APIClaw
FeaturesSkillsUse CasesPricingBlogDocs
APIClaw

The data layer for AI agents.

Product

  • Features
  • Skills
  • Pricing
  • Docs

Community

  • Discord
  • GitHub

Company

  • About
  • Contact

Legal

  • Privacy
  • Terms
  • Acceptable Use

© 2026 APIClaw. All rights reserved.

Third-party platform names are referenced for descriptive purposes only and do not imply affiliation.

Agent-Native Infrastructure

The Data Layer for AI Agents

Collect data from any source. Unlock e-commerce intelligence. APIClaw gives your agents structured, decision-ready data — from general web collection to deep vertical insights.

Get 1,000 free credits

No credit card required

View API Docs

Or explore the Web Console for manual research

Clean JSON for LLM consumptionLive and 2+ years historical dataAI-extracted insights
Market Analysis

Electronics > Headphones

Monthly Demand

124,500

Avg Price

$34.99

Gross Margin

31.2%

Competition

Medium
POST /openapi/v2/markets/search

200M+

Products Tracked

2+

Years Historical Data

1B+

Reviews Analyzed

~1s

API Response

Why APIClaw?

Why Agents Need a Different Data Layer

Not legacy data providers. Not human dashboards. A purpose-built data layer that gives your AI agents both general data collection and deep e-commerce intelligence.

Legacy Data Providers

Oxylabs, ScrapingBee, Bright Data

  • ✗Raw HTML, you parse it yourself
  • ✗No history, snapshot only
  • ✗No intelligence, raw data
  • ✗Generic, not e-commerce optimized

Data Platforms

Jungle Scout, Helium 10, Keepa

  • ✗Human UI, not API-first
  • ✗Per-seat pricing
  • ✗Limited API access
  • ✗Static reports
AGENT-NATIVE

APIClaw

The 4C Advantage

  • ✓Clean JSON, Agent-ready
  • ✓Live and 2+ years historical data
  • ✓AI-extracted insights
  • ✓E-commerce native

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.

Supply Chain Alerts

Monitor stock levels, price changes, and availability across competitors.

Listing Automation

From discovery to listing, fully automated pipeline.

Agent-Native Design

Built From First Principles for Agent Tool-Calling

Clean JSON responses — Structured data, ready to consume. 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.

market_analysis.py
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.

LangChainCrewAIAutoGenClaude MCPOpenAICustom Agents
langchain_tool.py
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"
)
claude_mcp.json
{
  "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

POST/openapi/v2/markets/search

200M+ Products Tracked

Your agent can query 200M+ tracked products across major marketplaces (Amazon today, more launching soon) with 40+ filters. Structured, token-efficient intelligence ready for immediate use.

Agent Benefit: Thousand-level results, batch processing

POST/openapi/v2/products/search

Competitor Lookup

Brand, ASIN, seller, keyword - any dimension. Know the field before you enter.

Agent Benefit: Multi-dimensional competitor discovery

POST/openapi/v2/products/competitors

Real-time Data

Live price, inventory, BSR — no caching, no delay. Power your Agent with live market data.

Agent Benefit: Real-time market signals

POST/openapi/v2/realtime/product

Review Intelligence

1B+ reviews pre-analyzed into structured intelligence. Your agent gets sentiment, trends, and pain points — not raw text. Token cost ↓95%.

Agent Benefit: Millions of reviews → structured insights

POST/openapi/v2/reviews/analysis

Historical Data

2+ years of BSR, price, sales, and rating history. Build time-series analysis and spot trends early.

Agent Benefit: Trend analysis with historical depth

POST/openapi/v2/products/history

Fashion Tags

Image → structured attributes. Skip GPT-4V, use our specialized model.

Agent Benefit: Skip vision model costs

Coming Soon

Pre-built Skills

Our Data Expertise, Your Agent's Superpowers

Years of e-commerce intelligence expertise, packaged into plug-and-play Agent Skills.

APIClaw Analysis Skill

E-commerce Intelligence & Analytics skill for AI agents

View Documentation

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 Skills CLI:

$ npx skills add SerendipityOneInc/APIClaw-Skills
Explore All SkillsView Documentation

Pricing 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 + legacy data infrastructure = $1,000+/month.

View Pricing Details

API Reference

V2 endpoints optimized for AI agents

v2Agent-Optimized Endpoints
POST/openapi/v2/products/searchProduct search & filtering
POST/openapi/v2/products/competitorsCompetitor intelligence
POST/openapi/v2/markets/searchMarket analysis data
POST/openapi/v2/products/categoriesCategory taxonomy
POST/openapi/v2/realtime/productReal-time product data
POST/openapi/v2/reviews/analysisReview analysis & insights
POST/openapi/v2/products/historyHistorical data & trends

From zero to first API call in 5 minutes

1

Get your API key

Sign up, grab your Bearer token

2

Make a POST request

Pick any endpoint, send JSON body

3

Get structured data

Clean JSON response, ready for your agent

terminal
$ 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.

Get 1,000 free creditsView Pricing

Want to try before integrating? Try the Web Console