demand-sensing-integrator
Real-time demand signal integration from POS, channel data, and external signals for short-term forecast enhancement
npx skills add a5c-ai/babysitter --skill demand-sensing-integrator --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Demand Sensing Integrator ## Overview The Demand Sensing Integrator captures and processes real-time demand signals from multiple sources including point-of-sale data, channel inventory, weather patterns, social media sentiment, and economic indicators. It enables short-term forecast enhancement by detecting demand pattern changes faster than traditional forecasting methods. ## Capabilities - **POS Data Ingestion**: Real-time point-of-sale data collection and cleansing - **Channel Inventory Visibility**: Multi-channel inventory position integration - **Weather Impact Correlation**: Weather-driven demand adjustments - **Social Media Sentiment Analysis**: Consumer sentiment signal extraction - **Economic Indicator Integration**: Macro-economic factor incorporation - **Market Intelligence Feeds**: Competitor and market signal processing - **Near-Term Demand Adjustment**: Short-horizon forecast corrections - **Signal-to-Noise Filtering**: Distinguish meaningful signals from noise ## Input Schema ```yaml sensing_request: signal_sources: pos_data: object # Point-of-sale feeds channel_inventory: object # Inventory by channel weather_data: object # Weather forecasts/actuals social_signal
- Overview
- Capabilities
- Input Schema
- Output Schema
- Usage
- Real-Time POS Integration
- Weather-Driven Adjustment
- Sentiment-Based Demand Signal
- Integration Points
- Process Dependencies
- Best Practices
What does the demand-sensing-integrator skill do?
Real-time demand signal integration from POS, channel data, and external signals for short-term forecast enhancement
How do I install it?
Run `npx skills add a5c-ai/babysitter --skill demand-sensing-integrator --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From a5c-ai/babysitter, a repository with 1,642 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.