# Kaabist vs Firecrawl

Firecrawl turns pages into clean markdown or JSON for models, fast and at scale. Kaabist is for the flows around the data: logging in, waiting for your 2FA code, submitting once, and keeping that program working when the site changes.

Firecrawl, in their words: "Give your agents web data and beyond" (https://www.firecrawl.dev)

Firecrawl pricing: Free 1,000 credits; Hobby $19/month for 5,000; one credit per page, four more for JSON extraction. Source: https://www.firecrawl.dev/pricing

## Capabilities

| Capability | Kaabist | Firecrawl | Note and source |
|---|---|---|---|
| Logged-in, multi-step flows | yes | yes | Actions (click, write, wait) before a scrape, and profiles that keep a login. https://docs.firecrawl.dev/features/interact |
| Resume a program from its checkpoint after a person answers | yes | partial | An interactive live view lets you type into the session; no paused program resumes from a checkpoint. https://docs.firecrawl.dev/features/interact |
| Schedules and change detection | yes | yes | Monitor re-checks pages on a schedule and reports diffs. https://docs.firecrawl.dev |
| Signed webhooks | yes | yes | Signed webhooks. https://docs.firecrawl.dev |
| A coding agent builds the program over MCP | yes | yes | An official MCP server. https://docs.firecrawl.dev |
| Side-effect fences: a submit never runs twice | yes | no | Built for reading pages; no mechanism for steps that must submit once. https://docs.firecrawl.dev |
| Self-healing locators, delivered as proposals you review | yes | unclear | Monitor promises stable field extraction; we found nothing on what happens when the page is redesigned. |

## When to choose Firecrawl

You mostly read public pages, crawl or search the web for an LLM, and want markdown or schema-shaped JSON with as little setup as possible.

By Kaabist. Last verified 10 October 2026 against Firecrawl's public documentation. Method: /vs#method