BettaFish vs insightface

BettaFish and insightface share 8 technologies: FastAPI, Plotly, matplotlib, opencv-python, torch, scikit-learn, pillow, and loguru. Both are written in Python.

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What they share and what sets them apart

666ghj

BettaFish

微舆:人人可用的多Agent舆情分析助手,打破信息茧房,还原舆情原貌,预测未来走向,辅助决策!从0实现,不依赖任何框架。

Python42.6kRead on November 6, 2026, at commit b67928fWhat is BettaFish built with?

Only in BettaFish

In common

deepinsight

insightface

State-of-the-art 2D and 3D Face Analysis Project

Python30.2kRead on November 7, 2026, at commit c6c3af7What is insightface built with?

Only in insightface

  • androidx.activity:activity
  • sphinx-rtd-theme
  • constraintlayout
  • androidx.appcompat:appcompat
  • Google
  • androidx.camera:camera-view
  • sklearn
  • scikit-image
  • torchvision
  • albumentations
  • recommonmark
  • sphinx-markdown-tables
  • androidx.exifinterface:exifinterface

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
BettaFish58,909 lines written157 code files
insightface289,843 lines written1,073 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.
BettaFish0.7% of its commits signed by AIWith Codex and Claude Code
insightface1.6% of its commits signed by AIWith Codex
ActivityFrom GitHub and its history, on the day SeeRepo read it.
BettaFishLast push October 16, 2026903 commits42,599 stars
insightfaceLast push October 19, 20262,157 commits30,164 stars
TestsThe files that test the code, and the share of code files a test imports.
BettaFish15 test files11.5% of its code files have a test that imports them
insightface197 test files15.1% of its code files have a test that imports them

Frequently asked questions

Which is bigger, BettaFish or insightface?
insightface, with 289,843 lines written; BettaFish has 58,909.

The proof: deepinsight/insightface's code at commit c6c3af7

Which has more GitHub stars, BettaFish or insightface?
BettaFish, with 42,599 stars; insightface has 30,164.

The proof: 666ghj/BettaFish on GitHub

Which has more tests, BettaFish or insightface?
insightface, with 197 test files; BettaFish has 15.

The proof: deepinsight/insightface's code at commit c6c3af7

Which was updated more recently, BettaFish or insightface?
insightface: its last push was on October 19, 2026, and BettaFish's on October 16, 2026.

The proof: deepinsight/insightface's commits on GitHub

Which has more commits signed by AI, BettaFish or insightface?
insightface: an AI signed 1.6% of its commits, with Codex; in BettaFish, 0.7%.

The proof: the commits each tool signed in deepinsight/insightface

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