facebook-scraperDiscover and scrape public Facebook pages and groups by location and category with browser simulation and export data in JSON or CSV formats.
Install via ClawdBot CLI:
clawdbot install arulmozhiv/facebook-scraperGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
post → https://facebook.com/example_business/posts/123Calls external URL not in known-safe list
https://www.scrapeclaw.cc/Uses known external API (expected, informational)
cloud.google.comAI Analysis
The skill's external calls appear consistent with its scraping purpose (Facebook, Google APIs for search, and the developer's own site). The 'UNKNOWN_DATA_SINK' signal is misleading as it refers to the target being scraped (facebook.com), not an exfiltration endpoint. No evidence of credential harvesting, hidden instructions, or obfuscation was found.
Generated Mar 21, 2026
Marketing agencies can use this skill to discover and analyze Facebook pages of local businesses in specific cities and categories, such as restaurants in Miami or fitness centers in New York. This helps in identifying competitors, understanding engagement levels, and gathering contact information for outreach campaigns.
Non-profits or community organizers can scrape public Facebook groups to assess activity levels, member counts, and topics of discussion in areas like real estate or healthcare. This enables them to identify active communities for partnerships, outreach, or content distribution.
Sales teams in industries like retail or beauty can use the scraper to find Facebook pages of businesses with over 1,000 likes, extract contact details such as email and phone numbers, and prioritize leads based on page tiers. This automates prospecting and enriches CRM data.
Brands can monitor their own or competitors' Facebook pages by scraping recent posts, reactions, and comments to track engagement metrics over time. This supports performance analysis, trend spotting, and benchmarking against industry standards.
Researchers studying social media can use this skill to collect data from public Facebook groups and pages, analyzing factors like member growth, post frequency, and geographic distribution for studies in sociology or digital marketing.
Offer curated datasets of Facebook pages and groups to clients, such as marketing firms or researchers, by running regular scrapes and selling access via subscription or one-time fees. Revenue comes from data licensing and custom report generation.
Provide businesses with targeted lead lists by scraping Facebook for specific industries and locations, then selling enriched contact information and engagement metrics. This model targets B2B clients needing sales or marketing leads.
Integrate this scraper into existing platforms like CRM or analytics tools, offering it as an add-on feature for automated social media data collection. Revenue is generated through API usage fees, licensing, or premium feature upgrades.
💬 Integration Tip
Ensure proper configuration of Google API keys and residential proxies to avoid rate limiting, and use the JSON output format for seamless integration with data pipelines or agent systems.
Scored Jun 17, 2026
Audited Apr 16, 2026 · audit v1.0
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