Crawl MCP
One endpoint. Any Amazon URL. Agent-ready output.
Your agent asks a product question — "what is it, what does it cost, is it in stock, what do buyers say?" — and gets the answer in a structure it can use. One call. Median 280ms. No scraper to babysit.
Built for agents
Built for how agents actually work — one question, one answer.
Focused, not firehose
Your agent asks a specific question and gets a specific answer. No HTML soup, no token-burning page dumps — just the fields that matter.
Built for Amazon's defenses
Stealth mode, Firefox-backed rendering, adaptive 2–15s backoff, CAPTCHA-aware retries, and auto-fallback across direct URL → JS → page hooks.
Self-healing extraction
Multi-selector fallbacks on every field. When Amazon shuffles the DOM, the template tries the next selector instead of returning empty.
Agent-ready output
Clean Markdown, structured JSON, or a hybrid — whatever format your model handles best. No post-processing layer required.
Respectful by default
Single-stream crawls, adaptive delays, retry-on-captcha. Designed to coexist with Amazon, not fight it.
Spot-Check Mode
Lightweight lookup grabs title, brand, price, rating, review count, availability, description, and ASIN — perfect for fast verification loops.
Spot-Check Mode
Eight fields. One call. 280 milliseconds.
The fast lookup for confirmation loops — when the agent just needs to confirm "is this still the right product at the right price?" Eight fields. Median 280ms. One round-trip.
What teams build with it
From repricing to RAG — one endpoint, many workflows.
Repricing & competitive monitoring
Agents that watch buy-box prices and flag drift the moment it happens.
Catalog enrichment
Fill in missing fields on your own product database from live Amazon listings.
Buyer-side research agents
"Find me the best-reviewed option under $50 with Prime shipping."
Brand protection
Track listing accuracy, A+ content compliance, and seller authorization.
Sourcing & arbitrage
Pull pricing, BSR, and variant data across SKUs in a single pass.
RAG over commerce
Feed clean Amazon data into a vector store the agent can query naturally.
Frequently asked questions
Common questions.
What does Agent Crawl do?
How is this different from running my own scraper?
What format does the output come back in?
How does it handle Amazon's bot defenses?
How does this relate to the Selling Partner MCP?
The bottom line
The hard part was never fetching the page.
Crawl turns any product page into a structured answer — no DOM wrangling, no retry loops, no anti-bot whack-a-mole. What sets your agents apart is the judgment only your team has. Crawl just clears the way for it.