{
  "markdown": "# LeafEngines - Agricultural AI Intelligence Platform\n\n🌱 **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.\n\n[![GitHub MCP Registry](https://img.shields.io/badge/GitHub%20MCP%20Registry-Approved-brightgreen?logo=github)](https://github.com/mcp) [![MCP Registry](https://img.shields.io/badge/MCP%20Registry-io.github.QWarranto%2Fleafengines-blue)](https://registry.modelcontextprotocol.io/servers/io.github.QWarranto/leafengines)\n\n##  Overview\n\nLeafEngines provides agricultural intelligence through multiple integration channels:\n- **MCP Server** for Claude Desktop and MCP-compatible clients\n- **ClawHub Skill** for OpenClaw agents  \n- **Claude Skill** for Claude.ai users\n- **Composio Integration** for enterprise AI agents\n- **Direct API** for developers and applications\n\n##  Repository Structure\n\n```\nleafengines-claude-mcp/\n├── leafengines-mcp-server/          # MCP Server (npm package)\n│   ├── README.md                    # Installation & usage\n│   ├── src/                         # TypeScript source\n│   └── dist/                        # Compiled JavaScript\n├── leafengines-clawhub-skill/       # OpenClaw skill\n│   ├── README.md                    # OpenClaw integration\n│   ├── SKILL.md                     # Skill definition\n│   ├── references/                  # Reference materials\n│   └── scripts/                     # Helper scripts\n├── leafengines-claude-skill/        # Claude.ai skill\n│   ├── README.md                    # Claude integration\n│   └── SKILL.md                     # Skill definition\n├── leafengines-agricultural-intelligence/ # Core intelligence\n├── leafengines-opportunity-scanner/ # Market opportunity tools\n├── leafengines-arbitrage-skill/     # Agricultural arbitrage\n└── leafengines-workspace-skill/     # Workspace management\n```\n\n## 🌾 Core Capabilities\n\n### USDA, EPA & NOAA Data Integration\n- **USDA Soil Analysis** - Comprehensive soil composition, pH, N/P/K recommendations from SSURGO database\n- **EPA Water Quality** - National water quality monitoring and contamination risk assessment\n- **NOAA Climate Insights** - Historical weather data, climate trends, and agricultural forecasting\n\n### Offline-First for Deep Canopy & GPS-Denied Operations\n- **Works anywhere** - No internet required for core functionality\n- **Deep canopy compatible** - Designed for remote agricultural environments with limited connectivity\n- **GPS-denied ready** - Military-grade positioning algorithms for contested environments\n- **Offline-first architecture** - Local processing without cloud dependency\n\n### Environmental Intelligence & Carbon Credit Calculations\n- **Carbon Credit Calculations** - Accurate emissions tracking for regulatory compliance\n- **Sustainability Scoring** - Environmental impact assessment and reporting\n- **Environmental compatibility** - Patent-pending algorithms for ecosystem analysis\n\n## 🛡️ Enterprise-Grade Governance (New!)\n\n**Built-in production readiness from day one:**\n- ✅ **Complete audit logging** - Every tool call tracked with attribution\n- ✅ **Operations dashboard** - Real-time monitoring and anomaly detection  \n- ✅ **PII protection** - Automatic sanitization of sensitive data\n- ✅ **Compliance ready** - SOC 2 alignment, export capabilities\n- ✅ **Session correlation** - Trace multi-step agent reasoning\n\n**Why this matters:** Most MCP servers lack governance until enterprises demand it (painful retrofit). We built it in from the start.\n\n### **TurboQuant Performance**\n- **6x memory reduction** with Google TurboQuant optimization\n- **8x faster inference** for agricultural analysis\n- **Gemma 7B on 4GB devices** (previously required 8GB+)\n- **Cloud-equivalent performance** on edge devices\n\n### **Agricultural Intelligence Tools**\n1. **Soil Analysis** - USDA soil data, satellite intelligence, environmental factors\n2. **Crop Recommendations** - Optimal crop selection based on soil and climate\n3. **Weather Forecasts** - Agricultural weather data for planning\n4. **Environmental Impact** - Carbon footprint, water usage, sustainability analysis\n5. **TurboQuant Capabilities** - FREE hardware optimization check (no API key required)\n6. **Pest Detection** - Identify common agricultural pests\n7. **Irrigation Scheduling** - Water optimization based on weather\n8. **Yield Prediction** - Crop yield estimates\n9. **Market Prices** - Agricultural commodity prices\n10. **Sustainability Score** - Environmental impact assessment\n\n## Quick Start\n\n### **Option 1: MCP Server (Claude Desktop)**\n```bash\n# Install globally\n\n## 🎯 QGIS Plugin Officially Approved!