Source: https://seerepo.com/compare/666ghj/BettaFish/vs/ATH-MaaS/Pixelle-Video
Markdown source: https://seerepo.com/compare/666ghj/BettaFish/vs/ATH-MaaS/Pixelle-Video.md
Description: BettaFish and Pixelle-Video share 8 technologies: OpenAI, FastAPI, uvicorn, Streamlit, beautifulsoup4, pillow, Pydantic, and loguru. Both are written in Python.

# BettaFish vs Pixelle-Video

BettaFish and Pixelle-Video share 8 technologies: OpenAI, FastAPI, uvicorn, Streamlit, beautifulsoup4, pillow, Pydantic, 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。
- [ATH-MaaS/Pixelle-Video](https://seerepo.com/r/ATH-MaaS/Pixelle-Video): 🚀 AI 全自动短视频引擎 | AI Fully Automated Short Video Engine

## What they share and what sets them apart

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

## Side by side

| | BettaFish | Pixelle-Video |
|---|---|---|
| Size | 58,909 lines written, 157 code files | 34,407 lines written, 148 code files |
| Who writes it | 0.7% of its commits signed by AI. With Codex and Claude Code | 0% of its commits signed by AI |
| Activity | Last push October 16, 2026, 903 commits, 42,599 stars | Last push June 14, 2026, 355 commits, 29,853 stars |
| Tests | 15 test files. 11.5% of its code files have a test that imports them | 0 test files |

- 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 Pixelle-Video?

BettaFish, with 58,909 lines written; Pixelle-Video has 34,407.

The proof: [666ghj/BettaFish's code at commit b67928f](https://github.com/666ghj/BettaFish/tree/b67928ff1ce515dd7672408221fb1e9500d0972d)

### Which has more GitHub stars, BettaFish or Pixelle-Video?

BettaFish, with 42,599 stars; Pixelle-Video has 29,853.

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

### Which has more tests, BettaFish or Pixelle-Video?

BettaFish, with 15 test files.

The proof: [666ghj/BettaFish's code at commit b67928f](https://github.com/666ghj/BettaFish/tree/b67928ff1ce515dd7672408221fb1e9500d0972d)

### Which was updated more recently, BettaFish or Pixelle-Video?

BettaFish: its last push was on October 16, 2026, and Pixelle-Video's on June 14, 2026.

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

### Which has more commits signed by AI, BettaFish or Pixelle-Video?

BettaFish: an AI signed 0.7% of its commits, with Codex and Claude Code.

## Sources

- 666ghj/BettaFish: Read on November 6, 2026, at commit b67928f (https://github.com/666ghj/BettaFish/tree/b67928ff1ce515dd7672408221fb1e9500d0972d)
- ATH-MaaS/Pixelle-Video: Read on November 8, 2026, at commit 848b054 (https://github.com/ATH-MaaS/Pixelle-Video/tree/848b054e4fae40dabc62ec58e960b573e83793ac)

## 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.