Leafengines

io.github.QWarranto由 GitHub 账号 QWarranto 发布v2.0.8更新于 Oct 24, 2026

🌱 Agricultural AI: Soil analysis, crop recommendations, weather forecasts. FREE TurboQuant.

已验证STDIO仅桌面位置与生活数据与分析

概览

AI 生成的概览

为助手提供农业智能工具，用于土壤分析、作物推荐、天气预报和环境影响的评估。

可以做什么
LeafEngines 提供多项农业分析工具：USDA 土壤成分与 pH、氮磷钾建议，EPA 水质，NOAA 气候与天气预报，作物推荐，病虫害识别，灌溉排程，产量预测，农产品市场价格，以及碳信用与可持续性评分。其中 turbo_quant_capabilities 是免费的硬件优化检查工具。该服务器通过 stdio 在本地运行，文档面向 Claude Desktop 等 MCP 客户端。
适用场景
当助手需要借助土壤、水质、气候和作物数据回答农业、农艺或土地管理问题，或需要给出可持续性与碳信用估算时，适合安装。与农业无关的通用任务则用不上。
运行要求
需要本地 Node.js 运行环境；安装 npm 包 @ancientwhispers54/leafengines-mcp-server 并以 stdio 方式运行。付费工具需要 LEAFENGINES_API_KEY 环境变量，免费的 turbo_quant_capabilities 工具可不填。仅支持桌面客户端，不能在网页中执行。
安装前请注意
付费工具按请求计费并另有月度套餐，助手的一次调用可能产生费用。LEAFENGINES_API_KEY 是密钥，通过环境变量传入，不要写入共享配置。分析请求会发送到服务商的 API，地块或位置信息会离开本机。README 中关于专利、认证和用户数量的说法来自厂商，此处未作核实。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Leafengines，将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Desktop only，通过 STDIO。 STDIO 服务会启动本地进程，因此需要 SourceWeft 桌面宿主。

其他 MCP 客户端

参照 仓库 中的启动说明。

README

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.

[GitHub MCP Registry] [MCP Registry]

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

🌾 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

  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)

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 review2. **Seamless future-proofing** - Aligns with QGIS release cycles (QGIS 4.0.0+ ready)3. **Instant credibility** - Discoverable by 500,000+ QGIS users in agriculture sector4. **Regulatory advantage** - Preferred for government/EPA/USDA-related procurements5. **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 serverleafengines-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 toolcurl -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:

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

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 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

🆓 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 toolleafengines-mcp-server# Then in Claude Desktop, ask: "Check TurboQuant capabilities"

📞 Support

🌱 Happy farming with AI! Powered by TurboQuant technology.

来源：README.md，提交 b74a26f

工具

0
SourceWeft 尚未在沙箱中启动过该软件包，因此其工具未知。

版本历史

1
  1. v2.0.8最新Sep 16, 2026

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