Source: https://seerepo.com/compare/666ghj/BettaFish/vs/deepinsight/insightface
Markdown source: https://seerepo.com/compare/666ghj/BettaFish/vs/deepinsight/insightface.md
Description: BettaFish and insightface share 8 technologies: FastAPI, Plotly, matplotlib, opencv-python, torch, scikit-learn, pillow, and loguru. Both are written in Python.

# 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.

- [666ghj/BettaFish](https://seerepo.com/r/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。
- [deepinsight/insightface](https://seerepo.com/r/deepinsight/insightface): State-of-the-art 2D and 3D Face Analysis Project

## What they share and what sets them apart

- In common: FastAPI, Plotly, matplotlib, opencv-python, torch, scikit-learn, pillow, loguru
- Only in BettaFish: Django, Flask, aiomysql, aiosqlite, asyncmy, asyncpg, motor, psycopg, MySQL, Postgres, Redis, SQLite, MongoDB, pymysql, OpenAI, AIOHTTP, uvicorn, Streamlit, SQLAlchemy, cryptography, accelerate, bitsandbytes, safetensors, tavily-python, transformers, peft, datasets, sentence-transformers, xgboost, beautifulsoup4, lxml, parsel, wordcloud, Pydantic
- 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

| | BettaFish | insightface |
|---|---|---|
| Size | 58,909 lines written, 157 code files | 289,843 lines written, 1,073 code files |
| Who writes it | 0.7% of its commits signed by AI. With Codex and Claude Code | 1.6% of its commits signed by AI. With Codex |
| Activity | Last push October 16, 2026, 903 commits, 42,599 stars | Last push October 19, 2026, 2,157 commits, 30,164 stars |
| Tests | 15 test files. 11.5% of its code files have a test that imports them | 197 test files. 15.1% of its code files have a test that imports them |

- Size: Lines written by people and agents, without generated ones; code files, without tests.
- Who writes it: A commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
- Activity: From GitHub and its history, on the day SeeRepo read it.
- Tests: The files that test the code, and the share of code files a test imports.

## 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](https://github.com/deepinsight/insightface/tree/c6c3af7bd2d0a0bf4b78c78437357f3521aa5d52)

### Which has more GitHub stars, BettaFish or insightface?

BettaFish, with 42,599 stars; insightface has 30,164.

The proof: [666ghj/BettaFish on GitHub](https://github.com/666ghj/BettaFish)

### Which has more tests, BettaFish or insightface?

insightface, with 197 test files; BettaFish has 15.

The proof: [deepinsight/insightface's code at commit c6c3af7](https://github.com/deepinsight/insightface/tree/c6c3af7bd2d0a0bf4b78c78437357f3521aa5d52)

### 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](https://github.com/deepinsight/insightface/commits)

### 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](https://seerepo.com/r/deepinsight/insightface/ai)

## Sources

- 666ghj/BettaFish: Read on November 6, 2026, at commit b67928f (https://github.com/666ghj/BettaFish/tree/b67928ff1ce515dd7672408221fb1e9500d0972d)
- deepinsight/insightface: Read on November 7, 2026, at commit c6c3af7 (https://github.com/deepinsight/insightface/tree/c6c3af7bd2d0a0bf4b78c78437357f3521aa5d52)

## What is your repo built with?

Any public repo, with no account: https://seerepo.com/r/owner/repo/built, with the owner and name it has on GitHub.