Is BettaFish or firecrawl better?

Neither is universally better. BettaFish is the stronger fit for teams working primarily in Python; firecrawl for Feeding agents clean web data: crawl, scrape, and convert to markdown via API. Use the side-by-side specs to decide by your own constraints.

Is BettaFish or firecrawl free?

BettaFish is free to run and self-host; firecrawl is free to run and self-host. Both are free to self-host — you only pay for the infrastructure and any model or API usage.

Which is more popular, BettaFish or firecrawl?

By GitHub stars — a proxy for open-source adoption — firecrawl is ahead (148k vs 42k). Stars measure attention, not necessarily the better fit for you.

Research & Data Agents · Head-to-head

BettaFish vs firecrawl

BettaFish and firecrawl are both research & data agents. BettaFish is 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。, while firecrawl is the API to search, scrape, and interact with the web at scale. Here's an independent, side-by-side look at how they compare — and which fits.

BettaFish

Agent· Open source

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。

Visit BettaFish →

firecrawl

Infrastructure· Open source

The API to search, scrape, and interact with the web at scale.

Visit firecrawl →

Bottom line

BettaFish and firecrawl are both open-source research & data agents you can self-host for free. firecrawl has wider GitHub adoption — 148k stars vs 42k. Neither is universally better — pick by fit.

Side by side

Spec	BettaFish	firecrawl
Type	Agent	Infrastructure
Model	Open source	Open source
Pricing	Open source	Open source
GitHub stars	41,687	148,453
Language	Python	TypeScript
License	GPL-2.0	AGPL-3.0
Last activity	May 2026	Jul 2026

Key differences

firecrawl has wider GitHub adoption — 148k stars vs 42k.
BettaFish is written primarily in Python; firecrawl in TypeScript.
Licensing differs: BettaFish is GPL-2.0, firecrawl is AGPL-3.0.

Choose BettaFish if

your team works primarily in Python.

Choose firecrawl if

Feeding agents clean web data: crawl, scrape, and convert to markdown via API..

About 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。

Full BettaFish profile →

About firecrawl

The API to search, scrape, and interact with the web at scale.

Full firecrawl profile →

Frequently asked

What's the main difference between BettaFish and firecrawl?: firecrawl has wider GitHub adoption — 148k stars vs 42k.
Is BettaFish or firecrawl better?: Neither is universally better. BettaFish is the stronger fit for teams working primarily in Python; firecrawl for Feeding agents clean web data: crawl, scrape, and convert to markdown via API. Use the side-by-side specs to decide by your own constraints.
Is BettaFish or firecrawl free?: BettaFish is free to run and self-host; firecrawl is free to run and self-host. Both are free to self-host — you only pay for the infrastructure and any model or API usage.
Which is more popular, BettaFish or firecrawl?: By GitHub stars — a proxy for open-source adoption — firecrawl is ahead (148k vs 42k). Stars measure attention, not necessarily the better fit for you.

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