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Agent Skill · 研究检索

leafengines(leafengines 分析)

leafengines 用于查找、检索和筛选相关信息,适合在 OpenClaw 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

leafengines 是研究检索类 Agent Skill,可用宿主为 OpenClaw,通过ClawHub获取,权限为接触敏感数据;许可证为 MIT-0,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 24,297。

总安装 4,051周安装 174GitHub Stars 公开资料未说明下载 1,420核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
MIT-0
版本
1.1.2

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:leafengines(leafengines 分析)
来源仓库:https://github.com/qwarranto/leafengines
安装命令:
openclaw skills install leafengines
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 OpenClaw 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

ClawHubOpenClaw
openclaw skills install leafengines

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

提供土壤分析、作物建议与天气预测农业智能工具。包含三种 TurboQuant 分析功能模块。支持免费套餐与创始人定价模式接入。leafengines 属于研究检索类 Skill,可作为该场景下的辅助能力补充。安装命令:openclaw skills install leafengines。

需核实气象数据接口调用权限与地域覆盖范围。

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 OpenClaw;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 openclaw skills install leafengines;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要接触敏感数据,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

leafengines 怎么安装?

在终端执行 openclaw skills install leafengines。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

leafengines 支持哪些 AI 工具?

公开资料标注支持 OpenClaw。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

leafengines 需要什么权限?

权限级别是接触敏感数据。该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

leafengines 是免费的吗?

来源标注的许可证是 MIT-0。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

leafengines 用的人多吗?

公开数据是累计安装 4,051 次,近一周安装 174 次,下载 1,420 次。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

leafengines 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

值得选的地方和要先想清楚的地方

值得选的地方

  • 专注 OpenClaw 一种宿主,触发方式和使用习惯不用来回切换。
  • 许可证明确为 MIT-0,商用和分发边界好判断。

先想清楚的地方

  • 需要接触敏感数据,装到常用环境前要先评估影响面。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 OpenClaw,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 环境里有大量密钥、凭证,不方便给第三方 Skill 读取的人。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
leafengines

leafengines 分析 · 本页

4,051—接触敏感数据MIT-0有提醒

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

name
leafengines
version
1.2.0
description
LeafEngines - Agricultural Intelligence with Free Tier & Founder Pricing. 1,092+ downloads. 3 tools for soil analysis, crop recommendations, and TurboQuant capabilities. Free tier available with x-free-tier header.
homepage
https://app.soilsidekickpro.com/mcp
source
https://github.com/QWarranto/leafengines-claude-mcp
metadata
{"openclaw":{"emoji":"🌱","os":["darwin","linux"],"requires":{"bins":[]},"install":[{"id":"claude-desktop","kind":"manual","steps":["1. Open Claude Desktop settings","2. Navigate to Developer → MCP Servers","3. Add new server with URL: https://wzgnxkoeqzvueypwzvyn.supabase.co/functions/v1/mcp-server","4. Add header: x-free-tier: true (FREE) OR x-api-key: YOUR_PAID_KEY (Paid)"],"label":"Configure in Claude Desktop"},{"id":"openclaw-mcp","kind":"manual","steps":["1. Choose FREE tier (x-free-tier: true) or PAID tier (get API key from Stripe checkout)","2. Configure MCP server in OpenClaw config with appropriate header"],"label":"Configure in OpenClaw"}],"mcp":{"server":"https://wzgnxkoeqzvueypwzvyn.supabase.co/functions/v1/mcp-server","headers":{"x-free-tier":"true"},"tools":[{"name":"analyze_soil","description":"Analyze soil characteristics and get recommendations for a specific location. Requires county_fips parameter (5-digit code).","inputSchema":{"type":"object","properties":{"county_fips":{"type":"string","description":"5-digit county FIPS code (e.g., '13067' for Fulton County, GA)"},"api_key":{"type":"string","description":"Optional API key for paid features (use x-api-key header instead)"}},"required":["county_fips"]}},{"name":"recommend_crop","description":"Get crop recommendations based on soil analysis.","inputSchema":{"type":"object","properties":{"county_fips":{"type":"string","description":"5-digit county FIPS code"},"api_key":{"type":"string","description":"Optional API key for paid features"}},"required":["county_fips"]}},{"name":"check_turboquant","description":"Check if TurboQuant capabilities are available for a location (FREE). No authentication required.","inputSchema":{"type":"object","properties":{"county_fips":{"type":"string","description":"5-digit county FIPS code"}},"required":["county_fips"]}}]}}}

