Source: https://seerepo.com/compare/666ghj/BettaFish/vs/marceloprates/prettymaps
Markdown source: https://seerepo.com/compare/666ghj/BettaFish/vs/marceloprates/prettymaps.md
Description: BettaFish and prettymaps share 3 technologies: Streamlit, matplotlib, and scikit-learn. Both are written in Python.

# BettaFish vs prettymaps

BettaFish and prettymaps share 3 technologies: Streamlit, matplotlib, and scikit-learn. 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。
- [marceloprates/prettymaps](https://seerepo.com/r/marceloprates/prettymaps): Draw pretty maps from OpenStreetMap data! Built with osmnx +matplotlib + shapely

## What they share and what sets them apart

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

## Side by side

| | BettaFish | prettymaps |
|---|---|---|
| Size | 58,909 lines written, 157 code files | 3,477 lines written, 7 code files |
| Who writes it | 0.7% of its commits signed by AI. With Codex and Claude Code | 0.4% of its commits signed by AI. With Claude Code |
| Activity | Last push October 16, 2026, 903 commits, 42,599 stars | Last push July 30, 2026, 234 commits, 14,331 stars |
| Tests | 15 test files. 11.5% of its code files have a test that imports them | 3 test files. 42.9% 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 prettymaps?

BettaFish, with 58,909 lines written; prettymaps has 3,477.

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

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

BettaFish, with 42,599 stars; prettymaps has 14,331.

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

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

BettaFish, with 15 test files; prettymaps has 3.

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

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

BettaFish: its last push was on October 16, 2026, and prettymaps's on July 30, 2026.

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

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

BettaFish: an AI signed 0.7% of its commits, with Codex and Claude Code; in prettymaps, 0.4%.

## Sources

- 666ghj/BettaFish: Read on November 6, 2026, at commit b67928f (https://github.com/666ghj/BettaFish/tree/b67928ff1ce515dd7672408221fb1e9500d0972d)
- marceloprates/prettymaps: Read on November 9, 2026, at commit 02f8587 (https://github.com/marceloprates/prettymaps/tree/02f85870ced807b7d24ce1764764ff877f9edffd)

## 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.