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.

PiMinimal terminal coding harness. Loads `AGENTS.md` (or `CLAUDE.md`) at startup — global, parent dirs, then cwd — per the Pi coding-agent README. Sandboxing is deferred to user-installed extensions.
Leaderboard — page 4 of 12 for Pi
RankRepoStarsScoreExternal link
97crewAIInc/crewAIGitHub58.1k ★
82.1
open
98apache/sparkGitHub44k ★
82.1
open
99ray-project/rayGitHub43.7k ★
82.1
open
100biomejs/biomeGitHub25.7k ★
82.1
open
101risingwavelabs/risingwaveGitHub9.3k ★
82.1
open
102scrapy/scrapyGitHub64.2k ★
82.0
open
103pydantic/pydanticGitHub28.7k ★
82.0
open
104BerriAI/litellmGitHub58.1k ★
81.7
open
105ml-explore/mlxGitHub28.3k ★
81.7
open
106guzzle/guzzleGitHub23.5k ★
81.7
open
107chroma-core/chromaGitHub29.2k ★
81.4
open
108colinhacks/zodGitHub43.8k ★
81.0
open
109cline/clineGitHub67.5k ★
80.8
open
110TanStack/queryGitHub50.3k ★
80.8
open
111tldraw/tldrawGitHub50.2k ★
80.8
open
112electric-sql/electricGitHub10.4k ★
80.8
open
113celery/celeryGitHub28.9k ★
80.7
open
114yugabyte/yugabyte-dbGitHub10.5k ★
80.7
open
115sst/opencodeGitHub204.7k ★
80.6
open
116mastodon/mastodonGitHub50.3k ★
80.3
open
117MaterializeInc/materializeGitHub6.4k ★
80.3
open
118pandas-dev/pandasGitHub49.6k ★
80.0
open
119Textualize/textualGitHub37.1k ★
79.9
open
120huggingface/diffusersGitHub34.5k ★
79.9
open
121simstudioai/simGitHub29.6k ★
79.6
open
122cloudflare/vinextGitHub8.8k ★
79.6
open
123inngest/inngestGitHub5.8k ★
79.6
open
124apache/kafkaGitHub33.7k ★
79.2
open
125apache/pulsarGitHub15.3k ★
79.2
open
126vitest-dev/vitestGitHub17.1k ★
79.0
open
127encode/starletteGitHub12.6k ★
78.9
open
128vercel-labs/deepsecGitHub7.9k ★
78.7
open

Tracking 371 repos · last updated