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FreeToken vs ray

FreeToken and ray share 10 technologies: FastAPI, pyzmq, Hugging Face, uvicorn, prompt-toolkit, triton, safetensors, einops, pillow, and Pydantic. Both are written in Python.

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What they share and what sets them apart

FlashML-org

FreeToken

FreeToken brings datacenter-scale model serving to your desktop. Run massive models locally, fast and efficiently.

Python16.8kRead on November 7, 2026, at commit 14119b8What is FreeToken built with?

Only in FreeToken

In common

ray-project

ray

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Python44.2kRead on November 6, 2026, at commit 77567c5What is ray built with?

Only in ray

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
FreeToken159,806 lines written495 code files
ray1,531,664 lines written2,777 code files
Who writes itA commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
FreeToken0% of its commits signed by AI
ray3.6% of its commits signed by AIWith Claude Code, Gemini CLI, GitHub Copilot, Cursor, and Codex
ActivityFrom GitHub and its history, on the day SeeRepo read it.
FreeTokenLast push November 7, 2026211 commits16,785 stars
rayLast push November 6, 202632,373 commits44,213 stars
TestsThe files that test the code, and the share of code files a test imports.
FreeToken185 test files52.3% of its code files have a test that imports them
ray2,168 test files9.7% of its code files have a test that imports them

Frequently asked questions

Which is bigger, FreeToken or ray?
ray, with 1,531,664 lines written; FreeToken has 159,806.

The proof: ray-project/ray's code at commit 77567c5

Which has more GitHub stars, FreeToken or ray?
ray, with 44,213 stars; FreeToken has 16,785.

The proof: ray-project/ray on GitHub

Which has more tests, FreeToken or ray?
ray, with 2,168 test files; FreeToken has 185.

The proof: ray-project/ray's code at commit 77567c5

Which was updated more recently, FreeToken or ray?
FreeToken: its last push was on November 7, 2026, and ray's on November 6, 2026.

The proof: FlashML-org/FreeToken's commits on GitHub

Which has more commits signed by AI, FreeToken or ray?
ray: an AI signed 3.6% of its commits, with Claude Code, Gemini CLI, GitHub Copilot, Cursor, and Codex.

The proof: the commits each tool signed in ray-project/ray

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