plug-and-play-precision-ag

plug-and-play-precision-ag is a skill for Claude Code, Codex from farmfriend-labs/agent-skills-farming. It costs 0 tokens per session (5,261 once invoked), scanned A, original, MIT.

A setup guide for using basic precision-farming tools on mid-sized farms without enterprise systems.

In plain words
What is it for?
Use it to plan GPS guidance, equipment-compatible tools, and a one-day setup for farms of roughly 100 to 2,000 acres.
Why use it?
It addresses the cost, complexity, specialist staffing, and equipment lock-in that can make larger systems impractical.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: positional $N argument.

Good fit Use it to plan GPS guidance, equipment-compatible tools, and a one-day setup for farms of roughly 100 to 2,000 acres.

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Install with agentmods
npx agentmods add skills/farmfriend-labs/agent-skills-farming/plug-and-play-precision-ag
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 farmfriend-labs/agent-skills-farming --skill plug-and-play-precision-ag
Clone the repo
git clone --depth 1 https://github.com/farmfriend-labs/agent-skills-farming

Made for: Claude Code, Codex.

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 plug-and-play-precision-ag

README.md
[![agentmods](https://agentmods.dev/badge/skills/farmfriend-labs/agent-skills-farming/plug-and-play-precision-ag/github.svg)](https://agentmods.dev/skills/farmfriend-labs/agent-skills-farming/plug-and-play-precision-ag)
Your own site
<a href="https://agentmods.dev/skills/farmfriend-labs/agent-skills-farming/plug-and-play-precision-ag"><img src="https://agentmods.dev/badge/skills/farmfriend-labs/agent-skills-farming/plug-and-play-precision-ag/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 plug-and-play-precision-ag

Your own site · 80×15
<a href="https://agentmods.dev/skills/farmfriend-labs/agent-skills-farming/plug-and-play-precision-ag"><img src="https://agentmods.dev/badge/skills/farmfriend-labs/agent-skills-farming/plug-and-play-precision-ag.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 0 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,261 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.
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 $0.00000 $0.05261
Opus 5 $0.00000 $0.02631
Sonnet 5 $0.00000 $0.01052
Haiku 4.5 $0.00000 $0.00526

Measured 12d ago against content hash 87cc99ed3a4d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

plug-and-play-precision-ag 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 12d ago.

The scan reads SKILL.md. This mod also ships 16 executable files (scripts/backup.py, scripts/data_export.py, scripts/field_manager.py, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

skills/plug-and-play-precision-ag/SKILL.md · 902 lines

How it starts

The opening of the file, as written. The whole thing — 902 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Plug-and-Play Precision Agriculture

Simple precision agriculture setup for mid-size production farms (100-2,000 acres) without the complexity and cost of enterprise solutions.

Purpose

Democratize precision agriculture by making it accessible, affordable, and practical for mid-size farms. Provide farmers with entry-level precision capabilities that deliver real ROI without requiring a dedicated precision ag specialist or expensive proprietary systems.

Problem Solved

Mid-size farms face a critical gap in precision agriculture technology:

  • Enterprise solutions ($50K-$200K+) are too expensive
  • Complex systems require dedicated staff to operate
  • Proprietary systems lock farmers into equipment purchases
  • Setup takes weeks of configuration and calibration
  • Technical support from dealers can be unresponsive

Farmers need precision capabilities that:

  • Cost less than $10K total investment
  • Can be set up in a single day
  • Run without a dedicated specialist
  • Work with mixed equipment brands
  • Provide clear ROI within the first season

Capabilities

Core Precision Features

GPS Guidance and Auto-Steering

  • Basic straight-line guidance (AB lines)
  • Lightbar guidance systems
  • Compatible with most RTK networks
  • Sub-inch accuracy with RTK corrections
  • Support for WAAS/EGNOS free corrections

Variable Rate Application (VRA)

  • Prescription map creation from yield data
  • Multi-zone application rates
  • Compatible with standard ISOBUS implements
  • As-applied data logging
  • Rate change alerts and verification

Field Boundary Mapping

  • GPS-driven boundary creation
  • Field area calculation
  • Acreage verification
  • Field naming and organization
  • Import/export shapefiles

Yield Monitoring

  • Mass flow sensors integration
  • Moisture content tracking
  • Yield map generation
  • Multi-year yield comparison
  • Export to common formats (CSV, Shapefile)

Equipment Monitoring

  • Real-time implement status
  • Section control (up to 48 sections)
  • Auto-shutoff at field boundaries
  • Work rate tracking (acres/hour)
  • Fuel efficiency monitoring

Read the full file on GitHub · 902 lines

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. 12d ago First seen · 902 lines · 0 tokens per session scan A 87cc99ed3a4d

Subscribe to this mod's changes

plug-and-play-precision-ag is a skill published in the GitHub repository farmfriend-labs/agent-skills-farming (2 stars, last pushed 6mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 5,261 tokens. 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 2026-08-31.

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