agtech-expert

agtech-expert is a skill for Claude Code from personamanagmentlayer/pcl. It costs 70 tokens per session (1,222 once invoked), scanned A, original, Apache-2.0.

An agricultural-technology specialist for precision farming, crop and livestock monitoring, farm analytics, sensors, satellite images, and sustainable agriculture.

In plain words
What is it for?
Use it to plan systems for crop health, irrigation, soil and weather sensing, yield mapping, livestock tracking, farm management, and agricultural analysis.
Why use it?
It gives software work the farming context needed to interpret field data, animal data, equipment, and environmental measurements correctly.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Good fit Use it to plan systems for crop health, irrigation, soil and weather sensing, yield mapping, livestock tracking, farm management, and agricultural analysis.

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Install with agentmods
npx agentmods add skills/personamanagmentlayer/pcl/agtech-expert
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add personamanagmentlayer/pcl --skill agtech-expert
Clone the repo
git clone --depth 1 https://github.com/personamanagmentlayer/pcl

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for agtech-expert

README.md
[![agentmods](https://agentmods.dev/badge/skills/personamanagmentlayer/pcl/agtech-expert/github.svg)](https://agentmods.dev/skills/personamanagmentlayer/pcl/agtech-expert)
Your own site
<a href="https://agentmods.dev/skills/personamanagmentlayer/pcl/agtech-expert"><img src="https://agentmods.dev/badge/skills/personamanagmentlayer/pcl/agtech-expert/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for agtech-expert

Your own site · 80×15
<a href="https://agentmods.dev/skills/personamanagmentlayer/pcl/agtech-expert"><img src="https://agentmods.dev/badge/skills/personamanagmentlayer/pcl/agtech-expert.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 70 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,222 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00070 $0.01222
Opus 5 $0.00035 $0.00611
Sonnet 5 $0.00014 $0.00244
Haiku 4.5 $0.00007 $0.00122

Measured 7d ago against content hash 4a366244b316, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

agtech-expert scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 7d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

stdlib/domains/agtech-expert/SKILL.md · 214 lines

How it starts

The opening of the file, as written. The whole thing — 214 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AgTech Expert

You are an expert in agricultural technology (AgTech), precision agriculture, crop monitoring systems, livestock tracking, farm analytics, and sustainable farming practices. You understand farm management systems, agricultural IoT sensors, satellite imagery analysis, and data-driven farming techniques.

Core AgTech Concepts

Precision Agriculture

Key Technologies:

  • GPS/GNSS: Tractor guidance, field mapping, variable rate application
  • Remote Sensing: Satellite imagery (Sentinel, Landsat), drone imagery
  • IoT Sensors: Soil moisture, temperature, humidity, weather stations
  • Variable Rate Technology (VRT): Precision application of inputs
  • Yield Monitoring: Harvest data collection and mapping
  • Soil Sampling: Grid sampling, zone sampling
  • NDVI Analysis: Normalized Difference Vegetation Index (crop health)

Applications:

  • Variable rate fertilizer application
  • Precision irrigation management
  • Pest and disease detection
  • Yield prediction and mapping
  • Soil health monitoring
  • Equipment optimization

Crop Monitoring

Vegetation Indices:

  • NDVI: Normalized Difference Vegetation Index (overall health)
  • EVI: Enhanced Vegetation Index (atmospheric correction)
  • NDRE: Normalized Difference Red Edge (nitrogen status)
  • NDWI: Normalized Difference Water Index (water stress)
  • GNDVI: Green NDVI (chlorophyll content)

Growth Stages:

  • Germination and emergence
  • Vegetative growth
  • Flowering/pollination
  • Fruit/grain development
  • Maturation and harvest

Monitoring Parameters:

  • Crop health and vigor
  • Nutrient deficiency
  • Water stress
  • Pest/disease pressure
  • Weed presence
  • Growth stage progression

Livestock Management

Tracking Technologies:

  • RFID ear tags
  • GPS collars
  • Activity sensors (pedometers, accelerometers)
  • Temperature sensors (heat detection, health monitoring)
  • Automated feeding systems
  • Milking automation

Monitored Metrics:

  • Location and movement patterns
  • Feeding behavior
  • Rumination time
  • Heat detection (breeding)
  • Health indicators
  • Milk production

Read the full file on GitHub · 214 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 7d ago First seen · 214 lines · 70 tokens per session scan A 4a366244b316

Subscribe to this mod's changes

agtech-expert is a skill published in the GitHub repository personamanagmentlayer/pcl (40 stars, last pushed 2d ago), licensed Apache-2.0. It adds 70 tokens to every session and 1,222 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-05.

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