Pattern Miner

# pattern-miner Skill

Intelligent pattern recognition and actionable insights from multi-source data.

## Description

The `pattern-miner` skill discovers hidden patterns in your workflow data (conversations, decisions, tasks) using machine learning techniques. It identifies recurring themes, associations, and anomalies, then generates actionable insights to improve productivity and decision-making.

## Installation

```bash
cd ~/.openclaw/workspace/skills/pattern-miner
npm install
npm run build
```

### Python Dependencies

```bash
pip install numpy scikit-learn pandas tree-sitter
```

## Usage

### CLI Commands

```bash
# Run pattern mining
pattern-miner mine

# Incremental mining (only new data)
pattern-miner mine --incremental

# List discovered patterns
pattern-miner list
pattern-miner list --type cluster
pattern-miner list --verbose

# Analyze specific patterns/insights
pattern-miner analyze
pattern-miner analyze --pattern <id>
pattern-miner analyze --insight <id>
pattern-miner analyze --category optimization

# Apply insights
pattern-miner apply --confirm
pattern-miner apply --insight <id> --confirm
pattern-miner apply --category automation --dry-run

# Show statistics
pattern-miner stats

# Export patterns
pattern-miner export --format json --output patterns.json
pattern-miner export --format csv --output patterns.csv

# Configuration
pattern-miner config --show
pattern-miner config --init
```

### Node.js API

```typescript
import { PatternMiner } from '@openclaw/skill-pattern-miner';

const miner = new PatternMiner({
  minConfidence: 0.7,
  minFrequency: 5,
  analysisTypes: ['cluster', 'association', 'anomaly']
});

await miner.initialize();

// Run mining
const results = await miner.mine();
console.log(`Found ${results.summary.totalPatterns} patterns`);
console.log(`Generated ${results.summary.totalInsights} insights`);

// List patterns
const patterns = await miner.listPatterns();
const clusterPatterns = await miner.listPatterns('cluster', 10);

// List...

# Pattern Miner

🔍 Intelligent pattern recognition and actionable insights from multi-source data.

## Quick Start

```bash
# Install dependencies
cd ~/.openclaw/workspace/skills/pattern-miner
npm install
npm run build

# Install Python dependencies
pip install numpy scikit-learn pandas

# Run your first mining session
pattern-miner mine

# View results
pattern-miner list
pattern-miner stats
```

## What It Does

Pattern Miner analyzes your workflow data to discover:

- **Recurring patterns** in conversations and decisions
- **Hidden associations** between tasks and topics
- **Anomalies** that need attention
- **Actionable insights** to improve productivity

## Commands

| Command | Description |
|---------|-------------|
| `mine` | Run pattern mining on collected data |
| `list` | List discovered patterns |
| `analyze` | Analyze specific patterns or insights |
| `apply` | Apply insights to generate improvements |
| `stats` | Show mining statistics |
| `export` | Export patterns to file |
| `config` | Show or edit configuration |

## Example Output

```
🔍 Starting pattern mining...

✓ Collected 156 items

✓ Found 8 patterns
✓ Generated 5 insights

📊 Top Insights:

1. Recurring Pattern: Code review feedback patterns...
   Found 12 similar items forming a pattern
   → Action: Review and standardize this pattern

2. Association: testing → documentation
   These items frequently occur together (confidence: 0.82)
   → Action: Consider linking or automating these related items
```

## API Usage

```typescript
import { PatternMiner } from '@openclaw/skill-pattern-miner';

const miner = new PatternMiner();
await miner.initialize();

const results = await miner.mine();
console.log(`Found ${results.summary.totalPatterns} patterns`);

const insights = await miner.listInsights(undefined, true);
for (const insight of insights) {
  console.log(`- ${insight.title}: ${insight.action}`);
}
```

## Configuration

Create `~/.pattern-miner/config.json`:

```json
{
  "minConfidence":...