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

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

🛡️ 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

1. Soil Analysis - USDA soil data, satellite intelligence, environmental factors
2. Crop Recommendations - Optimal crop selection based on soil and climate
3. Weather Forecasts - Agricultural weather data for planning
4. Environmental Impact - Carbon footprint, water usage, sustainability analysis
5. TurboQuant Capabilities - FREE hardware optimization check (no API key required)
6. Pest Detection - Identify common agricultural pests
7. Irrigation Scheduling - Water optimization based on weather
8. Yield Prediction - Crop yield estimates
9. Market Prices - Agricultural commodity prices
10. 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 (available now)
clawhub install leafengines

# Or manually add to skills directory

Option 3: Direct API

## 🚀 **TRY IT NOW - NO API KEY NEEDED!**

### **Free Tier Access (Immediate):**
- **Soil analysis** for any US county
- **No signup required** - just use test key leaf-test-370df0a2e62e, (if requested)
- **Instant value** - get USDA soil data in seconds

### **Quick Test (30 seconds):**
```bash
# Try it right now - no signup needed!
curl -H "x-api-key: leaf-test-370df0a2e62e" \
  -X POST https://api.soilsidekickpro.com/v1/soil/analyze \
  -d '{"county_fips": "12086"}'

curl -X POST https://app.soilsidekickpro.com/turbo-quant-capabilities

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

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: normally $149/month (5k commoditized + 3k enhanced + 1.5k proprietary + 500 exclusive)
• or via Stripe checkout (Starter: $49 Founder Pricing vs $149/mo after June 1, 2026)
• ->https://buy.stripe.com/14A7sL30y8bR2F4fbgaMU02
• 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://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
• Registry: io.github.QWarranto/leafengines
• 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, 'get_soil_data' and 'county_lookup' tools are 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", or, "Compare corn vs soybeans vs sorghum for my 100-acre field in zip code 31215 (Fayette County, GA)", or "what is my soil type in (your county and state)?"

📞 Support

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

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🌱 Happy farming with AI! Powered by TurboQuant technology.