Leafengines Agricultural Intelligence

by QWarranto

349 downloads

Not rated

GitHub

About

LeafEngines is an agricultural intelligence MCP server that provides comprehensive tools for soil analysis, crop recommendations, weather forecasts, and environmental impact assessment. It integrates USDA data with local sources for international coverage. The server supports fre

Details

Author: QWarranto
Downloads: 349
Categories: AI

- Enterprise-grade governance: audit logging, operations dashboard, PII protection, compliance, session correlation
- TurboQuant optimization: 6x memory reduction, 8x faster inference
- Soil analysis using USDA data, satellite intelligence, and environmental factors
- Crop recommendations, weather forecasts, and environmental impact assessment
- Pest detection, irrigation scheduling, yield prediction, market prices, sustainability score
- Free tier available; paid per-request and monthly subscription plans

Setting up with Highlight

This MCP is not yet compatible with Highlight’s one-click setup. However, you can still use it with Highlight by following these steps:

Download and install Highlight from highlightai.com/download
Navigate to the plugins tab and select "Add Custom Plugin"
Configure the plugin with the settings below

Plugin Name Leafengines Agricultural Intelligence

Command (node, npx, python, etc.)

Please refer to the README for specific instructions on how to obtain API keys or other required environment variables.
Enable "Start Automatically" if you want the plugin to start when Highlight launches

Setting up with Cursor

Open Cursor's settings
Navigate to the MCP section
Click "Add new Global MCP server"
Copy and paste the configuration below based on your operating system

JSON

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

Setting up with Claude Desktop

Open Claude Desktop's settings
Go to the Integrations tab
Click "Add MCP Server"
Use the configuration below based on your operating system

Note: Make sure Claude Desktop is running before attempting to connect.

JSON

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

Setting up with Windsurf

Open Windsurf's preferences
Go to the Integrations section
Click "Add MCP Integration"
Use the configuration below based on your operating system

JSON

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

Setting up with Cline

Open Cline's settings
Navigate to the Integrations section
Click "Add MCP Server"
Copy and paste the configuration below based on your operating system

Note: Make sure to restart Cline after adding the configuration.

JSON

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

Setting up with Goose

Open Goose's preferences
Go to the Integrations tab
Select "MCP Servers"
Click "Add New Server"
Use the configuration below based on your operating system

JSON

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

JSON

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

From the repository

Install the MCP server globally (npm install -g @ancientwhispers54/leafengines-mcp-server) and run leafengines-mcp-server. For Claude Desktop, add the server to mcp.json with your API key. A free test API key (leaf-test-370df0a2e62e) is available for immediate soil analysis of any US county. The turbo_quant_capabilities, get_soil_data and county_lookup tools require no API key.

Claude Desktop / Cursor

Paste into your MCP client config file to install this server.

{
    "mcpServers": {
        "leafengines agricultural intelligence": {
            "github": {
                "command": "docker",
                "args": [
                    "run",
                    "-i",
                    "--rm",
                    "-e",
                    "GITHUB_PERSONAL_ACCESS_TOKEN",
                    "mcp/github"
                ],
                "env": {
                    "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
                }
            }
        }
    }
}

McpServers

{
    "github": {
        "command": "docker",
        "args": [
            "run",
            "-i",
            "--rm",
            "-e",
            "GITHUB_PERSONAL_ACCESS_TOKEN",
            "mcp/github"
        ],
        "env": {
            "GITHUB_PERSONAL_ACCESS_TOKEN": "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"
        }
    }
}

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:

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 - 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!

bash

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

---

🌱 Happy farming with AI! Powered by TurboQuant technology.

No reviews yet — be the first

Use Google, GitHub, or an email account so ratings stay tied to real people.

Email sign in

No reviews posted yet.

About

Details

Jump to

Setting up with Highlight

From the repository

Claude Desktop / Cursor

McpServers

LeafEngines - Agricultural AI Intelligence Platform

Overview

Repository Structure

🌾 Features

🛡️ Enterprise-Grade Governance (New!)

TurboQuant Performance

Agricultural Intelligence Tools

Quick Start

Option 1: MCP Server (Claude Desktop)

Run the server

Option 2: OpenClaw Skill

Or manually add to skills directory

Option 3: Direct API

Free Tier Access (Immediate):

Quick Test (30 seconds):

Try it right now - no signup needed!

Working API now available!

URL: https://leafengines-agricultural-intelligence.onrender.com

Access: Comment on GitHub Issue #NUMBER

Pricing

FREE Tier

Paid Tiers (per 1,000 requests)

Monthly Plans

🔗 Integration Guides

Claude Desktop Configuration

OpenClaw Configuration

Composio Integration

Documentation

API Documentation

MCP Server

Skills & Integrations

Contributing

Project Philosophy

What to Contribute

What NOT to Contribute

📄 License

Integration Code

API Service

TurboQuant Technology

👥 Join Our Community

🌐 Links

🆓 Try It Free!

Test the FREE tool

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

Install

More like this

Context 7

1Panel

🔎 GPT Researcher

Serena

FastMCP v2 🚀

MaxKB