LeafEngines - Agricultural AI Intelligence Platform

🌱 TurboQuant-Powered Environmental Intelligence - Soil analysis, crop recommendations, weather forecasts, and environmental impact assessment for sustainable agriculture. The only patent-protected agricultural intellgence platform in the MCP ecosystem.

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

Code

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

🌾 Core Capabilities

USDA, EPA & NOAA Data Integration

USDA Soil Analysis - Comprehensive soil composition, pH, N/P/K recommendations from SSURGO database
EPA Water Quality - National water quality monitoring and contamination risk assessment
NOAA Climate Insights - Historical weather data, climate trends, and agricultural forecasting

Offline-First for Deep Canopy & GPS-Denied Operations

Works anywhere - No internet required for core functionality
Deep canopy compatible - Designed for remote agricultural environments with limited connectivity
GPS-denied ready - Military-grade positioning algorithms for contested environments
Offline-first architecture - Local processing without cloud dependency

Environmental Intelligence & Carbon Credit Calculations

Carbon Credit Calculations - Accurate emissions tracking for regulatory compliance
Sustainability Scoring - Environmental impact assessment and reporting
Environmental compatibility - Patent-pending algorithms for ecosystem analysis

🛡️ Enterprise-Grade Governance (New!)

Built-in production readiness from day one:

✅ Complete audit logging - Every tool call tracked with attribution
✅ Operations dashboard - Real-time monitoring and anomaly detection
✅ PII protection - Automatic sanitization of sensitive data
✅ Compliance ready - SOC 2 alignment, export capabilities
✅ Session correlation - Trace multi-step agent reasoning

Why this matters: Most MCP servers lack governance until enterprises demand it (painful retrofit). We built it in from the start.

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)

bash

# Install globally

## 🎯 QGIS Plugin Officially Approved!

**Plugin ID:** 4987 (LeafEngines Agricultural Intelligence)  
**Version:** 1.0.2 Experimental  
**Status:** ✅ **PUBLICLY AVAILABLE**  
**Download:** https://plugins.qgis.org/plugins/qgis_leafengines/version/1.0.2/download/

### Key Features:
- **USDA soil data** - Soil composition, pH, N/P/K recommendations
- **EPA water quality** - Water quality metrics and analysis
- **NOAA climate data** - Historical weather patterns and agricultural forecasting
- **Satellite vegetation indices** - NDVI, water-stress overlays from NASA MODIS
- **AI-powered crop recommendations** - Tailored to exact field polygons
- **Carbon credit calculations** - Environmental impact scoring for regulatory compliance
- **Offline-first architecture** - Works in remote/"deep canopy" areas
- **GPS-denied capabilities** - Military-proven algorithms for contested environments

### Strategic Advantages for Partners:
1. **Pre-vetted, low-risk integration** - Officially approved by QGIS after rigorous review
2. **Seamless future-proofing** - Aligns with QGIS release cycles (QGIS 4.0.0+ ready)
3. **Instant credibility** - Discoverable by 500,000+ QGIS users in agriculture sector
4. **Regulatory advantage** - Preferred for government/EPA/USDA-related procurements
5. **Ecosystem power** - Integrates with thousands of complementary QGIS plugins

### For OEM Partners:
Embed LeafEngines agricultural intelligence directly into your hardware or software platforms with confidence. The official QGIS approval eliminates weeks of custom validation, security audits, and compatibility testing.

*Approved: April 14, 2026*

npm install -g @ancientwhispers54/leafengines-mcp-server

# Run the server
leafengines-mcp-server

MCP Registry: io.github.QWarranto/leafengines version 1.1.5
GitHub MCP Registry: ✅ Approved July 6, 2026 — listed at github.com/mcp

Option 2: OpenClaw Skill

bash

# Install via ClawHub (available now)
clawhub install leafengines

# Or manually add to skills directory

Option 3: Direct API

bash

# Working API now available!
# URL: https://leafengines-agricultural-intelligence.onrender.com
# Access: Comment on GitHub Issue #NUMBER

# Test FREE tool
curl -X POST https://app.soilsidekickpro.com/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:

config.json

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

OpenClaw Configuration

Add to OpenClaw config:

yaml

skills:
  leafengines:
    enabled: true
    config:
      api_key: YOUR_API_KEY_HERE
      base_url: https://app.soilsidekickpro.com/api-docs

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-docs
Authentication: x-api-key header
Documentation: https://app.soilsidekickpro.com/api-docs
MCP Documentation: https://app.soilsidekickpro.com/mcp

MCP Server

npm: @ancientwhispers54/leafengines-mcp-server
Official MCP Registry: io.github.QWarranto/leafengines
GitHub MCP Registry: ✅ Approved July 6, 2026 — github.com/mcp
GitHub: leafengines-mcp-server
MCP Documentation: https://app.soilsidekickpro.com/mcp

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 or https://app.soilsidekickpro.com/mcp for details.

TurboQuant Technology

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

👥 Join Our Community

750+ developers are already using LeafEngines MCP Server!

💬 GitHub Discussions: Share your use cases & get help
🎥 Upcoming Videos: Agricultural AI MCP tutorials (subscribe for updates)
🐦 Twitter/X: @LeafEnginesAI for updates
📧 Newsletter: Monthly MCP tips & agricultural AI insights

🌐 Links

Website: https://soilsidekickpro.com
Application: https://app.soilsidekickpro.com
API Docs: https://app.soilsidekickpro.com/api-docs
MCP Documentation: https://app.soilsidekickpro.com/mcp
User Guide: https://app.soilsidekickpro.com/user-guide
FAQ: https://app.soilsidekickpro.com/faq
LeafEngines API: https://app.soilsidekickpro.com/leafengines-api
Client Integration Guide: https://app.soilsidekickpro.com/client-integration-guide
SDK Changelog: https://app.soilsidekickpro.com/sdk-changelog
TurboQuant Capabilities: https://app.soilsidekickpro.com/turbo-quant-capabilities
Swagger UI: https://app.soilsidekickpro.com/swagger-ui
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!

bash

# 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 or MCP documentation
Community: OpenClaw Discord, Claude Discord MCP channel

🌱 Happy farming with AI! Powered by TurboQuant technology.