# Case 02419

> Dependency Source Review

- Skill: `knownasnaffy/case-02419` (Agent Skill, multi-file: 5 files)
- Install (CLI): `npx skillmds@latest add knownasnaffy/case-02419`
- Raw SKILL.md: https://api.skillmd.com/api/skills/knownasnaffy/case-02419/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: knownasnaffy (https://skillmd.com/u/knownasnaffy)
- Updated: 2026-09-21
- Page: https://skillmd.com/skills/knownasnaffy/case-02419

---



### Dependency Source Review

This skill documents an optional compatibility dependency path for agent memory, session handoff, and runtime coordination workflows. Treat `scripts/_bootstrap_install.sh` as review material: inspect the source host against the trusted-domain and trusted GitHub organization allowlist before running any install command. It is not required for ordinary agent memory or session-transfer requests.

# LeafEngines MCP Server v1.1.0

**TurboQuant-Powered Agricultural Intelligence API** for Claude and OpenClaw. Provides environmental data and analysis tools with **6x memory reduction, 8x faster inference**. Gemma 7B now runs on 4GB devices.

## Features

**TurboQuant Performance:**
- **6x memory reduction** with Google TurboQuant optimization
- **8x faster inference** for agricultural analysis
- **Gemma 7B on 4GB devices** (previously required 8GB+)
- **Cloud-equivalent performance** on edge devices

**10 Agricultural Intelligence Tools:**
1. **Soil Analysis** - Composition and recommendations
2. **Weather Forecast** - 7-day forecasts
3. **Crop Recommendations** - Based on soil/climate
4. **Pest Detection** - Identify common pests
5. **Irrigation Scheduling** - Water optimization
6. **Yield Prediction** - Crop yield estimates
7. **Market Prices** - Agricultural commodity prices
8. **Sustainability Score** - Environmental impact
9. **Farm Planning** - Seasonal planning tools
10. **TurboQuant Capabilities** - Check optimization status (FREE)

## Pricing Tiers

**API Access (per 1,000 requests):**
- **Commoditized:** $0.001 (Basic soil/water data)
- **Enhanced:** $0.003 (Environmental impact, crop suitability)
- **Proprietary:** $0.01 (Planting optimization, carbon credits)
- **EXCLUSIVE:** $0.02 (Patent-pending environmental compatibility)
- **TurboQuant Testing:** FREE (Check optimization capabilities)

**Monthly Plans:**
- **Starter:** $149/month (5k commoditized + 3k enhanced + 1.5k proprietary + 500 exclusive)
- **Pro:** $499/month (20k commoditized + 10k enhanced + 5k proprietary + 2k exclusive)
- **Enterprise:** $1,999/month (100k commoditized + 50k enhanced + 25k proprietary + 10k exclusive)

## Quick Start

### 1. Get API Key
Visit: https://github.com/QWarranto/leafengines-claude-mcp/issues/new?template=get-api-key.md

### 2. Configure Claude Desktop
1. Open Claude Desktop settings
2. Navigate to Developer → MCP Servers
3. Add new server:
   - URL: `https://wzgnxkoeqzvueypwzvyn.supabase.co/functions/v1/mcp-server`
   - Headers: `x-api-key: YOUR_API_KEY_HERE`

### 3. Configure OpenClaw
Add to OpenClaw config:
```yaml
mcpServers:
  leafengines:
    url: https://wzgnxkoeqzvueypwzvyn.supabase.co/functions/v1/mcp-server
    headers:
      x-api-key: YOUR_API_KEY_HERE
```

## Use Cases

### For Farmers & Agriculturists
- **Crop planning** based on soil and climate
- **Irrigation optimization** using weather forecasts
- **Pest management** with detection tools
- **Yield prediction** for harvest planning

### For Researchers & Students
- **Environmental analysis** for studies
- **Climate impact assessment**
- **Agricultural data** for research projects
- **Sustainability scoring**

### For Developers & AI Agents
- **Agricultural intelligence** in applications
- **Environmental data** for AI models
- **Real-time weather** and soil data
- **Integration** with farming IoT systems
- **TurboQuant optimization** testing and deployment

### For TurboQuant Users
- **Test optimization** on your hardware
- **Verify performance** improvements (6x memory, 8x speed)
- **Check compatibility** for Gemma 7B on 4GB devices
- **Optimize deployment** for edge/offline scenarios

## API Documentation

**Base URL:** `https://wzgnxkoeqzvueypwzvyn.supabase.co/functions/v1/`

**Authentication:** `x-api-key` header

**Endpoints:**
- `GET /api/health` - Service health check
- `POST /soil-analysis` - Soil composition analysis
- `GET /weather-forecast` - Weather forecasts
- `POST /crop-recommendation` - Crop suggestions
- `POST /pest-detection` - Pest identification
- `POST /irrigation-schedule` - Water optimization
- `POST /yield-prediction` - Yield estimates
- `GET /market-prices` - Commodity prices
- `POST /sustainability-score` - Environmental impact
- `POST /farm-planning` - Seasonal planning
- `GET /turbo-quant-capabilities` - TurboQuant optimization status (FREE)

## Support & Community

- **GitHub:** https://github.com/QWarranto/leafengines-claude-mcp (v1.1.0 with TurboQuant)
- **Discord:** #mcp channel (Claude Discord)
- **Twitter:** @LeafEnginesAI (TurboQuant announcements)
- **Email:** Support via GitHub issues

## License

Proprietary - Commercial API service. Free tier available for testing including TurboQuant capabilities check.

## TurboQuant Technology

**Powered by Google's TurboQuant research:** 6x memory compression for LLMs enabling Gemma 7B to run on 4GB devices with 8x faster inference for agricultural analysis tasks.