pangolinfo-scrapeSearch Google and scrape Amazon using Pangolin APIs. Supports AI Mode search (Google AI Overview with multi-turn dialogue), standard SERP with AI Overview ex...
Install via ClawdBot CLI:
clawdbot install tammy-hash/pangolinfo-scrapeGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
POST → https://scrapeapi.pangolinfo.com/api/v1/scrapeCalls external URL not in known-safe list
https://www.pangolinfo.comAI Analysis
The skill's external API calls (pangolinfo.com) are consistent with its stated purpose of web scraping and search, and it requires explicit user credentials for that service. There is no evidence of credential harvesting, hidden instructions, or obfuscation. The primary risk is dependency on a third-party service's data handling practices.
Audited Apr 17, 2026 · audit v1.0
Generated Mar 20, 2026
E-commerce businesses can use this skill to scrape Amazon product data, including pricing, ratings, and best-seller rankings, to analyze competitors and market trends. This helps in pricing strategies and product development decisions.
Content creators and SEO specialists can leverage AI mode to generate AI overviews and organic search results for keyword research and content ideation. This aids in creating optimized content that aligns with search trends and user queries.
Researchers and students can use multi-turn dialogue in AI mode to explore complex topics like quantum computing or machine learning, obtaining detailed, sourced answers for literature reviews or project development.
Product managers can scrape Amazon categories and new releases to identify emerging products and consumer preferences. This supports product feature planning and market entry strategies based on real-time data.
Businesses can integrate this skill to automate responses by using AI mode to fetch quick, accurate answers to common customer queries, enhancing support efficiency and reducing manual research time.
Offer a subscription-based service that provides automated Amazon and Google search data to businesses for competitive analysis and trend monitoring. Revenue comes from monthly or annual licensing fees based on usage tiers.
Resell access to Pangolin APIs with added value through custom integration support and data analysis consulting. Revenue is generated from API markups and project-based consulting fees for clients needing tailored solutions.
Develop a tool that uses AI mode and SERP scraping to automatically generate SEO-friendly articles and reports for marketers. Revenue streams include pay-per-use credits or enterprise licensing for high-volume content production.
💬 Integration Tip
Ensure environment variables for Pangolin credentials are securely set up, and use the script's retry logic to handle API rate limits or temporary failures for reliable automation.
Scored Jun 19, 2026
A fast Rust-based headless browser automation CLI with Node.js fallback that enables AI agents to navigate, click, type, and snapshot pages via structured commands.
Browser automation via Playwright MCP server. Navigate websites, click elements, fill forms, extract data, take screenshots, and perform full browser automation workflows.
Performs deep scraping of complex sites like YouTube using containerized Crawlee, extracting validated, ad-free transcripts and content as JSON output.
Extract structured information from websites using web_fetch for simple pages and browser automation for dynamic sites, login-gated flows, pagination, infini...
OpenClaw skill for the agent-browser CLI (Rust-based with Node.js fallback) enabling AI-friendly web automation with snapshots, refs, and structured commands.
A modern text-based browser. Renders web pages in the terminal using headless Firefox.