A powerful tool for tracking and analyzing high-performing Twitter creators to extract viral content patterns and growth insights within Openclaw Skills.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install phy-creator-watch
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install phy-creator-watch using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Creator Watchlist & Content Analyzer?
The Creator Watch skill is a comprehensive research intelligence tool designed for Openclaw Skills users to monitor a curated list of influential Twitter/X creators. It enables developers and marketers to batch-scrape content from solopreneurs, AI researchers, and thought leaders, importing it into a structured database for deep analysis. By leveraging this skill, you can systematically identify high-engagement topics, viral hook formulas, and optimal posting schedules to inform your own content strategy or market research.
This skill bridges the gap between raw social media data and actionable intelligence. It provides a framework for organizing creators into priority tiers, ensuring that your research database remains updated with the most relevant industry insights while respecting platform rate limits.
Creator Watchlist & Content Analyzer Use Cases
- Tracking top-tier solopreneurs and indie hackers for business model inspiration and product shipping strategies.
- Monitoring AI thought leaders to stay updated on the latest deep learning research and industry trends.
- Analyzing viral content patterns to improve social media engagement and identify high-performing writing hooks.
- Automating the collection of creator data for competitive intelligence and trend reporting for newsletters or products.
How Creator Watchlist & Content Analyzer Works
- Define a watchlist of creators categorized by tiers such as Solopreneurs, AI Researchers, or Writing experts.
- Execute asynchronous scraping using Python-based tools to fetch the latest tweets and engagement metrics like likes, retweets, and views.
- Import the gathered data into a structured SQL database to maintain a historical record of creator performance.
- Run advanced analysis queries to identify top-performing content, engagement rates, and viral growth patterns.
- Generate comprehensive reports on hook types, topic frequency, and posting time optimizations for specific creators.
Creator Watchlist & Content Analyzer Setup
To get started with this skill in your Openclaw Skills environment, follow these installation and configuration steps:
# Scrape a specific creator to initialize data
python twitter_scraper.py <username> --limit 200
# Import the JSON output into your local database
python db_import.py storage/twitter/<username>.json
# Run a batch update for Tier 1 creators
TIER1="thedankoe levelsio naval thejustinwelsh AlexHormozi"
for user in $TIER1; do
python twitter_scraper.py $user --limit 200
python db_import.py storage/twitter/$user.json
sleep 30 # Essential delay to avoid rate limits
done
Creator Watchlist & Content Analyzer Data Schema & Taxonomy
The skill utilizes a relational database schema to organize creator metadata and engagement statistics. This structure is optimized for high-performance queries within Openclaw Skills.
| Field | Type | Description |
|---|---|---|
| id | TEXT | Unique tweet identifier from the platform |
| username | TEXT | The handle of the creator being tracked |
| text | TEXT | The full content of the tweet or thread |
| likes | INTEGER | Total count of likes at time of scrape |
| views | BIGINT | Total impression count |
| created_at | TIMESTAMPTZ | Timestamp of the original post |
| is_retweet | BOOLEAN | Identifies if the content is original or shared |
Indices are applied to the username field to ensure fast query performance during cross-creator analysis and trend identification.
Creator Watchlist & Content Analyzer Advanced Features
- Tier-based scraping management with built-in rate-limiting strategies (30-second delays) to ensure long-term data access.
- Sophisticated SQL analysis queries for cross-creator pattern recognition and engagement consistency scoring.
- Automated hook extraction logic to identify the most successful opening lines for threads and posts.
- Multi-agent support for scheduling weekly or monthly database refreshes without manual intervention.
- Topic frequency analysis using ILIKE text search to validate market interest in specific niches.
SKILL.md
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