short-form-market-research-brainShort-form video market research via the Virlo API — viral niche research, trend tracking, creator vetting, hashtag and sound intelligence across TikTok, YouTube Shorts, and Instagram Reels. Use when the user wants to research what's working in a niche, find rising creators, monitor trends, or analyze social video performance.
Install via ClawdBot CLI:
clawdbot install arod90/short-form-market-research-brainGrade 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.virlo.ai/v1/cometPotentially destructive shell commands in tool definitions
eval (Calls external URL not in known-safe list
https://dev.virlo.ai/dashboardAudited May 4, 2026 · audit v1.0
Generated May 21, 2026
Use Orbit keyword search to identify trending topics and formats across TikTok, YouTube Shorts, and Instagram Reels. Generate a digest of top viral videos to inspire new content strategies for brands or creators.
Leverage Satellite creator lookup to deep-dive into competitor profiles, analyze their video outliers, and monitor their growth with Tracking. Uncover what drives their engagement and replicate successful tactics.
Analyze hashtag performance across platforms using the hashtag endpoints to identify high-engagement tags. Optimize campaign reach by selecting hashtags with the best volume and growth trends.
Set up Comet automated monitoring for keywords related to a new product category. Receive weekly video and ad reports to gauge consumer interest, identify key influencers, and refine positioning.
Use Orbit to discover rising creators in a niche via outlier analysis, then use Satellite to verify their engagement rates and audience fit. Track their performance over time to decide on partnerships.
Offer monthly social media intelligence reports to clients using Orbit keyword searches and Trend digests. Package as a retainer service with recurring reports, competitor benchmarks, and campaign optimization recommendations.
Integrate Virlo API into a dashboard that provides real-time short-form video analytics for brands. Sell as a SaaS product with tiered plans based on API credit usage (e.g., Starter, Growth, Pro).
Perform deep-dive market audits for a specific niche using Orbit and Satellite. Deliver a comprehensive report with viral video analysis, creator outliers, and trend forecasts on a per-project basis.
💬 Integration Tip
Start by using the synchronous hashtag and trend endpoints for lightweight analysis, then graduate to Orbit for deep keyword research. Remember to monitor the X-Credits-Remaining header and budget credits accordingly.
Scored Aug 2, 2026
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