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Apify vs Firecrawl

Apify scores higher on the AgentReady, 74/100 against 70/100. They differ on 17 of the 41 signals. Which ones decides whether an agent can adopt them without a person watching.

What each one is

Apify. Apify is the largest marketplace of trusted tools for AI.

Firecrawl. Firecrawl is a web data API for AI that helps AI systems search, scrape, and interact with the web at scale.

Where Apify is ahead

Apify 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.

Where Firecrawl is ahead

Firecrawl passes search discoverable and public docs discoverable, and Apify does not. That is discover, whether an agent can find the product at all without being told it exists.

It also holds understand: authentication documented, pricing understandable and limits / constraints documented. Apify misses those.

And on adopt, self-service signup, free trial or free allowance, fast time to first request, copyable quickstart, official typescript sdk and official python sdk. Apify misses those.

Finally, on operate, canonical workflow succeeds, structured, predictable output, observable execution and agent compatibility verified. Apify misses those.

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. Apify leads 100 to 93. Apify misses search discoverable, public docs discoverable; Firecrawl misses clear canonical domain.

Understand is whether an agent can read the docs and work out how the API behaves before calling it. Apify leads 67 to 38. Apify misses openapi / spec quality, authentication documented, pricing understandable, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented; Firecrawl misses structured api reference, openapi / spec quality, request examples provided, response examples provided, errors and status codes documented.

Adopt. Firecrawl leads 80 to 63. Apify misses self-service signup, no mandatory sales call, programmatic credential creation, free trial or free allowance, fast time to first request, copyable quickstart, official typescript sdk, official python sdk; Firecrawl misses no mandatory sales call, programmatic credential creation.

Operate. Both sit at 67/100 here. Apify misses canonical workflow succeeds, structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, observable execution, agent compatibility verified; Firecrawl misses machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable.

Pricing

Apify does not publish a machine-readable starting price. Firecrawl starts at $16/month and has a free tier.

Signal by signal

Which to pick

Firecrawl clears more of the signals an agent needs, so it is the safer default for unattended use. Full profiles: Apify and Firecrawl. Alternatives to each: Apify, Firecrawl.

An agent can fetch this as data: POST /v1/compare {"slugs": ["apify", "firecrawl"]}