Description

LeafEngines MCP Server - Agricultural Intelligence API for Claude and OpenClaw. Provides 9 tools for soil analysis, weather forecasting, crop recommendations...

README (SKILL.md)

LeafEngines MCP Server v1.1.0

Name: Leafengines Clawhub Skill
Author: qwarranto

TurboQuant-Powered Agricultural Intelligence API for Claude and OpenClaw. Provides environmental data and analysis tools with 6x memory reduction, 8x faster inference. Gemma 7B now runs on 4GB devices.

Features

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

10 Agricultural Intelligence Tools:

Soil Analysis - Composition and recommendations
Weather Forecast - 7-day forecasts
Crop Recommendations - Based on soil/climate
Pest Detection - Identify common pests
Irrigation Scheduling - Water optimization
Yield Prediction - Crop yield estimates
Market Prices - Agricultural commodity prices
Sustainability Score - Environmental impact
Farm Planning - Seasonal planning tools
TurboQuant Capabilities - Check optimization status (FREE)

Pricing Tiers

API Access (per 1,000 requests):

Commoditized: $0.001 (Basic soil/water data)
Enhanced: $0.003 (Environmental impact, crop suitability)
Proprietary: $0.01 (Planting optimization, carbon credits)
EXCLUSIVE: $0.02 (Patent-pending environmental compatibility)
TurboQuant Testing: FREE (Check optimization capabilities)

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)

Quick Start

1. Get API Key

Visit: https://github.com/QWarranto/leafengines-claude-mcp/issues/new?template=get-api-key.md

2. Configure Claude Desktop

Open Claude Desktop settings
Navigate to Developer → MCP Servers
Add new server:
- URL: https://wzgnxkoeqzvueypwzvyn.supabase.co/functions/v1/mcp-server
- Headers: x-api-key: YOUR_API_KEY_HERE

3. Configure OpenClaw

Add to OpenClaw config:

mcpServers:
  leafengines:
    url: https://wzgnxkoeqzvueypwzvyn.supabase.co/functions/v1/mcp-server
    headers:
      x-api-key: YOUR_API_KEY_HERE

Use Cases

For Farmers & Agriculturists

Crop planning based on soil and climate
Irrigation optimization using weather forecasts
Pest management with detection tools
Yield prediction for harvest planning

For Researchers & Students

Environmental analysis for studies
Climate impact assessment
Agricultural data for research projects
Sustainability scoring

For Developers & AI Agents

Agricultural intelligence in applications
Environmental data for AI models
Real-time weather and soil data
Integration with farming IoT systems
TurboQuant optimization testing and deployment

For TurboQuant Users

Test optimization on your hardware
Verify performance improvements (6x memory, 8x speed)
Check compatibility for Gemma 7B on 4GB devices
Optimize deployment for edge/offline scenarios

API Documentation

Base URL: https://wzgnxkoeqzvueypwzvyn.supabase.co/functions/v1/

Authentication: x-api-key header

Endpoints:

GET /api/health - Service health check
POST /soil-analysis - Soil composition analysis
GET /weather-forecast - Weather forecasts
POST /crop-recommendation - Crop suggestions
POST /pest-detection - Pest identification
POST /irrigation-schedule - Water optimization
POST /yield-prediction - Yield estimates
GET /market-prices - Commodity prices
POST /sustainability-score - Environmental impact
POST /farm-planning - Seasonal planning
GET /turbo-quant-capabilities - TurboQuant optimization status (FREE)

Support & Community

GitHub: https://github.com/QWarranto/leafengines-claude-mcp (v1.1.0 with TurboQuant)
Discord: #mcp channel (Claude Discord)
Twitter: @LeafEnginesAI (TurboQuant announcements)
Email: Support via GitHub issues

License

Proprietary - Commercial API service. Free tier available for testing including TurboQuant capabilities check.

TurboQuant Technology

Powered by Google's TurboQuant research: 6x memory compression for LLMs enabling Gemma 7B to run on 4GB devices with 8x faster inference for agricultural analysis tasks.

Usage Guidance

This skill appears to implement an agricultural MCP server integration, but there are a few red flags to review before installing or using it: 1) Clarify why SKILL.md lists node/npm as required while the install script only uses curl — don't run things that need tools you don't trust. 2) Be careful with API key onboarding: the instructions tell you to request a key via a GitHub issue — do not paste any secret keys or private data into public issues. Ask the maintainer how keys are delivered (prefer private email or a secure dashboard). 3) Verify the supabase endpoint owner and the GitHub repository (https://github.com/QWarranto/leafengines-claude-mcp) to confirm legitimacy. 4) Inspect the install script content and back up your existing ~/.openclaw/config before running it; consider manually adding the mcpServers block to your config rather than running scripts. 5) If you need higher assurance, request an official homepage, public release notes, or an explanation of the TurboQuant claims and node/npm requirement — that additional info would raise confidence.

