viralevo

What This Skill Does

ViralEvo is an intelligent trend discovery engine designed to bridge the gap between volatile social media trends and actionable content strategy. Unlike static research tools, ViralEvo monitors 11 global content platforms in real-time, calculating the velocity of trending topics. It employs a proprietary weighted formula to predict the lifecycle of a trend, helping creators post content when engagement probability is highest. Its most distinctive feature is its iterative feedback loop: by logging the performance of your own posts, the agent learns which topics and formats resonate with your specific audience, automatically re-weighting its prediction logic every Monday for continuous improvement. It supports both English and Chinese workflows seamlessly.

Installation

To integrate ViralEvo into your OpenClaw environment, execute the following command in your terminal:

clawhub install openclaw/skills/skills/0xf69/viralevo

After installation, secure your data pipeline by adding your Tavily API key to your environment variables:

echo "TAVILY_API_KEY=tvly-xxxx" >> ~/.openclaw/workspace/.env

Once configured, initiate the system by typing Start ViralEvo setup or 开始趋势雷达设置 to begin the onboarding wizard.

Use Cases

1. Early Trend Adoption: Identify viral topics 12–48 hours before they hit mass market saturation, allowing you to produce content ahead of the curve.
2. Performance Optimization: Use the integrated feedback loop to feed outcome data back into the AI, ensuring your future suggestions are tailored to your niche.
3. Content Strategy: Replace manual hours of doom-scrolling and platform analysis with automated, data-driven daily reports.

Example Prompts

1. "What should I post today? My niche is tech tutorials."
2. "Run ViralEvo and give me a summary of the latest trends on Xiaohongshu."
3. "The AI automation video I posted yesterday got 50k views on TikTok, please log that for my weekly review."

Tips & Limitations

• Consistent Reporting: The model becomes significantly more accurate when you provide regular feedback on post outcomes. Log your views and saves frequently.
• Language Preference: Ensure you select your preferred language (Chinese or English) during the initial onboarding script to optimize the tone and reporting format.
• Data Privacy: This tool relies on external API calls to monitor platform traffic. Be aware of your API usage limits and platform terms of service when gathering data.
• Manual Review: While ViralEvo is highly effective at prediction, use your creative judgment to adapt the trending topics to your specific brand identity.