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QuantDinger vs ray

QuantDinger and ray share 14 technologies: Flask, confluent-kafka, Redis, Celery, Kafka, AIOHTTP, werkzeug, flask-cors, cryptography, pyjwt, pillow, xlrd, Gunicorn, and prometheus-client. Both are written in Python.

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What they share and what sets them apart

OpenByteInc

QuantDinger

The most complete open-source, self-hosted Agentic Trading OS—AI research, Python strategies, factor discovery, backtesting, optimization, paper/live multi-asset execution, risk controls, monitoring, MCP, and multi-tenant SaaS in one auditable stack.

Python13.7kRead on November 9, 2026, at commit 49d6b02What is QuantDinger built with?

Only in QuantDinger

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.

Python44.3kRead on November 13, 2026, at commit de4c576What is ray built with?

Only in ray

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
QuantDinger277,161 lines written547 code files
ray1,566,356 lines written2,810 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.
QuantDinger7.2% of its commits signed by AIWith Cursor, Codex, Claude Code, and GitHub Copilot
ray3.7% 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.
QuantDingerLast push November 8, 2026708 commits13,656 stars
rayLast push November 13, 202632,468 commits44,282 stars
TestsThe files that test the code, and the share of code files a test imports.
QuantDinger396 test files70.9% of its code files have a test that imports them
ray2,208 test files9.4% of its code files have a test that imports them

Frequently asked questions

Which is bigger, QuantDinger or ray?
ray, with 1,566,356 lines written; QuantDinger has 277,161.

The proof: ray-project/ray's code at commit de4c576

Which has more GitHub stars, QuantDinger or ray?
ray, with 44,282 stars; QuantDinger has 13,656.

The proof: ray-project/ray on GitHub

Which has more tests, QuantDinger or ray?
ray, with 2,208 test files; QuantDinger has 396.

The proof: ray-project/ray's code at commit de4c576

Which was updated more recently, QuantDinger or ray?
ray: its last push was on November 13, 2026, and QuantDinger's on November 8, 2026.

The proof: ray-project/ray's commits on GitHub

Which has more commits signed by AI, QuantDinger or ray?
QuantDinger: an AI signed 7.2% of its commits, with Cursor, Codex, Claude Code, and GitHub Copilot; in ray, 3.7%.

The proof: the commits each tool signed in OpenByteInc/QuantDinger

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