Source: https://seerepo.com/compare/666ghj/BettaFish/vs/yutiansut/QUANTAXIS
Markdown source: https://seerepo.com/compare/666ghj/BettaFish/vs/yutiansut/QUANTAXIS.md
Description: BettaFish and QUANTAXIS share 6 technologies: Flask, motor, Redis, MongoDB, matplotlib, and lxml. Both are written in Python.

# BettaFish vs QUANTAXIS

BettaFish and QUANTAXIS share 6 technologies: Flask, motor, Redis, MongoDB, matplotlib, and lxml. 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。
- [yutiansut/QUANTAXIS](https://seerepo.com/r/yutiansut/QUANTAXIS): QUANTAXIS 支持任务调度 分布式部署的 股票/期货/期权  数据/回测/模拟/交易/可视化/多账户 纯本地量化解决方案

## What they share and what sets them apart

- In common: Flask, motor, Redis, MongoDB, matplotlib, lxml
- Only in BettaFish: Django, aiomysql, aiosqlite, asyncmy, asyncpg, psycopg, MySQL, Postgres, SQLite, pymysql, OpenAI, AIOHTTP, FastAPI, uvicorn, Streamlit, Plotly, SQLAlchemy, cryptography, accelerate, bitsandbytes, opencv-python, safetensors, tavily-python, torch, transformers, scikit-learn, peft, datasets, gensim, sentence-transformers, xgboost, beautifulsoup4, parsel, pillow, weasyprint, wordcloud, Pydantic, loguru
- Only in QUANTAXIS: Actix Web, pymongo, clickhouse-driver, pika, pyarrow, jupyter-core, tornado, actix-rt, seaborn, pyecharts, bs4, csv, quick-xml, log, log4rs

## Side by side

| | BettaFish | QUANTAXIS |
|---|---|---|
| Size | 58,909 lines written, 157 code files | 83,413 lines written, 284 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, 42,626 stars | Last push September 18, 2026, 5,620 commits, 11,364 stars |
| Tests | 15 test files. 11.5% of its code files have a test that imports them | 4 test files. 3.5% 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 QUANTAXIS?

QUANTAXIS, with 83,413 lines written; BettaFish has 58,909.

The proof: [yutiansut/QUANTAXIS's code at commit 232aa7a](https://github.com/yutiansut/QUANTAXIS/tree/232aa7ac9869966108f02a8fff85f1f7b09a9ce2)

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

BettaFish, with 42,626 stars; QUANTAXIS has 11,364.

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

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

BettaFish, with 15 test files; QUANTAXIS has 4.

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

### Which was updated more recently, BettaFish or QUANTAXIS?

BettaFish: its last push was on October 16, 2026, and QUANTAXIS's on September 18, 2026.

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

### Which has more commits signed by AI, BettaFish or QUANTAXIS?

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

## Sources

- 666ghj/BettaFish: Read on November 10, 2026, at commit b67928f (https://github.com/666ghj/BettaFish/tree/b67928ff1ce515dd7672408221fb1e9500d0972d)
- yutiansut/QUANTAXIS: Read on November 12, 2026, at commit 232aa7a (https://github.com/yutiansut/QUANTAXIS/tree/232aa7ac9869966108f02a8fff85f1f7b09a9ce2)

## 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.