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Diffbot alternatives

Structured extract / KG peer. Firecrawl remains llm-ready-extract default; Diffbot when you need schema'd…

Overall 7.96 (curated_estimate, high) · score asOf 2026-09-14 · last reviewed 2026-09-14. This is not an Elo and not a live price board. Provider · JSON

Jobs: web-scrape, llm-ready-extract, knowledge-graph-extract, knowledge-graph-rag

ProviderWhy listedOverallΔ vs subjectasOf
Firecrawl
Depot pick for turning the web into LLM context. Browserbase when you need to *act*, Firecrawl when you need…
same_jtbd_pick, same_jtbd_runner · web-scrape, llm-ready-extract, knowledge-graph-extract8.25high+0.292026-10-19
Cognee
Graph memory when documents→ontology matter. Zep for temporal bipartite graphs; Mem0 for simplest hosted…
same_jtbd_pick · knowledge-graph-rag8.09high+0.132026-09-14
Jina AI
Promoted high after pinning official models API token matrix ($0.05/1M). Best as EU-friendly all-in-one…
same_jtbd_runner · web-scrape, llm-ready-extract, knowledge-graph-extract8.12high+0.162026-09-14
ZenRows
Best per-request scrape API with agent MCP. Firecrawl when you want site-wide LLM markdown; Scrapfly when you…
same_jtbd_runner · web-scrape, llm-ready-extract8.27high+0.312026-09-14
Scrapfly
Excellent Firecrawl peer when you need anti-bot + cloud browser with transparent credits. Prefer Firecrawl…
same_jtbd_runner · web-scrape, llm-ready-extract8.25high+0.292026-09-14
ScrapingBee
Use for fetch-the-HTML jobs. For multi-step login/click agents, use Browserbase/Steel.
same_jtbd_runner · web-scrape, llm-ready-extract7.98high+0.022026-09-14
AgentQL
Pinned Professional $99 on the live unauthenticated card (Round 8). Strong semantic query language for agent…
same_jtbd_runner · llm-ready-extract, knowledge-graph-extract7.73high-0.232026-09-14
Browserbase
Depot default for agents that need a real browser. Pair with Stagehand/Browser Use for the reasoning loop.
same_jtbd_runner · web-scrape8.3high+0.342026-10-19
Exa
Depot pick for research-style agent search. Pair with Firecrawl when you need full page content.
same_jtbd_runner · llm-ready-extract8.3high+0.342026-10-19
Apify
Depot pick when you need a scraper marketplace / reusable Actors, not just a crawl API. Firecrawl for…
same_jtbd_runner · web-scrape8.21high+0.252026-09-14
Weaviate
Best when hybrid search and modularity matter. Cloud for convenience; self-host when lock-in anxiety spikes.
same_jtbd_runner · knowledge-graph-rag8.2high+0.242026-09-14
Unstructured
Best when you want connector-heavy document ETL or to self-host the OSS partitioner. LlamaParse remains the…
same_jtbd_runner · knowledge-graph-extract8.12high+0.162026-09-14

Prices are not ranked on this page. For a job, use the sourced quote (separate input and output rows, Depot Pick unchanged): web-scrape, llm-ready-extract, knowledge-graph-extract, knowledge-graph-rag.

Alternatives are other catalog providers that share a JTBD as pick or runner-up. If fewer than three exist, same-category active providers fill the list and are labeled same_category. Overall deltas are catalog scores. kind=curated_estimate is not a lab measurement. Pricing rows are sourced or explicitly null. Do not parse pricingNotes. A single normalized USD figure is set only for a provider with exactly one token row.