mrscraperRun AI-powered, unblockable web scraping, data extraction with natural language via the MrScraper API
Install via ClawdBot CLI:
clawdbot install ai-mrscraper/mrscraperGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
POST → https://api.app.mrscraper.com/api/v1/scrapers-aiCalls external URL not in known-safe list
https://mrscraper.com/AI Analysis
The skill's external API calls (api.mrscraper.com, api.app.mrscraper.com) are documented and consistent with its stated web scraping purpose. While it sends user-provided URLs and instructions to these external services, this is expected functionality, and no hidden instructions, credential harvesting, or obfuscation are present. The 'UNDOCUMENTED_EXTERNAL' signal for the homepage URL is a low-risk informational call.
Audited Apr 16, 2026 · audit v1.0
Generated Mar 22, 2026
Extract real-time product prices, availability, and reviews from e-commerce websites like Amazon or Lazada to enable dynamic pricing strategies and competitive analysis. Use the unblocker API to bypass anti-bot protections and ensure data accuracy for inventory management.
Scrape property listings from multiple real estate portals to compile comprehensive databases for market analysis and lead generation. Leverage AI scraping with natural language instructions to extract structured data like prices, locations, and amenities efficiently.
Collect job postings from career sites to analyze hiring trends, skill demands, and salary benchmarks across industries. Use the AI scraper with proxy rotation to handle high-volume data extraction without being blocked by job boards.
Extract public posts and comments from social media platforms to perform sentiment analysis and track brand mentions. Utilize stealth browsing capabilities to access content that may be restricted or require login, enabling real-time marketing insights.
Gather scientific articles, datasets, or citation information from academic journals and repositories for literature reviews or meta-analyses. Employ AI-powered extraction to handle diverse website structures and automate data compilation for research projects.
Offer a subscription-based platform that provides automated web scraping services to businesses, delivering cleaned and structured data via APIs. Generate revenue through tiered pricing plans based on data volume, frequency, and advanced features like AI extraction.
Aggregate and sell specialized datasets extracted from the web to clients in industries like finance or marketing, using MrScraper to ensure data freshness and compliance. Monetize by licensing datasets or offering custom data collection projects on demand.
Provide consulting services to help companies integrate MrScraper into their workflows for tasks like competitive intelligence or market research. Earn revenue through project-based fees, ongoing support contracts, and training sessions for clients.
💬 Integration Tip
Store the MRSCRAPER_API_TOKEN securely in environment variables and use the appropriate authentication method (query param for unblocker, header for platform API) to avoid exposure in logs or code.
Scored Jun 17, 2026
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