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aws-cli vs ray

aws-cli and ray share 14 technologies: anyio, alabaster, Rich, prompt-toolkit, cryptography, imagesize, jinja2, markdown-it-py, markupsafe, mdurl, ruamel-yaml, docutils, jsonschema, and psutil. Both are written in Python.

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What they share and what sets them apart

aws

aws-cli

Universal Command Line Interface for Amazon Web Services

Python17.3kRead on November 7, 2026, at commit 816033fWhat is aws-cli built with?

Only in aws-cli

  • ruamel-yaml-clib
  • execnet

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.
aws-cli353,503 lines written469 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.
aws-cli0% 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.
aws-cliLast push November 6, 202612,451 commits17,345 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.
aws-cli805 test files68.9% 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, aws-cli or ray?
ray, with 1,531,664 lines written; aws-cli has 353,503.

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

Which has more GitHub stars, aws-cli or ray?
ray, with 44,213 stars; aws-cli has 17,345.

The proof: ray-project/ray on GitHub

Which has more tests, aws-cli or ray?
ray, with 2,168 test files; aws-cli has 805.

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

Which was updated more recently, aws-cli or ray?
Both got their last push on November 6, 2026.

The proof: aws/aws-cli's commits on GitHub

Which has more commits signed by AI, aws-cli 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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