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Firecrawl vs Zyte

Firecrawl scores higher on the AgentReady, 70/100 against 54/100. They differ on 12 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.

Zyte. Zyte is a web data extraction platform that provides AI-powered web scraping solutions to unblock, render, and extract data from any website at scale.

Where Firecrawl is ahead

Firecrawl passes search discoverable and mcp discoverable, and Zyte 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 and limits / constraints documented. Zyte misses those.

And on adopt, fast time to first request, copyable quickstart, cli available and mcp integration available. Zyte misses those.

Finally, on operate, agent compatibility verified. Zyte misses it.

Where Zyte is ahead

Zyte 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.

And on operate, retry behavior documented. 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, 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 73. Firecrawl misses clear canonical domain; Zyte misses search discoverable, mcp discoverable.

Understand. Both sit at 38/100 here. Firecrawl misses structured api reference, openapi / spec quality, request examples provided, response examples provided, errors and status codes documented; Zyte misses openapi / spec quality, authentication documented, request examples provided, response examples provided, errors and status codes documented, limits / constraints 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; Zyte misses no mandatory sales call, programmatic credential creation, fast time to first request, copyable quickstart, cli available, mcp integration available.

Operate. Firecrawl leads 67 to 53. Firecrawl misses machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable; Zyte misses machine-readable errors, idempotency support, rate-limit behavior predictable, agent compatibility verified.

Pricing

Firecrawl starts at $16/month and has a free tier. Zyte starts at $2/10k requests 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: Firecrawl and Zyte. Alternatives to each: Firecrawl, Zyte.

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