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APIClaw is a real-time Amazon data API built specifically for AI agents. It delivers clean, structured JSON across 200M+ products and 1B+ reviews, optimized for LLM consumption. APIClaw returns pre-processed signals (market opportunity scores, brand concentration, review velocity, price band distribution) so agents can reason over insights instead of parsing raw HTML.

Includes 10 plug-and-play AI agent skills for autonomous product research, pricing analysis, competitor monitoring, and market entry verdicts. MCP-compatible and OpenAPI 3.0 compliant, so any AI agent framework (Claude Desktop, OpenClaw, LangChain, CrewAI) can connect in one install.

Built for Amazon FBA sellers who want their AI to do 10,000 products per day instead of 100, and for developers building agentic commerce workflows. 1,000 free credits to start, no credit card required.

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FAQs

Q How is APIClaw different from scraping APIs like Bright Data?

Scraping APIs return raw HTML (~45,000 tokens per product). APIClaw returns pre-processed structured JSON (~400 tokens per product), optimized specifically for AI agent consumption. That's roughly 100x lower token cost at scale.