Vibe-Trading vs py12306

Vibe-Trading and py12306 share 7 technologies: soupsieve, pyjwt, beautifulsoup4, bs4, lxml, markupsafe, and jinja2. Both are written in Python.

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What they share and what sets them apart

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
Vibe-Trading602,935 lines written1,351 code files
py123065,106 lines written43 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.
Vibe-Trading5.9% of its commits signed by AIWith Claude Code, Codex, GitHub Copilot, and Cursor
py123060% of its commits signed by AI
ActivityFrom GitHub and its history, on the day SeeRepo read it.
Vibe-TradingLast push November 6, 20262,644 commits37,785 stars
py12306Last push October 1, 2026187 commits14,970 stars
TestsThe files that test the code, and the share of code files a test imports.
Vibe-Trading1,166 test files50.4% of its code files have a test that imports them
py123060 test files

Frequently asked questions

Which is bigger, Vibe-Trading or py12306?
Vibe-Trading, with 602,935 lines written; py12306 has 5,106.

The proof: HKUDS/Vibe-Trading's code at commit b62c878

Which has more GitHub stars, Vibe-Trading or py12306?
Vibe-Trading, with 37,785 stars; py12306 has 14,970.

The proof: HKUDS/Vibe-Trading on GitHub

Which has more tests, Vibe-Trading or py12306?
Vibe-Trading, with 1,166 test files.

The proof: HKUDS/Vibe-Trading's code at commit b62c878

Which was updated more recently, Vibe-Trading or py12306?
Vibe-Trading: its last push was on November 6, 2026, and py12306's on October 1, 2026.

The proof: HKUDS/Vibe-Trading's commits on GitHub

Which has more commits signed by AI, Vibe-Trading or py12306?
Vibe-Trading: an AI signed 5.9% of its commits, with Claude Code, Codex, GitHub Copilot, and Cursor.

The proof: the commits each tool signed in HKUDS/Vibe-Trading

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