\n\n**Plugin ID:** 4987 (LeafEngines Agricultural Intelligence)  \n**Version:** 1.0.2 Experimental  \n**Status:** ✅ **PUBLICLY AVAILABLE**  \n**Download:** https://plugins.qgis.org/plugins/qgis_leafengines/version/1.0.2/download/\n\n### Key Features:\n- **USDA soil data** - Soil composition, pH, N/P/K recommendations\n- **EPA water quality** - Water quality metrics and analysis\n- **NOAA climate data** - Historical weather patterns and agricultural forecasting\n- **Satellite vegetation indices** - NDVI, water-stress overlays from NASA MODIS\n- **AI-powered crop recommendations** - Tailored to exact field polygons\n- **Carbon credit calculations** - Environmental impact scoring for regulatory compliance\n- **Offline-first architecture** - Works in remote/\"deep canopy\" areas\n- **GPS-denied capabilities** - Military-proven algorithms for contested environments\n\n### Strategic Advantages for Partners:\n1. **Pre-vetted, low-risk integration** - Officially approved by QGIS after rigorous review\n2. **Seamless future-proofing** - Aligns with QGIS release cycles (QGIS 4.0.0+ ready)\n3. **Instant credibility** - Discoverable by 500,000+ QGIS users in agriculture sector\n4. **Regulatory advantage** - Preferred for government/EPA/USDA-related procurements\n5. **Ecosystem power** - Integrates with thousands of complementary QGIS plugins\n\n### For OEM Partners:\nEmbed 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.\n\n*Approved: April 14, 2026*\n\nnpm install -g @ancientwhispers54/leafengines-mcp-server\n\n# Run the server\nleafengines-mcp-server\n```\n\n**MCP Registry:** `io.github.QWarranto/leafengines` version 1.1.5  \n**GitHub MCP Registry:** ✅ Approved July 6, 2026 — listed at [github.com/mcp](https://github.com/mcp)\n\n### **Option 2: OpenClaw Skill**\n```bash\n# Install via ClawHub (available now)\nclawhub install leafengines\n\n# Or manually add to skills directory\n```\n\n### **Option 3: Direct API**\n```bash\n# Working API now available!\n# URL: https://leafengines-agricultural-intelligence.onrender.com\n# Access: Comment on GitHub Issue #NUMBER\n\n# Test FREE tool\ncurl -X POST https://app.soilsidekickpro.com/turbo-quant-capabilities\n```\n\n##  Pricing\n\n### **FREE Tier**\n- `turbo_quant_capabilities` tool - No API key required\n- Hardware optimization check\n- TurboQuant compatibility verification\n\n### **Paid Tiers** (per 1,000 requests)\n- **Commoditized:** $0.001 (Basic soil/weather data)\n- **Enhanced:** $0.003 (Environmental impact, crop suitability)\n- **Proprietary:** $0.01 (Planting optimization, carbon credits)\n- **EXCLUSIVE:** $0.02 (Patent-pending environmental compatibility)\n\n### **Monthly Plans**\n- **Starter:** $149/month (5k commoditized + 3k enhanced + 1.5k proprietary + 500 exclusive)\n- **Pro:** $499/month (20k commoditized + 10k enhanced + 5k proprietary + 2k exclusive)\n- **Enterprise:** $1,999/month (100k commoditized + 50k enhanced + 25k proprietary + 10k exclusive)\n\n## 🔗 Integration Guides\n\n### **Claude Desktop Configuration**\nAdd to `mcp.json`:\n```json\n{\n  \"mcpServers\": {\n    \"leafengines\": {\n      \"command\": \"leafengines-mcp-server\",\n      \"env\": {\n        \"LEAFENGINES_API_KEY\": \"your_api_key_here\"\n      }\n    }\n  }\n}\n```\n\n### **OpenClaw Configuration**\nAdd to OpenClaw config:\n```yaml\nskills:\n  leafengines:\n    enabled: true\n    config:\n      api_key: YOUR_API_KEY_HERE\n      base_url: https://app.soilsidekickpro.com/api-docs\n```\n\n### **Composio Integration**\nLeafEngines is available on Composio platform as custom tools for enterprise AI agents.