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Global Food & Agriculture Intelligence

作者 ai-gaoqian · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ✓ 安全检测通过
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在 OpenClaw 中安装
/install agrifood-intel
功能描述
Delivers data-driven analysis on global food prices, crop supply-demand, food security, climate impacts, agritech, trade flows, and fisheries trends.
使用说明 (SKILL.md)

Global Food & Agriculture Intelligence

Comprehensive agrifood intelligence for the 8 billion people on Earth. 22 data sources spanning food security, crop production, commodity prices, climate impacts, agritech innovation, trade flows, and fisheries. Built for analysts, traders, policymakers, and anyone tracking the global food system.

Triggers

  • "What's the global food price outlook?"
  • "Track wheat/corn/soybean supply and demand"
  • "Analyze food crisis hotspots"
  • "What's driving fertilizer prices?"
  • "Assess climate impact on crop yields"
  • "Compare alternative protein market growth"
  • "Monitor Black Sea grain corridor status"
  • "Evaluate food security for [country/region]"

Capabilities

# Capability Data Scope Output Mode
1 Food price index & inflation tracking FAO FFPI, World Bank Pink Sheet, FAO GIEWS 5-category breakdown: cereals, meat, dairy, oils, sugar. Real vs. nominal, trend analysis
2 Food security & hunger monitoring WFP HungerMap (90+ countries), FAO SOFI, IPC (35+ crisis countries), FEWS NET (30+ countries) IPC Phase classification (1-5), affected population, acute malnutrition rates, outlook
3 Crop supply-demand balance (WASDE-style) USDA WASDE (monthly), AMIS (G20+), FAOSTAT, IGC 8 grains/oilseeds: production, consumption, trade, ending stocks, stock-to-use ratio
4 Commodity futures & price discovery CBOT/CME, Euronext, DCE Dalian Real-time prices across 20+ commodities with seasonal patterns and futures curves
5 Climate-agriculture nexus NOAA ENSO, JRC MARS, NASA NDVI, IPCC El Niño/La Niña crop impact, drought/wet maps, vegetation health indices
6 Fertilizer market intelligence Urea, DAP, MOP, ammonia, phosphate Prices by grade, production by country, trade flow disruptions, affordability index
7 Agritech & innovation landscape AgFunder (VC data), FAO Digital Ag, UC Davis Precision ag adoption, gene editing (CRISPR), vertical farming economics, alt-protein scaling
8 Agricultural trade & supply chains WTO Agri Trade, ITC Trade Map, FAO GIEWS Bilateral trade flows, export restriction tracker, Black Sea corridor alternatives
9 Livestock & dairy market USDA livestock, FAOSTAT Production, prices for beef, pork, poultry, dairy (butter, SMP, WMP, cheese)
10 Fisheries & aquaculture status FAO SOFIA, Global Fishing Watch Wild catch sustainability, aquaculture growth, IUU fishing detection

Workflow

User Query
    │
    ├─ Food security query → WFP HungerMap + IPC + FAO SOFI
    │   └─ Output: Hotspot map + population at risk + drivers + outlook
    │
    ├─ Commodity price query → CBOT/CME futures + USDA WASDE + FAO FFPI
    │   └─ Output: Current price + S&D table + seasonal pattern + 3-month forecast
    │
    ├─ Crop outlook query → USDA WASDE + AMIS + FAO GIEWS + NOAA ENSO
    │   └─ Output: Global production/trade/stocks table + weather risk + price impact
    │
    ├─ Fertilizer query → World Bank + trade data + production capacity
    │   └─ Output: N/P/K price trends + affordability + supply disruption risk
    │
    └─ Climate-agriculture query → NOAA ENSO + JRC MARS + NASA NDVI + IPCC
        └─ Output: Crop-specific impact by region + yield forecast revision

Output Formats

Format 1: Commodity S&D (Supply & Demand)

| | 2024/25 | 2025/26 Est | YoY Change | Source |
|-|---------|-------------|-----------|--------|
| Beginning Stocks | XX M mt | XX | +X% | USDA |
| Production        | XX      | XX | +X% | USDA |
| Imports           | XX      | XX | +X% | USDA |
| Feed Use          | XX      | XX | +X% | USDA |
| Food/Seed/Ind     | XX      | XX | +X% | USDA |
| Exports           | XX      | XX | +X% | USDA |
| Ending Stocks     | XX      | XX | +X% | USDA |
| Stock-to-Use      | XX.X%   | XX.X% | +/- | USDA |

