Consensus vs firecrawl
Consensus and firecrawl are both research & data agents. Consensus is AI search engine over 200M+ scientific papers, 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.
Side by side
| Spec | Consensus | firecrawl |
|---|---|---|
| Type | Agent | Infrastructure |
| Model | Commercial | Open source |
| Pricing | Freemium | Open source |
| GitHub stars | — | 143,326 |
| Language | — | TypeScript |
| License | — | AGPL-3.0 |
| Last activity | — | Jul 2026 |
you want a managed, commercially-supported product.
Feeding agents clean web data: crawl, scrape, and convert to markdown via API..
About firecrawl
The API to search, scrape, and interact with the web at scale.
Full firecrawl profile →More research & data agents comparisons
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