scraperapi-mcpKnowledge base for the 22 ScraperAPI MCP tools. Covers scrape, Google (search, news, jobs, shopping, maps), Amazon (product, search, offers), Walmart (search...
Install via ClawdBot CLI:
clawdbot install scraperapitech/scraperapi-mcpGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://www.scraperapi.com/dashboard.Audited Apr 16, 2026 · audit v1.0
Generated Mar 22, 2026
An online retailer uses ScraperAPI MCP to track competitor pricing on Amazon, Walmart, and eBay by scraping product listings and offers. This enables dynamic price adjustments to stay competitive, optimize margins, and identify market trends. The tools handle bot detection and geo-targeting to ensure accurate, real-time data across multiple regions.
A real estate agency leverages Redfin tools to scrape property listings for sale and rent, analyzing pricing, availability, and agent profiles in specific areas. This supports investment decisions, client recommendations, and market reports by automating data collection from real estate platforms while bypassing CAPTCHAs and anti-scraping measures.
A recruitment firm uses Google Jobs and Google Search tools to scrape job postings and industry trends, gathering data on hiring demands, salary ranges, and skill requirements. This helps in talent sourcing, market analysis, and advising clients on competitive hiring strategies with automated, geo-targeted searches.
A financial analyst employs Google News and scrape tools to monitor current events, economic indicators, and market sentiment from various sources. This supports investment decisions, risk assessment, and report generation by extracting structured data from news articles and websites, handling dynamic content with render options.
A marketing agency uses Google Maps Search and scrape tools to gather data on local businesses, customer reviews, and competitor locations for targeted campaigns. This aids in market segmentation, lead generation, and performance analysis by automating web scraping with proxy management and CAPTCHA solving.
A subscription-based service that uses ScraperAPI MCP to aggregate product prices, job listings, or real estate data from multiple sources, offering APIs or dashboards to clients. Revenue is generated through tiered subscriptions based on data volume and features, with costs managed by optimizing credit usage across standard and premium plans.
A consultancy provides tailored web scraping services for industries like e-commerce or finance, using ScraperAPI tools to deliver custom datasets, reports, and integration support. Revenue comes from project-based fees and retainer contracts, leveraging the skill's error recovery and parameter optimization for reliable client outcomes.
An affiliate site uses Amazon, Walmart, and eBay tools to scrape product details and offers, displaying comparisons with affiliate links to drive sales commissions. Revenue is generated through affiliate marketing partnerships, optimized by scraping efficiently with credit cost awareness and SERP monitoring for up-to-date listings.
💬 Integration Tip
Ensure the ScraperAPI MCP server is installed and SCRAPERAPI_API_KEY is set; start with standard credit tiers and escalate gradually based on site requirements to manage costs.
Scored Jun 19, 2026
Manage Apple Notes via the `memo` CLI on macOS (create, view, edit, delete, search, move, and export notes). Use when a user asks Clawdbot to add a note, list notes, search notes, or manage note folders.
Zoho Inventory API integration with managed OAuth. Manage items, sales orders, invoices, purchase orders, bills, contacts, and shipments. Use this skill when users want to read, create, update, or delete inventory items, sales orders, invoices, purchase orders, bills, or other inventory records in Zoho Inventory. For other third party apps, use the api-gateway skill (https://clawhub.ai/byungkyu/api-gateway). Requires network access and valid Maton API key.
Google Merchant Center API integration with managed OAuth. Manage products, inventories, data sources, promotions, and reports for Google Shopping. Use this...
Scrapes Amazon product data from ASINs using browseract.com automation API and performs surgical competitive analysis. Compares specifications, pricing, revi...
Generate Instagram marketing content from product URLs. Extract product information and create engaging Instagram posts with image suggestions, captions, and hashtags optimized for engagement. Use when user provides a product URL from e-commerce sites like Amazon, Shopify, Taobao, etc. and wants Instagram marketing content such as Image/text post ideas, engaging captions with CTAs, hashtag strategy, or Story/reels content suggestions.
Gumroad API integration with managed OAuth. Access products, sales, subscribers, licenses, and webhooks for your digital storefront. Use this skill when users want to manage their Gumroad products, verify licenses, view sales data, or set up webhook notifications. For other third party apps, use the api-gateway skill (https://clawhub.ai/byungkyu/api-gateway). Requires network access and valid Maton API key.