An advanced AI analytical engine designed to distill deep insights, recognize complex patterns, and forecast future trends from raw datasets.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install fei-du-prophet
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 fei-du-prophet 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 Data Prophet (data-prophet)?
Data Prophet is a sophisticated analytical component within the Openclaw Skills ecosystem, engineered to act as a digital monk of data. It transcends simple calculation by focusing on the essence of data—identifying causal relationships, uncovering hidden anomalies, and distilling complex information into actionable intelligence.
By leveraging the framework of Openclaw Skills, Data Prophet provides a comprehensive diagnostic and predictive layer to AI agents. It doesn't just report numbers; it interprets them through a lens of trend evolution and risk assessment, ensuring that every data point serves a strategic purpose.
Data Prophet (data-prophet) Use Cases
- Generating comprehensive data analysis reports from Excel or CSV files.
- Forecasting future sales trends and market shifts based on historical time-series data.
- Detecting anomalies and outliers in system logs or financial transactions for risk mitigation.
- Analyzing user behavior patterns to optimize product features or marketing strategies.
- Conducting root-cause diagnostics to identify why specific business metrics are fluctuating.
How Data Prophet (data-prophet) Works
- Data Ingestion: The skill receives structured data or analysis requests from the user or another agent.
- Pattern Mining: It applies sequence mining and clustering algorithms to identify recurring patterns and cycles.
- Diagnostic Attribution: The engine performs correlation and causal analysis to find the 'why' behind the data.
- Predictive Modeling: It utilizes time-series forecasting and regression to project future outcomes and scenario simulations.
- Insight Distillation: The raw analysis is refined into a structured report featuring core findings, risk warnings, and actionable recommendations.
Data Prophet (data-prophet) Setup
To integrate this skill into your environment, ensure the core dependencies are met within your Openclaw Skills configuration.
# Install the data-prophet skill
openclaw install data-prophet
# Ensure dependencies are available
openclaw check silicon-soul task-planner deep-thinking
Data Prophet (data-prophet) Data Schema & Taxonomy
Data Prophet organizes its output into a structured Insight Report format to ensure clarity and scannability.
| Section | Description | Content Type |
|---|---|---|
| Core Findings | The top 1-3 most critical insights discovered. | Markdown List |
| Data Overview | Sample size, time range, and key metrics. | Key-Value Pairs |
| Pattern Recognition | Identified regularities or sequence laws. | Descriptive Text |
| Trend Analysis | Short, medium, and long-term projections. | Narrative |
| Risk Warning | Potential threats or upcoming turning points. | Alert List |
| Action Suggestions | Quantifiable steps based on the data findings. | Numbered List |
Data Prophet (data-prophet) Advanced Features
- Anomaly Detection Engine: Uses standard deviation and 3-sigma thresholds (99.7% confidence) to flag significant data deviations.
- Multi-Agent Synergy: Seamlessly integrates with deep-thinking for complex reasoning and task-planner for executing analysis workflows.
- Trend Polarity Logic: Automatically determines market or data directions by calculating N-point slope continuities.
- Prescriptive Analytics: Goes beyond 'what happened' to provide risk-reward balancing and optimal solution planning.
SKILL.md
Loading
Related Openclaw Skills
Load Balancer (Que Yin)
A sophisticated load balancing and task scheduling engine designed to coordinate complex multi-task workflows for AI agents.
Markets Orchestration
A powerful orchestration layer that unifies ESPN live sports data with Kalshi and Polymarket prediction markets for odds comparison and bet evaluation.
Polymarket Sports Prediction Markets
A comprehensive data connector providing live odds, win probabilities, and order book insights for global sports markets via Openclaw Skills.
Auto Healer
A comprehensive self-healing and error recovery module designed to provide AI agents with autonomous fault tolerance and system maintenance capabilities.
Task Planner
An advanced AI planning engine that decomposes complex objectives into optimized, actionable execution paths with precise strategy selection.
Real Estate Strategy and Positioning Agent
An expert real estate investment and product positioning assistant that generates comprehensive pre-investment reports and market strategy documents.
Featured*
