LangGraph vs ScrapeGraphAI

A side-by-side look at pricing, capabilities, pros, cons, and our editorial scores.

	LangGraph Agents	ScrapeGraphAI Agents
Tagline	Stateful, graph-based agent orchestration from LangChain.	LLM-driven web scraping API that turns natural-language prompts into structured JSON.
Category	Agents	Agents
Pricing	Freemium· Free open-source; LangGraph Platform paid	Freemium· Free 500 credits; Starter $20/mo, Growth $100/mo, Pro $500/mo, Enterprise custom
Model	BYO (Claude / GPT / open)	Multi-model (LLM, unspecified)
Editorial score	8.8 / 10	—
Use cases	stateful agentshuman-in-loopproduction	web-scrapingdata-extractionprice-monitoringlead-generationagent-toolingsite-change-monitoring
Pros	Reliable, debuggable agent graphs Built-in persistence + HITL Production-grade Tight LangSmith integration	Natural-language prompts replace fragile CSS/XPath selectors Handles JS rendering, SPAs, and proxies without setup Open-source core (27k+ GitHub stars) with managed API on top Official Python/JS SDKs plus MCP server for AI agents Crawl, Search, and Monitor endpoints beyond single-page scraping
Cons	Steeper learning curve than CrewAI Verbose to set up	Underlying LLM provider isn't disclosed on the marketing site Credit-based pricing makes per-call cost hard to predict upfront Overkill for well-structured pages a 10-line scraper can handle Cloud service depends on prompt quality for reliable extraction
Website	www.langchain.com	scrapegraphai.com

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