LeafEngines MCP Server v1.2.0

Agricultural Intelligence with Free Tier & Founder Pricing for Claude and OpenClaw. 1,092+ downloads since March 29. Free tier available with x-free-tier: true header.

Features

Why 1,092+ Developers Choose Us:

  • ✅ Free tier available - No API key required for testing
  • ✅ Founder pricing - $10→$49/month lifetime lock (first 100 customers)
  • ✅ Simple integration - 3 focused tools with clear parameters
  • ✅ Proven adoption - 1,092 organic downloads
  • ✅ Active development - Regular updates and improvements

3 Agricultural Intelligence Tools:

  1. Analyze Soil - Soil characteristics and recommendations (requires county_fips)
  2. Recommend Crop - Crop suggestions based on soil analysis
  3. Check TurboQuant - Verify optimization capabilities (FREE, no auth)

Pricing Tiers

Free Tier (No Payment Required)

  • Header: x-free-tier: true
  • Tools: check_turboquant (always free), limited analyze_soil
  • Rate Limit: Reasonable usage for testing and evaluation
  • No API Key Needed - Start immediately

Founder Pricing (First 100 Customers - Lifetime Lock)

Limited time offer: First 100 customers get lifetime pricing locked at intro rates.

Starter Plan:

  • Intro: $10/month → Lifetime: $49/month (normally $149)
  • Checkout: https://buy.stripe.com/14A7sL30y8bR2F4fbgaMU02

Pro Plan:

  • Intro: $49/month → Lifetime: $149/month (normally $499)
  • Checkout: https://buy.stripe.com/cNi3cv1WuajZcfE7IOaMU03

After 100 customers or 30 days: Prices return to normal ($149/$499)

Normal Pricing (After Founder Period)

  • Starter: $149/month
  • Pro: $499/month
  • Enterprise: $1,999/month (custom volume)

Quick Start

Option A: Free Tier (Start Immediately)

No API key required - Use x-free-tier: true header

  1. 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-free-tier: true

  1. Configure OpenClaw:
mcpServers:
  leafengines:
    url: https://wzgnxkoeqzvueypwzvyn.supabase.co/functions/v1/mcp-server
    headers:
      x-free-tier: true

Option B: Paid Tier (Full Access)

Get Founder pricing - First 100 customers get lifetime lock

  1. Get API Key:

- Starter: https://buy.stripe.com/14A7sL30y8bR2F4fbgaMU02 ($10→$49/month lifetime) - Pro: https://buy.stripe.com/cNi3cv1WuajZcfE7IOaMU03 ($49→$149/month lifetime)

  1. Configure Claude Desktop:

- Same URL as above - Headers: x-api-key: YOUR_PAID_API_KEY_HERE

  1. Configure OpenClaw:
mcpServers:
  leafengines:
    url: https://wzgnxkoeqzvueypwzvyn.supabase.co/functions/v1/mcp-server
    headers:
      x-api-key: YOUR_PAID_API_KEY_HERE

Join 1,092+ developers using agricultural intelligence tools.