\n\n##  Documentation\n\n### **API Documentation**\n- **Base URL:** `https://app.soilsidekickpro.com/api-docs`\n- **Authentication:** `x-api-key` header\n- **Documentation:** [https://app.soilsidekickpro.com/api-docs](https://app.soilsidekickpro.com/api-docs)\n- **MCP Documentation:** [https://app.soilsidekickpro.com/mcp](https://app.soilsidekickpro.com/mcp)\n\n### **MCP Server**\n- **npm:** [@ancientwhispers54/leafengines-mcp-server](https://www.npmjs.com/package/@ancientwhispers54/leafengines-mcp-server)\n- **Official MCP Registry:** [io.github.QWarranto/leafengines](https://registry.modelcontextprotocol.io/servers/io.github.QWarranto/leafengines)\n- **GitHub MCP Registry:** ✅ Approved July 6, 2026 — [github.com/mcp](https://github.com/mcp)\n- **GitHub:** [leafengines-mcp-server](https://github.com/QWarranto/leafengines-claude-mcp/tree/main/leafengines-mcp-server)\n- **MCP Documentation:** [https://app.soilsidekickpro.com/mcp](https://app.soilsidekickpro.com/mcp)\n\n### **Skills & Integrations**\n- **ClawHub Skill:** For OpenClaw agents\n- **Claude Skill:** For Claude.ai users\n- **Composio Tools:** For enterprise AI agents\n\n##  Contributing\n\nContributions are welcome! Please see individual directory `CONTRIBUTING.md` files for guidelines.\n\n### **Project Philosophy**\nThis repository contains **integration adapters only**. All proprietary intelligence (TurboQuant, AlphaEarth embeddings, phenology models) remains in the backend API.\n\n### **What to Contribute**\n- Bug fixes and improvements\n- Documentation enhancements\n- Integration examples\n- Test cases\n\n### **What NOT to Contribute**\n- Proprietary algorithms\n- Hardcoded business logic\n- IP-sensitive code\n\n## 📄 License\n\n### **Integration Code**\nApache 2.0 License - See individual directory LICENSE files.\n\n### **API Service**\nCommercial terms with FREE tier available. See [pricing section](#-pricing) or [https://app.soilsidekickpro.com/mcp](https://app.soilsidekickpro.com/mcp) for details.\n\n### **TurboQuant Technology**\nBased on Google's TurboQuant research (6x memory compression for LLMs).\n\n## 👥 Join Our Community\n\n**750+ developers are already using LeafEngines MCP Server!**\n\n- 💬 **GitHub Discussions:** [Share your use cases & get help](https://github.com/QWarranto/leafengines-claude-mcp/discussions)\n- 🎥 **Upcoming Videos:** Agricultural AI MCP tutorials (subscribe for updates)\n- 🐦 **Twitter/X:** [@LeafEnginesAI](https://twitter.com/LeafEnginesAI) for updates\n- 📧 **Newsletter:** Monthly MCP tips & agricultural AI insights\n\n## 🌐 Links\n\n- **Website:** [https://soilsidekickpro.com](https://soilsidekickpro.com)\n- **Application:** [https://app.soilsidekickpro.com](https://app.soilsidekickpro.com)\n- **API Docs:** [https://app.soilsidekickpro.com/api-docs](https://app.soilsidekickpro.com/api-docs)\n- **MCP Documentation:** [https://app.soilsidekickpro.com/mcp](https://app.soilsidekickpro.com/mcp)\n- **User Guide:** [https://app.soilsidekickpro.com/user-guide](https://app.soilsidekickpro.com/user-guide)\n- **FAQ:** [https://app.soilsidekickpro.com/faq](https://app.soilsidekickpro.com/faq)\n- **LeafEngines API:** [https://app.soilsidekickpro.com/leafengines-api](https://app.soilsidekickpro.com/leafengines-api)\n- **Client Integration Guide:** [https://app.soilsidekickpro.com/client-integration-guide](https://app.soilsidekickpro.com/client-integration-guide)\n- **SDK Changelog:** [https://app.soilsidekickpro.com/sdk-changelog](https://app.soilsidekickpro.com/sdk-changelog)\n- **TurboQuant Capabilities:** [https://app.soilsidekickpro.com/turbo-quant-capabilities](https://app.soilsidekickpro.com/turbo-quant-capabilities)\n- **Swagger UI:** [https://app.soilsidekickpro.com/swagger-ui](https://app.soilsidekickpro.com/swagger-ui)\n- **MCP Registry:** [io.github.QWarranto/leafengines](https://registry.modelcontextprotocol.io/servers/io.github.QWarranto/leafengines)\n- **npm Package:** [@ancientwhispers54/leafengines-mcp-server](https://www.npmjs.com/package/@ancientwhispers54/leafengines-mcp-server)\n- **Composio:** Custom tools available on platform\n\n## 🆓 Try It Free!\n\nThe `turbo_quant_capabilities` tool is completely free - no API key or payment required. Perfect for testing and demonstrations!\n\n```bash\n# Test the FREE tool\nleafengines-mcp-server\n# Then in Claude Desktop, ask: \"Check TurboQuant capabilities\"\n```\n\n## 📞 Support\n\n- **GitHub Issues:** [Bug reports and feature requests](https://github.com/QWarranto/leafengines-claude-mcp/issues)\n- **API Support:** Contact through [API documentation](https://app.soilsidekickpro.com/api-docs) or [MCP documentation](https://app.soilsidekickpro.com/mcp)\n- **Community:** OpenClaw Discord, Claude Discord MCP channel\n\n---\n\n🌱 **Happy farming with AI!** Powered by TurboQuant technology.\n",
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