LeafEngines - Agricultural AI Intelligence Platform

🌱 TurboQuant-Powered Environmental Intelligence - Soil analysis, crop recommendations, weather forecasts, and environmental impact assessment for sustainable agriculture.

🚀 Overview

LeafEngines provides agricultural intelligence through multiple integration channels:

MCP Server for Claude Desktop and MCP-compatible clients
ClawHub Skill for OpenClaw agents
Claude Skill for Claude.ai users
Composio Integration for enterprise AI agents
Direct API for developers and applications

📦 Repository Structure

leafengines-claude-mcp/
├── leafengines-mcp-server/          # MCP Server (npm package)
│   ├── README.md                    # Installation & usage
│   ├── src/                         # TypeScript source
│   └── dist/                        # Compiled JavaScript
├── leafengines-clawhub-skill/       # OpenClaw skill
│   ├── README.md                    # OpenClaw integration
│   ├── SKILL.md                     # Skill definition
│   ├── references/                  # Reference materials
│   └── scripts/                     # Helper scripts
├── leafengines-claude-skill/        # Claude.ai skill
│   ├── README.md                    # Claude integration
│   └── SKILL.md                     # Skill definition
├── leafengines-agricultural-intelligence/ # Core intelligence
├── leafengines-opportunity-scanner/ # Market opportunity tools
├── leafengines-arbitrage-skill/     # Agricultural arbitrage
└── leafengines-workspace-skill/     # Workspace management

🌾 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

Agricultural Intelligence Tools

Soil Analysis - USDA soil data, satellite intelligence, environmental factors
Crop Recommendations - Optimal crop selection based on soil and climate
Weather Forecasts - Agricultural weather data for planning
Environmental Impact - Carbon footprint, water usage, sustainability analysis
TurboQuant Capabilities - FREE hardware optimization check (no API key required)
Pest Detection - Identify common agricultural pests
Irrigation Scheduling - Water optimization based on weather
Yield Prediction - Crop yield estimates
Market Prices - Agricultural commodity prices
Sustainability Score - Environmental impact assessment

🚀 Quick Start

Option 1: MCP Server (Claude Desktop)

# Install globally
npm install -g @ancientwhispers54/leafengines-mcp-server

# Run the server
leafengines-mcp-server

MCP Registry: io.github.QWarranto/leafengines version 1.1.5

Option 2: OpenClaw Skill

# Install via ClawHub (when available)
clawhub install leafengines

# Or manually add to skills directory

Option 3: Direct API

# Get API key
curl -X POST https://app.soilsidekickpro.com/api/auth

# Test FREE tool
curl -X POST https://app.soilsidekickpro.com/api/turbo-quant-capabilities

💰 Pricing

FREE Tier

turbo_quant_capabilities tool - No API key required
Hardware optimization check
TurboQuant compatibility verification

Paid Tiers (per 1,000 requests)

Commoditized: $0.001 (Basic soil/weather data)
Enhanced: $0.003 (Environmental impact, crop suitability)
Proprietary: $0.01 (Planting optimization, carbon credits)
EXCLUSIVE: $0.02 (Patent-pending environmental compatibility)

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)

🔗 Integration Guides

Claude Desktop Configuration

Add to mcp.json:

{
  "mcpServers": {
    "leafengines": {
      "command": "leafengines-mcp-server",
      "env": {
        "LEAFENGINES_API_KEY": "your_api_key_here"
      }
    }
  }
}

OpenClaw Configuration

Add to OpenClaw config:

skills:
  leafengines:
    enabled: true
    config:
      api_key: YOUR_API_KEY_HERE
      base_url: https://wzgnxkoeqzvueypwzvyn.supabase.co/functions/v1/mcp-server-v2

Composio Integration

LeafEngines is available on Composio platform as custom tools for enterprise AI agents.

📚 Documentation

API Documentation

Base URL: https://app.soilsidekickpro.com/api
Authentication: x-api-key header
Documentation: https://app.soilsidekickpro.com/api-docs

MCP Server

npm: @ancientwhispers54/leafengines-mcp-server
Registry: io.github.QWarranto/leafengines
GitHub: leafengines-mcp-server

Skills & Integrations

ClawHub Skill: For OpenClaw agents
Claude Skill: For Claude.ai users
Composio Tools: For enterprise AI agents

🤝 Contributing

Contributions are welcome! Please see individual directory CONTRIBUTING.md files for guidelines.

Project Philosophy

This repository contains integration adapters only. All proprietary intelligence (TurboQuant, AlphaEarth embeddings, phenology models) remains in the backend API.

What to Contribute

Bug fixes and improvements
Documentation enhancements
Integration examples
Test cases

What NOT to Contribute

Proprietary algorithms
Hardcoded business logic
IP-sensitive code

📄 License

Integration Code

Apache 2.0 License - See individual directory LICENSE files.

API Service

Commercial terms with FREE tier available. See pricing section.

TurboQuant Technology

Based on Google's TurboQuant research (6x memory compression for LLMs).

🌐 Links

Website: https://soilsidekickpro.com
API Docs: https://app.soilsidekickpro.com/api-docs
MCP Registry: io.github.QWarranto/leafengines
npm Package: @ancientwhispers54/leafengines-mcp-server
Composio: Custom tools available on platform

🆓 Try It Free!

The turbo_quant_capabilities tool is completely free - no API key or payment required. Perfect for testing and demonstrations!

# Test the FREE tool
leafengines-mcp-server
# Then in Claude Desktop, ask: "Check TurboQuant capabilities"

📞 Support

GitHub Issues: Bug reports and feature requests
API Support: Contact through API documentation
Community: OpenClaw Discord, Claude Discord MCP channel

🌱 Happy farming with AI! Powered by TurboQuant technology.

leafengines

Quick Install