Capability Analysis

Type: OpenClaw Skill Name: leafengines-clawhub-skill Version: 1.1.0 The LeafEngines skill bundle provides an MCP server for agricultural intelligence and environmental analysis. The installation script (scripts/install.sh) is well-behaved, focusing on creating local configuration files and verifying API connectivity to a Supabase-hosted endpoint. The documentation (SKILL.md and API_REFERENCE.md) is detailed and consistent with the stated agricultural purpose, and no evidence of data exfiltration, malicious execution, or prompt injection was found.

Capability Assessment

ℹ Purpose & Capability

The skill's name, description, SKILL.md tools list, and API reference are coherent for an agricultural intelligence MCP server. However the SKILL.md metadata declares required binaries (node, npm) while the included install script only checks for curl and the registry metadata at the top lists no required binaries — this is an inconsistency between claimed runtime needs and the actual installer.

ℹ Instruction Scope

Runtime instructions only direct the agent/user to configure an MCP server URL and include an x-api-key header for calls to a single Supabase-hosted endpoint. The install.sh writes a config file into ~/.openclaw/config/config.yaml (expected for an OpenClaw skill). The instructions for obtaining the API key (open a GitHub issue) are unusual because they risk exposing credentials if users paste secrets in a public issue.

✓ Install Mechanism

There is no automated install spec; the repo includes a local scripts/install.sh that performs only local operations (checks curl, creates ~/.openclaw/config, writes an instructions file, tests a health endpoint). The script does not download or execute remote code or extract archives from arbitrary URLs.

⚠ Credentials

The skill does not declare required environment variables, but it requires an x-api-key for the external MCP endpoint — that's expected. The concern is the suggested API key onboarding (opening a GitHub issue) which could result in accidental public disclosure of keys. Also, the declared node/npm requirement in SKILL.md metadata is not justified by the included files, another mismatch that should be clarified.

✓ Persistence & Privilege

The skill does not request always:true and does not modify other skills or global agent settings. It does write/modify a per-user OpenClaw config file (~/.openclaw/config/config.yaml), which is reasonable for a client MCP integration but should be reviewed by the user before running.

Version History

v1.1.0

- Skill name changed from `leafengines-clawhub-skill` to `leafengines`. - No functional, feature, or API changes—documentation remains the same except for the updated name. - Version remains at 1.1.0.

v0.1.1

TurboQuant-powered upgrade with new features and performance improvements. - Upgraded to MCP Server v1.1.0 with TurboQuant support (6x memory reduction, 8x faster inference). - Added "TurboQuant Capabilities" tool (FREE) to check optimization status and device compatibility. - Expanded intelligence suite to 10 tools, including carbon credit calculation and environmental compliance. - Improved performance enables Gemma 7B models to run on 4GB devices. - Updated pricing tiers and monthly plans with TurboQuant testing available free.

v0.1.0

Initial release of LeafEngines MCP Server skill. - Provides 9 agricultural intelligence tools, including soil analysis, weather forecasting, crop recommendations, and more. - Integrates with Claude and OpenClaw for access to environmental and crop data. - Supports API authentication via x-api-key header. - Includes setup instructions for Claude Desktop and OpenClaw. - Offers detailed pricing tiers and developer documentation.

Metadata

Slug leafengines-clawhub-skill

Version 1.1.0

License MIT-0

All-time Installs 1

Active Installs 1

Total Versions 3

Frequently Asked Questions

What is Leafengines Clawhub Skill?

LeafEngines MCP Server - Agricultural Intelligence API for Claude and OpenClaw. Provides 9 tools for soil analysis, weather forecasting, crop recommendations... It is an AI Agent Skill for Claude Code / OpenClaw, with 139 downloads so far.

How do I install Leafengines Clawhub Skill?

Run "/install leafengines-clawhub-skill" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Leafengines Clawhub Skill free?

Yes, Leafengines Clawhub Skill is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Leafengines Clawhub Skill support?

Leafengines Clawhub Skill is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Leafengines Clawhub Skill?

It is built and maintained by QWarranto (@qwarranto); the current version is v1.1.0.

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