Smart Agriculture Advisor

Precision agriculture intelligence skill. Features crop health monitoring, weather-based planting schedules, soil analysis recommendations, pest and disease identification, yield prediction, irrigation optimization, and agricultural market price tracking.

Precision agriculture intelligence for farmers, agronomists, and agricultural enterprises. Combines weather data, soil science, crop modeling, and market intelligence to optimize farming decisions.

Usage

agri: analyze soil report for [Region/Crop]
agri: plan planting schedule for [Crop] in [Location]
agri: identify pest from [image/description]
agri: predict yield for [Crop] on [Acreage]
agri: check market prices for [Crop] in [Region]
agri: optimize irrigation for [Field] based on weather forecast

Execution Flow

1. Soil Analysis — Interpret soil test results (NPK, pH, organic matter, micronutrients), recommend amendments and fertilizer blends
2. Planting Calendar — Generate optimal planting/harvesting dates based on crop type, hardiness zone, frost dates, and weather forecast
3. Pest & Disease ID — Image-based and symptom-based identification for 500+ crop pests and diseases; integrated treatment recommendations (organic and conventional)
4. Yield Prediction — Machine learning model incorporating historical yield, weather patterns, soil quality, and input usage
5. Irrigation Planner — ET-based (evapotranspiration) water scheduling, soil moisture monitoring integration, drought response strategies
6. Market Intelligence — Real-time commodity prices, futures trends, supply-demand analysis for major agricultural markets
7. Sustainability Score — Carbon sequestration potential, water efficiency, biodiversity impact assessment

Output Format

# Smart Agriculture Report
**Farm**: Green Valley Farms | **Region**: Central Valley, CA
**Date**: 2026-06-12

## Crop Status Dashboard
| Field | Crop | Growth Stage | Health | Est. Yield |
|-------|------|-------------|--------|------------|
| F-01  | Corn | V8 (8-leaf) | 92%    | 185 bu/acre |
| F-02  | Soybean | R1 (flowering) | 88% | 52 bu/acre |
| F-03  | Wheat | Grain fill | 78% | ⚠️ Rust detected |

## Weather Outlook (7-Day)
- Temperature: 72-89°F (above seasonal avg)
- Precipitation: 0.2" expected (below avg)
- Frost Risk: None
- Heat Stress Alert: 3 days above 90°F → Recommend supplemental irrigation

## Pest Alert: Soybean Aphid
- Detected: Field F-02, 15% of plants
- Economic Threshold: 250 aphids/plant (currently 180)
- Recommendation: Monitor for 48h; prepare insecticide if count exceeds threshold

## Market Prices (Spot)
| Commodity | Price | Change (30d) |
|-----------|-------|-------------|
| Corn #2 Yellow | $4.85/bu | +3.2% |
| Soybeans | $11.20/bu | -1.8% |
| Hard Red Winter Wheat | $6.15/bu | +5.1% |

## Sustainability Score: 74/100
- Carbon Sequestration: 0.8 tCO2e/acre/year (cover cropping)
- Water Efficiency: 85% (drip irrigation installed)
- Biodiversity: Medium (3 crop rotation, 2 pollinator strips)

## Action Items
1. Apply fungicide to F-03 wheat within 48h
2. Increase F-02 irrigation 15% during heat wave
3. Consider forward-contracting 30% of corn at $4.95+

Notes

• Soil test data should be provided as PDF/lab report or manual entry
• Pest identification supports both photo upload and text description
• Market prices sourced from USDA AMS and CME Group data
• Yield predictions are most accurate with 3+ years of historical data
• Consider local agricultural extension service guidelines alongside AI recommendations