serp-scraperScrape Google search results (SERP) for SEO analysis, keyword tracking, and competitive intelligence. Extract organic results, featured snippets, People Also...
Install via ClawdBot CLI:
clawdbot install luis2404123/serp-scraperGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://birdproxies.com/en/proxies-for/openclawAudited Apr 17, 2026 · audit v1.0
Generated Mar 22, 2026
An SEO agency uses the skill to scrape Google search results for client keywords across multiple countries, tracking organic positions, featured snippets, and local pack listings. They generate weekly reports to monitor ranking changes and adjust strategies, using residential proxies to avoid detection and ensure geo-accurate data.
An e-commerce business scrapes Google Shopping results and ads for competitor products to track pricing, promotions, and ad placements. They analyze SERP features like shopping carousels and sponsored listings to optimize their own campaigns and adjust pricing strategies in real-time.
A content marketing team extracts 'People Also Ask' questions and related searches from SERPs to identify trending topics and user intent. They use this data to create targeted blog posts, FAQs, and video content, improving organic traffic by addressing common queries in their niche.
A local service business monitors Google local pack results and reviews across different regions to track visibility and competitor presence. They scrape SERPs to assess local ranking factors, respond to customer feedback, and optimize Google My Business listings for better local SEO.
Researchers scrape Google News and general search results over time to analyze public interest trends, misinformation spread, or language variations. They use multi-country proxies to compare SERP layouts and featured snippets, studying how Google's algorithms influence information access.
A subscription-based platform that offers automated SERP scraping and keyword tracking for agencies and businesses. Revenue comes from monthly plans tiered by query volume, country targets, and features like historical data storage and API access, leveraging residential proxies for reliability.
A consultancy uses the skill to provide one-off or ongoing SEO audits, competitive analysis, and market intelligence reports for clients. Revenue is generated through project-based fees or retainer agreements, offering insights derived from scraped SERP data to drive client strategy.
A data company aggregates scraped SERP data from multiple sources and countries, then sells it via API or bulk datasets to third parties like marketers, researchers, or tech firms. Revenue streams include pay-per-query API calls, data licensing fees, and custom data delivery services.
💬 Integration Tip
Always use the browser tool with residential proxies as specified to bypass Google's bot detection; configure country-specific domains and parameters for accurate results.
Scored Apr 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.
Headless browser automation CLI optimized for AI agents with accessibility tree snapshots and ref-based element selection
Automate web tasks like form filling, data scraping, testing, monitoring, and scheduled jobs with multi-browser support and retry mechanisms.
Automate web browser interactions using natural language via CLI commands. Use when the user asks to browse websites, navigate web pages, extract data from websites, take screenshots, fill forms, click buttons, or interact with web applications.
Automates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the user needs to navigate websites, interact with w...