Firecrawl alternatives for scraping and crawling
Seven Firecrawl alternatives for scraping and crawling, ranked by AgentReady score, with Jina AI leading at 87.
Jina AI is the highest-scoring Firecrawl alternative for scraping and crawling, at an AgentReady score of 87, tied with Firecrawl itself. The rest of the field runs from Apify at 74 down to the high 50s. All scores below come from live StackResolve checks of each vendor's docs, SDKs, MCP support, and API behavior, refreshed in August 2026.
#How we scored them
The AgentReady score runs 0 to 100 across four pillars: discovery (can an agent find the tool), understanding (are the docs and API spec machine-readable), adoption (can an agent sign up and install without a human), and operability (does a real request succeed and return predictable output). We sell none of these tools. The numbers reflect what an agent hits when it tries to use each one.
For reference, Firecrawl scores 87, with a perfect 100 on operability and 88 on adoption. Its weak spots are a missing OpenAPI spec and no programmatic API-key creation. That is the bar these alternatives are measured against.
#The ranked list
| Tool | AgentReady | Discovery | Understanding | Adoption | Operability |
|---|---|---|---|---|---|
| Jina AI | 87 | 100 | 100 | 70 | 76 |
| Apify | 74 | 100 | 67 | 63 | 67 |
| Spider | 72 | 73 | 54 | 81 | 78 |
| ScraperAPI | 66 | 100 | 46 | 65 | 53 |
| Bright Data | 62 | 100 | 23 | 70 | 53 |
| Diffbot | 59 | 93 | 54 | 55 | 35 |
| Scrapfly | 59 | 80 | 54 | 50 | 53 |
Jina AI (87). The one alternative that matches Firecrawl's total. Jina posts perfect 100s on both discovery and understanding, so an agent can find it and read its API without guesswork. Its reader endpoint returns clean markdown from a single URL prefix. Adoption at 70 is the drag: signup and key handling leave more manual steps than the top tier.
Apify (74). Strong discovery at 100 and a large library of prebuilt actors for specific sites. Understanding sits at 67 because the actor model adds a layer an agent has to learn before the first run. Good pick when you need a maintained scraper for a named site rather than a raw fetch.
Spider (72). The most balanced profile after Jina. Adoption of 81 and operability of 78 are the highest in the list below Firecrawl, so an agent gets to a working request fast. Discovery at 73 and understanding at 54 mean it is easier to use than to find.
ScraperAPI (66). Perfect discovery, but understanding drops to 46. The proxy-and-fetch model works, though the docs give an agent less structured detail about response shapes and errors than the higher scorers.
Bright Data (62). Enterprise-scale proxy network with discovery at 100. Understanding at 23 is the lowest here: the product surface is broad and an agent has to work to map which endpoint does what.
Diffbot (59) and Scrapfly (59). Diffbot leans on structured extraction and a knowledge graph, which is useful for pulling entities rather than raw pages, but operability at 35 flags friction in a real run. Scrapfly is even across the board with no single strong pillar.
#Picking one
If you want the closest match to Firecrawl on agent-readiness, start with Jina AI. If you need per-site maintained scrapers, look at Apify. If time to first successful request matters most, Spider's adoption and operability scores are the strongest in the group.
For a head-to-head on a single pairing, see Firecrawl vs Exa. For the full ranked category with every scored vendor and pillar breakdown, see web scraping.