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.

Claude CodeLoads CLAUDE.md at the start of every conversation per Anthropic's memory docs, so AGENTS.md / CLAUDE.md and a fast test loop carry the most weight.
Leaderboard — page 4 of 11 for Claude Code
RankRepoStarsScoreExternal link
97qdrant/qdrantGitHub33.5k ★
80.3
open
98yugabyte/yugabyte-dbGitHub10.4k ★
80.3
open
99cline/clineGitHub65k ★
80.1
open
100tldraw/tldrawGitHub49.2k ★
80.1
open
101prisma/prismaGitHub47.4k ★
80.1
open
102electric-sql/electricGitHub10.3k ★
80.1
open
103Textualize/textualGitHub36.7k ★
80.0
open
104huggingface/diffusersGitHub34.1k ★
80.0
open
105google-gemini/gemini-cliGitHub106.1k ★
79.6
open
106nushell/nushellGitHub40.1k ★
79.6
open
107MoonshotAI/kimi-codeGitHub4.8k ★
79.6
open
108simstudioai/simGitHub29.2k ★
79.3
open
109privy-io/go-sdkGitHub2 ★
79.3
open
110crewAIInc/crewAIGitHub56k ★
78.9
open
111apache/sparkGitHub43.7k ★
78.9
open
112ray-project/rayGitHub43.3k ★
78.9
open
113risingwavelabs/risingwaveGitHub9.2k ★
78.9
open
114vitest-dev/vitestGitHub16.9k ★
78.8
open
115open-webui/open-webuiGitHub146.5k ★
78.3
open
116helix-editor/helixGitHub45.6k ★
78.3
open
117modelcontextprotocol/serversGitHub88.8k ★
78.2
open
118vercel-labs/deepsecGitHub6.2k ★
78.2
open
119huggingface/transformersGitHub162.9k ★
78.0
open
120microsoft/TypeScriptGitHub109.9k ★
78.0
open
121pallets/flaskGitHub72k ★
78.0
open
122duckdb/duckdbGitHub39.7k ★
78.0
open
123nautechsystems/nautilus_traderGitHub24.9k ★
78.0
open
124pytest-dev/pytestGitHub14.4k ★
78.0
open
125plausible/analyticsGitHub28k ★
77.6
open
126scylladb/scylladbGitHub15.7k ★
77.6
open
127MaterializeInc/materializeGitHub6.3k ★
77.6
open
128pmndrs/zustandGitHub58.5k ★
76.8
open

Tracking 332 repos · last updated