Firecrawl vs Scrapfly
Firecrawl scores higher on the AgentReady, 70/100 against 59/100. They differ on 9 of the 41 signals. Which ones decides whether an agent can adopt them without a person watching.
What each one is
Firecrawl. Firecrawl is a web data API for AI that helps AI systems search, scrape, and interact with the web at scale.
Scrapfly. Scrapfly is a web scraping and browser automation platform that provides an API to scrape any public site, drive any browser, and power any agent.
Where Firecrawl is ahead
Firecrawl passes search discoverable and llms-full.txt / full agent docs, and Scrapfly does not. That is discover, whether an agent can find the product at all without being told it exists.
It also holds adopt: fast time to first request, copyable quickstart, official typescript sdk and official python sdk. Scrapfly misses those.
And on operate, structured, predictable output. Scrapfly misses it.
Where Scrapfly is ahead
Scrapfly passes clear canonical domain, and Firecrawl does not. That is discover, whether an agent can find the product at all without being told it exists.
It also holds understand: structured api reference. Firecrawl misses it.
What neither does
Both fail openapi / spec quality, request examples provided, response examples provided, errors and status codes documented, no mandatory sales call, programmatic credential creation, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable. If your agent needs any of those, you will be building it yourself either way.
Score, pillar by pillar
The AgentReady splits into four pillars, scored separately, because a product can be easy to find and still impossible to adopt.
Discover. Firecrawl leads 93 to 80. Firecrawl misses clear canonical domain; Scrapfly misses search discoverable, llms-full.txt / full agent docs.
Understand. Scrapfly leads 54 to 38. Firecrawl misses structured api reference, openapi / spec quality, request examples provided, response examples provided, errors and status codes documented; Scrapfly misses openapi / spec quality, request examples provided, response examples provided, errors and status codes documented.
Adopt is whether an agent can get a key and make its first successful call without a human in the loop. Firecrawl leads 80 to 50. Firecrawl misses no mandatory sales call, programmatic credential creation; Scrapfly misses no mandatory sales call, programmatic credential creation, fast time to first request, copyable quickstart, official typescript sdk, official python sdk.
Operate. Firecrawl leads 67 to 53. Firecrawl misses machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable; Scrapfly misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable.
Pricing
Firecrawl starts at $16/month and has a free tier. Scrapfly does not publish one and has a free tier.
Signal by signal
| Signal | Firecrawl | Scrapfly |
|---|---|---|
| AgentReady | 70 | 59 |
| Discovery | 93 | 80 |
| Understanding | 38 | 54 |
| Adoption | 80 | 50 |
| Operability | 67 | 53 |
| Public API | Yes | Yes |
| MCP server | Yes | Yes |
| OpenAPI spec | Unknown | Yes |
| CLI | Yes | Yes |
| llms.txt | Yes | Yes |
| Self-serve signup | Yes | Yes |
| Free tier | Yes | Yes |
Which to pick
Firecrawl clears more of the signals an agent needs, so it is the safer default for unattended use. Full profiles: Firecrawl and Scrapfly. Alternatives to each: Firecrawl, Scrapfly.
An agent can fetch this as data: POST /v1/compare {"slugs": ["firecrawl", "scrapfly"]}