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Zhongwei Li
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---
name: rails-pattern-recognition
description: Adaptive learning system that tracks implementation patterns, success rates, and performance metrics to suggest proven solutions for future tasks.
version: 1.1
priority: 5
---
# Rails Pattern Recognition
Adaptive learning system for Rails workflows.
## Usage
```python
# Suggest patterns
patterns = invoke_skill("rails-pattern-recognition", mode="suggest", context_tags=["rails", "auth"])
# Update metrics
invoke_skill("rails-pattern-recognition", mode="update", metrics={
"pattern_used": "Devise Auth",
"success": true,
"duration_minutes": 15
})
```
## Implementation
This skill manages a JSON database of implementation patterns and their performance metrics.
### Data Structure (`.claude/data/rails-patterns.json`)
```json
{
"patterns": {
"Devise Auth": {
"tags": ["rails", "auth", "devise"],
"uses": 10,
"successes": 9,
"avg_duration": 12.5,
"last_used": "2023-10-27T10:00:00Z"
}
}
}
```
### Modes
#### 1. Suggest (`mode="suggest"`)
- **Input**: `context_tags` (list of strings)
- **Logic**:
- Filter patterns matching at least one tag
- Calculate confidence score: `(successes / uses) * log(uses + 1)`
- Sort by confidence
- **Output**: List of patterns with confidence scores
#### 2. Update (`mode="update"`)
- **Input**: `metrics` (dict)
- `pattern_used` (string)
- `success` (boolean)
- `duration_minutes` (float)
- **Logic**:
- Update `uses`, `successes`
- Recalculate `avg_duration`
- Update `last_used`
- **Output**: Confirmation
## Standalone Operation
This skill operates entirely within the project's `.claude/` directory, ensuring portability and independence from global system state.