/llama_indexGitHub52k ★
70.7
open
140spf13/cobraGitHub44.6k ★
70.7
open
141h4ckf0r0day/obscuraGitHub25.8k ★
70.7
open
142uber-go/zapGitHub24.6k ★
70.7
open
143privy-io/go-sdkGitHub4 ★
70.7
open
144sharkdp/fdGitHub44.3k ★
70.3
open
145trpc/trpcGitHub40.6k ★
70.3
open
146pandas-dev/pandasGitHub49.6k ★
70.2
open
147pola-rs/polarsGitHub39.7k ★
70.2
open
148MoonshotAI/kimi-codeGitHub7.3k ★
70.2
open
149modelcontextprotocol/serversGitHub90.1k ★
69.9
open
150solidjs/solidGitHub36k ★
69.9
open
151refinedev/refineGitHub35.6k ★
69.9
open
152honojs/honoGitHub32.1k ★
69.9
open
153preactjs/preactGitHub38.9k ★
69.5
open
154vercel/swrGitHub32.5k ★
69.5
open
155TheOrcDev/8bitcn-uiGitHub2k ★
69.5
open
156cline/clineGitHub67.5k ★
69.3
open
157tldraw/tldrawGitHub50.2k ★
69.3
open
158plausible/analyticsGitHub28.9k ★
69.3
open
159ml-explore/mlxGitHub28.3k ★
69.3
open
160guzzle/guzzleGitHub23.5k ★
69.3
open

Tracking 371 repos · last updated