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llmware vs ray

llmware and ray share 9 technologies: pymongo, MongoDB, Hugging Face, einops, datasets, torch, transformers, tokenizers, and boto3. Both are written in Python.

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What they share and what sets them apart

llmware-ai

llmware

Unified framework for building enterprise RAG pipelines with small, specialized models

Python14.8kRead on November 8, 2026, at commit 33b611aWhat is llmware built with?

Only in llmware

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.
llmware71,264 lines written207 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.
llmware0% 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.
llmwareLast push October 1, 20261,352 commits14,822 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.
llmware18 test files
ray2,168 test files9.7% of its code files have a test that imports them

Frequently asked questions

Which is bigger, llmware or ray?
ray, with 1,531,664 lines written; llmware has 71,264.

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

Which has more GitHub stars, llmware or ray?
ray, with 44,213 stars; llmware has 14,822.

The proof: ray-project/ray on GitHub

Which has more tests, llmware or ray?
ray, with 2,168 test files; llmware has 18.

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

Which was updated more recently, llmware or ray?
ray: its last push was on November 6, 2026, and llmware's on October 1, 2026.

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

Which has more commits signed by AI, llmware 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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