📖 The AI Tool Bible

LangGraph vs ScrapeGraphAI

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

 
LangGraph
Agents
ScrapeGraphAI
Agents
TaglineStateful, graph-based agent orchestration from LangChain.LLM-driven web scraping API that turns natural-language prompts into structured JSON.
CategoryAgentsAgents
PricingFreemium· Free open-source; LangGraph Platform paidFreemium· Free 500 credits; Starter $20/mo, Growth $100/mo, Pro $500/mo, Enterprise custom
ModelBYO (Claude / GPT / open)Multi-model (LLM, unspecified)
Editorial score8.8 / 108.4 / 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
Websitewww.langchain.comscrapegraphai.com
Pick LangGraph if
  • ✅ Reliable, debuggable agent graphs
  • ✅ Built-in persistence + HITL
  • ✅ Production-grade
  • ✅ Tight LangSmith integration
Pick ScrapeGraphAI if
  • ✅ 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
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