Format 2: Food Crisis Dashboard

| Country | IPC Phase 3+ Pop (M) | IPC Phase 4+ Pop (M) | Trend | Drivers |

Format 3: Fertilizer Affordability Index

| Nutrient | Current $/mt | 12M Ago | 5Y Avg | Affordability Ratio | Country Dependence |

Usage Guidelines

  • Always cite source (USDA WASDE vs. FAO vs. IGC) with release date
  • Note where USDA vs. FAO vs. AMIS estimates diverge
  • Distinguish structural food system issues from weather-driven short-term shocks
  • Flag export restrictions, sanctions, and trade policy changes in real time

Examples

Q: Outlook for wheat prices in H2 2026? → USDA WASDE latest (global S&D) + FAO FFPI cereal index + NOAA ENSO forecast + Black Sea corridor status → Price range: $X-$X/bu, driven by [US HRW conditions / Black Sea exports / India stock policy]

Q: Which countries are at highest risk of famine? → WFP HungerMap + IPC Phase 4-5 populations + FEWS NET outlook → Top 5: Sudan (17.7M), DRC (23.4M), Ethiopia (15.8M), Yemen (17M), Nigeria (24.9M), driven by [conflict/climate/economic]

Q: Is the global food system becoming more resilient? → FAO SOFI trend data + AgFunder VC investment + FAO Digital Agriculture adoption → [Assessment with data trends]


Data Sources (22 total): See references/agrifood_sources.json for complete listing with URLs and update frequencies. (内容由AI生成,仅供参考)

安全使用建议
Install only if you expect ClawHub maintainer and Convex development automation. Be aware that moderation commands can affect real users and skills, PR proof publishing can write to GitHub artifact branches/comments, and the autoreview helper uses full-access nested Codex by default unless run with --no-yolo or AUTOREVIEW_YOLO=0.
能力评估
Purpose & Capability
The artifacts cover code review, ClawHub moderation, PR/UI proof workflows, and Convex setup/migration/performance guidance; high-impact capabilities such as user bans, role changes, PR publishing, and nested review are consistent with those stated purposes.
Instruction Scope
Moderation instructions require explicit targets, reasons, confirmation before writes, and post-action verification; the autoreview helper defaults to a full-access nested Codex review, but that behavior is disclosed with an opt-out flag.
Install Mechanism
The reviewed skill files are static .agents/skills content with Markdown instructions, small YAML metadata, SVG icons, references, and one helper script; I found no hidden install hook or automatic startup mechanism.
Credentials
Use of gh, bun/npm/npx, Convex CLI, local proof artifacts, and external reviewer CLIs is proportionate for repository maintenance and Convex workflows, but may send diffs or interact with authenticated services when the user invokes those paths.
Persistence & Privilege
No unbounded persistence or background worker was found in the skill artifacts; requested workflows may create temporary proof artifacts, publish proof assets to a QA branch, use existing auth tokens, or run long-lived Convex/dev proof commands under user control.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install agrifood-intel
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /agrifood-intel 触发
  4. 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.0.0
agrifood-intel v1.0.0 - Initial release offering comprehensive global agrifood intelligence. - Integrates 22 data sources on food security, commodity prices, crop balance, climate impacts, fertilizers, trade flows, fisheries, and agritech. - Supports queries for food price outlooks, supply-demand tracking, food crisis analysis, climate impacts, and more. - Provides structured outputs such as commodity S&D tables, food crisis dashboards, and fertilizer affordability indices. - Designed with usage guidelines for source citation, data divergence, and policy flagging.
元数据
Slug agrifood-intel
版本 1.0.0
许可证 MIT-0
累计安装 0
当前安装数 0
历史版本数 1
常见问题

Global Food & Agriculture Intelligence 是什么?

Delivers data-driven analysis on global food prices, crop supply-demand, food security, climate impacts, agritech, trade flows, and fisheries trends. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 47 次。

如何安装 Global Food & Agriculture Intelligence?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install agrifood-intel」即可一键安装,无需额外配置。

Global Food & Agriculture Intelligence 是免费的吗?

是的,Global Food & Agriculture Intelligence 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。

Global Food & Agriculture Intelligence 支持哪些平台?

Global Food & Agriculture Intelligence 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。

谁开发了 Global Food & Agriculture Intelligence?

由 ai-gaoqian(@ai-gaoqian)开发并维护,当前版本 v1.0.0。

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