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py12306 vs ray

py12306 and ray share 10 technologies: Flask, Redis, werkzeug, soupsieve, itsdangerous, pyjwt, beautifulsoup4, jinja2, lxml, and markupsafe. Both are written in Python.

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What they share and what sets them apart

pjialin

py12306

🚂 12306 购票助手，支持集群，多账号，多任务购票以及 Web 页面管理

Python15kRead on November 8, 2026, at commit 52ccae8What is py12306 built with?

Only in py12306

  • flask-jwt-extended
  • bs4
  • pypng
  • requests-html

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

Only in ray

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
py123065,106 lines written43 code files
ray1,551,053 lines written2,797 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.
py123060% of its commits signed by AI
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.
py12306Last push October 1, 2026187 commits14,970 stars
rayLast push November 10, 202632,424 commits44,251 stars
TestsThe files that test the code, and the share of code files a test imports.
py123060 test files
ray2,192 test files9.5% of its code files have a test that imports them

Frequently asked questions

Which is bigger, py12306 or ray?
ray, with 1,551,053 lines written; py12306 has 5,106.

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

Which has more GitHub stars, py12306 or ray?
ray, with 44,251 stars; py12306 has 14,970.

The proof: ray-project/ray on GitHub

Which has more tests, py12306 or ray?
ray, with 2,192 test files.

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

Which was updated more recently, py12306 or ray?
ray: its last push was on November 10, 2026, and py12306's on October 1, 2026.

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

Which has more commits signed by AI, py12306 or ray?
ray: an AI signed 3.7% 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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