ray vs linkding

ray and linkding share 5 technologies: huey, bleach, markdown, beautifulsoup4, and supervisor. Both are written in Python.

Read it as markdown

What they share and what sets them apart

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 10, 2026, at commit c99c603What is ray built with?

Only in ray

In common

sissbruecker

linkding

Self-hosted bookmark manager that is designed be to be minimal, fast, and easy to set up using Docker.

Python11.4kRead on November 12, 2026, at commit 27b7303What is linkding built with?

Only in linkding

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
ray1,551,053 lines written2,797 code files
linkding40,994 lines written138 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.
ray3.7% of its commits signed by AIWith Claude Code, Gemini CLI, GitHub Copilot, Cursor, and Codex
linkding0.2% of its commits signed by AIWith Claude Code
ActivityFrom GitHub and its history, on the day SeeRepo read it.
rayLast push November 10, 202632,424 commits44,251 stars
linkdingLast push October 26, 2026915 commits11,416 stars
TestsThe files that test the code, and the share of code files a test imports.
ray2,192 test files9.5% of its code files have a test that imports them
linkding99 test files19.6% of its code files have a test that imports them

Frequently asked questions

Which is bigger, ray or linkding?
ray, with 1,551,053 lines written; linkding has 40,994.

The proof: ray-project/ray's code at commit c99c603

Which has more GitHub stars, ray or linkding?
ray, with 44,251 stars; linkding has 11,416.

The proof: ray-project/ray on GitHub

Which has more tests, ray or linkding?
ray, with 2,192 test files; linkding has 99.

The proof: ray-project/ray's code at commit c99c603

Which was updated more recently, ray or linkding?
ray: its last push was on November 10, 2026, and linkding's on October 26, 2026.

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

Which has more commits signed by AI, ray or linkding?
ray: an AI signed 3.7% of its commits, with Claude Code, Gemini CLI, GitHub Copilot, Cursor, and Codex; in linkding, 0.2%.

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

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