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Crawlbase vs Firecrawl

Firecrawl scores higher on the AgentReady, 70/100 against 68/100. They differ on 2 of the 41 signals. Which ones decides whether an agent can adopt them without a person watching.

What each one is

Crawlbase. Crawlbase provides web crawling, scraping, and parsing APIs at scale.

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

Where Crawlbase is ahead

Crawlbase 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.

Where Firecrawl is ahead

Firecrawl passes structured, predictable output, and Crawlbase does not. That is operate, whether an agent can run against it in production and recover when a call fails.

What neither does

Both fail structured api reference, 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. Crawlbase leads 100 to 93. Crawlbase misses nothing; Firecrawl misses clear canonical domain.

Understand. Both sit at 38/100 here. Crawlbase misses structured api reference, openapi / spec quality, request examples provided, response examples provided, errors and status codes documented; Firecrawl misses structured api reference, openapi / spec quality, request examples provided, response examples provided, errors and status codes documented.

Adopt. Crawlbase leads 81 to 80. Crawlbase misses no mandatory sales call, programmatic credential creation; Firecrawl misses no mandatory sales call, programmatic credential creation.

Operate is whether an agent can run against it in production and recover when a call fails. Firecrawl leads 67 to 53. Crawlbase misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable; Firecrawl misses machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable.

Pricing

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

Signal by signal

Which to pick

Signal counts are level here, so fit and price decide it. Full profiles: Crawlbase and Firecrawl. Alternatives to each: Crawlbase, Firecrawl.

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