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

Security & Privacy

Data Handling & Security

  • SSL/TLS Encryption: All API calls use HTTPS with valid SSL certificates from Supabase
  • Endpoint Security: https://wzgnxkoeqzvueypwzvyn.supabase.co/functions/v1/mcp-server
  • Data Retention: API request logs retained for 30 days for usage monitoring and abuse prevention
  • No Personal Data Collection: API does not collect or store personal information beyond necessary request data
  • Supabase Infrastructure: Enterprise-grade cloud platform with SOC 2 compliance

Free Tier Privacy

  • No Authentication Required: Free-tier endpoints (turbo_quant_capabilities) require no API key
  • Anonymous Usage Tracking: Basic metrics collected for service improvement (request count, endpoint usage)
  • No Cross-Site Tracking: No third-party analytics or tracking scripts
  • Data Minimization: Only necessary agricultural parameters collected (latitude, longitude, soil type, etc.)

API Key Privacy

  • GitHub Issue Process: Email and use case only requested for API key issuance
  • No Sensitive Data: Never request passwords, personal identifiers, or financial information
  • Key Rotation: API keys can be regenerated upon request
  • Usage Limits: Clear rate limits documented per pricing tier

API Key Options

1. Free Tier (Recommended for Testing)

  • Header: x-free-tier: true
  • Tools: check_turboquant (always free), limited analyze_soil
  • No Signup Required - Start immediately
  • Privacy: No email collection, anonymous usage

2. Founder Pricing (Limited Time)

First 100 customers get lifetime pricing lock:

  • Starter: $10/month → $49/month lifetime (normally $149)

- Checkout: https://buy.stripe.com/14A7sL30y8bR2F4fbgaMU02

  • Pro: $49/month → $149/month lifetime (normally $499)

- Checkout: https://buy.stripe.com/cNi3cv1WuajZcfE7IOaMU03

3. Normal Pricing (After Founder Period)

  • Starter: $149/month
  • Pro: $499/month
  • Enterprise: $1,999/month (custom)

No more GitHub issue requests - All API keys via Stripe checkout for instant access.

API Documentation

MCP Server URL: https://wzgnxkoeqzvueypwzvyn.supabase.co/functions/v1/mcp-server

Authentication Options:

  1. Free Tier: x-free-tier: true header
  2. Paid Tier: x-api-key: YOUR_PAID_KEY_HERE header

Emergency API (Direct Calls):

  • Base URL: https://leafengines-emergency-api-1.onrender.com/v1/
  • Free Tier: Same x-free-tier: true header
  • Parameter: county_fips (5-digit code required)

MCP Tools:

  1. analyze_soil - Soil analysis with recommendations

- Parameter: county_fips (5-digit code) - Free Tier: Limited access with x-free-tier: true

  1. recommend_crop - Crop recommendations

- Parameter: county_fips (5-digit code) - Paid Tier: Full access with x-api-key

  1. check_turboquant - TurboQuant capabilities check

- Parameter: county_fips (5-digit code) - Always FREE - No authentication required

Support & Community

  • GitHub Repository: https://github.com/QWarranto/leafengines-claude-mcp
  • Documentation: https://github.com/QWarranto/soil-sidekick-pro-guide
  • Early Adopters: 1,092+ MCP downloads, 476+ n8n downloads, 54+ QGIS downloads
  • Support: GitHub issues or email

Platform Downloads (as of April 20, 2026):

  • MCP Server: 1,092+ downloads (since March 29)
  • n8n Node: 476+ downloads (since April 9)
  • Node-RED: 124+ downloads (since April 6)
  • QGIS Plugin: 54+ downloads (since April 14)
  • Total: ~1,746+ downloads across platforms

License & Intellectual Property

Proprietary - Commercial API service. Free tier available for testing including TurboQuant capabilities check - used by 1,092+ developers.

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.


Updated: April 20, 2026 Version: 1.2.0 Key Changes:

  • Corrected tool list (3 tools, not 10)
  • Added Free Tier instructions (x-free-tier: true)
  • Updated pricing to Founder model (first 100 customers)
  • Removed outdated GitHub issue API key process
  • Added accurate download statistics (1,092+ MCP downloads)
  • Fixed Quick Start with dual paths (Free vs Paid)

平台分布

OpenClaw

73.12%
按下载量换算1,038

安全审计

VirusTotal

通过

ClawScan

可疑

Static analysis

可疑

权限和风险

接触敏感数据

该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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