The Data Layer Built for Agents
Models are commoditizing. What's scarce is structured data that agents can directly consume. APIClaw delivers real-time commerce signals so your agent can analyze 10,000+ products daily, not 100.
No credit card required
Or explore the Web Console for manual research
Electronics > Headphones
Monthly Demand
Avg Price
$34.99
Gross Margin
31.2%Competition
MediumPOST /openapi/v2/markets/search200M+
Products Indexed
1B+
Reviews Analyzed
15min
BSR Refresh
~1s
API Response
Why APIClaw?
Why Agents Need a Different Data Layer
Traditional tools were built for humans clicking buttons. Your agent needs something else entirely.
Traditional SaaS
- ✗UI designed for humans
- ✗Per-seat pricing, unaffordable for agents
- ✗Can view 100 products/day
- ✗Static reports
DIY Scraping / Skills
- ✗Browser simulation, low data volume
- ✗Slow, 2 seconds per page
- ✗Can view 500 products/day
- ✗Real-time but unstable
APIClaw
- ✓API designed for Agents
- ✓Per-call pricing, scales down
- ✓Can view 10,000+ products/day
- ✓BSR 15min, 200M+ products
Data Freshness Tiers
15 min
Sales Rank (BSR)
30 min
Key Product Prices
Daily
High Priority Data
Weekly
Full Product Catalog
The 200-Page Advantage
In affiliate marketing, if you can review 20 pages of competitor ads, you'll outperform someone who only sees 3.
But human limits cap out there.
Your Agent can review 200 pages, 300 pages, 1,000 pages —
as long as the data keeps up.
APIClaw makes the data keep up.
Use Cases
Built for Agent Workflows
From autonomous research to multi-agent orchestration — power every Agent in your commerce stack.
Autonomous Product Research Agent
Let your Agent scan 10,000 opportunities daily, not 100 manually.
Continuous Competitor Monitoring
24/7 non-stop monitoring. Price changes notified in seconds.
Multi-Agent Orchestration
Selection Agent + Pricing Agent + Listing Agent working together.
Real-time Market Signals
What's trending today, not what sold last year.
Review Intelligence at Scale
Extract 10 core insights from 10,000 reviews.
Listing Automation
From discovery to listing, fully automated pipeline.
Agent-Native Design
Built From First Principles for Agent Tool-Calling
Flat JSON responses — No nested objects. Every field at top level. LLM parsing cost ↓80%
OpenAPI 3.0 spec — One-click import into LangChain, CrewAI, AutoGen, Claude MCP
Pre-processed insights — We extract sentiment, keywords, attributes. You skip the NLP.
Real-time signals — Not yesterday's report. What's trending right now.
import requests
response = requests.post(
"https://api.apiclaw.io/openapi/v2/markets/search",
headers={"Authorization": "Bearer YOUR_KEY"},
json={"categoryPath": ["Electronics", "Headphones"]}
)
# Flat JSON - no nested parsing needed
market = response.json()
print(f"Demand: {market['totalDemand']}")Integrations
Drop Into Any AI Framework
OpenAPI 3.0 spec means one-click import. LangChain, CrewAI, Claude MCP — we've got you covered.
from langchain.tools import Tool
from apiclaw import APIClawClient
client = APIClawClient(api_key="...")
product_tool = Tool(
name="search_products",
func=client.products.search,
description="Search Amazon products"
){
"mcpServers": {
"apiclaw": {
"command": "npx",
"args": ["@apiclaw/mcp"],
"env": {
"APICLAW_API_KEY": "..."
}
}
}
}Core Capabilities
Data Modules Optimized for Agents
Pre-processed, structured, ready for consumption — not raw HTML to parse.
Category Market Analysis
Category-level signals: demand trends, competition density, margin benchmarks. Updated daily.
Agent Benefit: One call to get the full category landscape
200M+ Product Database
200M+ products, 40+ filters, batch queries. Find blue ocean opportunities at scale.
Agent Benefit: Thousand-level results, batch processing
Competitor Lookup
Brand, ASIN, seller, keyword - any dimension. Know the field before you enter.
Agent Benefit: Multi-dimensional competitor discovery
Real-time Data
Live price, inventory, BSR. 12 marketplaces. Your Agent's eyes on Amazon.
Agent Benefit: Agent's eyes across 12 markets
Review Intelligence
1B+ review data, pre-processed into structured insights. Token cost ↓95%.
Agent Benefit: 10,000 reviews → structured insights, 95% token savings
Fashion Tags
Image → structured attributes. Skip GPT-4V, use our specialized model.
Agent Benefit: Skip vision model costs
Pre-built Skills
Our Data Expertise, Your Agent's Superpowers
Years of e-commerce data analysis experience, packaged into plug-and-play Agent Skills.
APIClaw Analysis Skill
Amazon Product Research skill for AI agents
6 Analysis Modules:
Market Validation
Market verification
Product Selection
14 preset modes
Competitor Analysis
Competitive landscape
Risk Assessment
6-dimension risk matrix
Pricing Strategy
Price band analysis
Daily Operations
Market monitoring
Install with ClawHub:
$ npx clawhub install Amazon-analysis-skillPricing Philosophy
Agent-Era Pricing
Traditional SaaS charges per seat because they assume each human uses it 2 hours a day.
Agents run 24/7. Their consumption is 100x that of humans.
So we charge per API call:
- Unified pricing across all APIs
- Higher volume = lower unit price
- No hidden fees, no seat limits
One agent running 10,000 queries/day? Predictable cost.
Traditional solution? 10 seats + scraping infrastructure = $1,000+/month.
API Reference
V2 endpoints optimized for AI agents
From zero to first API call in 5 minutes
Get your API key
Sign up, grab your Bearer token
Make a POST request
Pick any endpoint, send JSON body
Get structured data
Flat JSON response, ready for your agent
$ curl -X POST https://api.apiclaw.io/openapi/v2/markets/search \
-H "Authorization: Bearer YOUR_API_KEY" \
-H "Content-Type: application/json" \
-d '{"categoryPath": ["Electronics", "Headphones"]}Ready to power your commerce agents?
Start free with 1,000 credits. No credit card required.
Want to try before integrating? Try the Web Console