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vectorbt vs semantica

vectorbt and semantica share 5 technologies: ipywidgets, Plotly, matplotlib, scikit-learn, and nbformat. Both are written in Python.

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What they share and what sets them apart

polakowo

vectorbt

The research engine that gives you an unfair advantage. Run thousands of trading ideas before others finish one.

Python9.8kRead on November 14, 2026, at commit 9ac1b69What is vectorbt built with?

Only in vectorbt

In common

semantica-agi

semantica

Graph-Native Infrastructure for Context and Accountable AI Systems

Python14.5kRead on November 9, 2026, at commit 39cf721What is semantica built with?

Only in semantica

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
vectorbt123,649 lines written104 code files
semantica467,678 lines written536 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.
vectorbt0.4% of its commits signed by AIWith Cursor and Claude Code
semantica10.1% of its commits signed by AIWith Claude Code, GitHub Copilot, Codex, and Cursor
ActivityFrom GitHub and its history, on the day SeeRepo read it.
vectorbtLast push November 11, 20261,069 commits9,843 stars
semanticaLast push November 8, 20262,499 commits14,477 stars
TestsThe files that test the code, and the share of code files a test imports.
vectorbt17 test files
semantica556 test files72.6% of its code files have a test that imports them

Frequently asked questions

Which is bigger, vectorbt or semantica?
semantica, with 467,678 lines written; vectorbt has 123,649.

The proof: semantica-agi/semantica's code at commit 39cf721

Which has more GitHub stars, vectorbt or semantica?
semantica, with 14,477 stars; vectorbt has 9,843.

The proof: semantica-agi/semantica on GitHub

Which has more tests, vectorbt or semantica?
semantica, with 556 test files; vectorbt has 17.

The proof: semantica-agi/semantica's code at commit 39cf721

Which was updated more recently, vectorbt or semantica?
vectorbt: its last push was on November 11, 2026, and semantica's on November 8, 2026.

The proof: polakowo/vectorbt's commits on GitHub

Which has more commits signed by AI, vectorbt or semantica?
semantica: an AI signed 10.1% of its commits, with Claude Code, GitHub Copilot, Codex, and Cursor; in vectorbt, 0.4%.

The proof: the commits each tool signed in semantica-agi/semantica

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