What is plug-and-play-precision-ag?

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

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

It addresses the cost, complexity, specialist staffing, and equipment lock-in that can make larger systems impractical.

plug-and-play-precision-ag — Skill by farmfriend-labs

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.

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.

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.

Model	Per session	Once invoked
Fable 5.1	$0.00000	$0.05261
Opus 5.5	$0.00000	$0.02104
Sonnet 5.5	$0.00000	$0.01052
Haiku 4.5	$0.00000	$0.00526

Measured 2mo ago against content hash 87cc99ed3a4d, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, 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 2mo 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

Files

What ships with it

24 files 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.

2mo 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 (3 stars, last pushed 8mo 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.

Hardware and IoT

plug-and-play-precision-ag next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
plug-and-play-precision-agfarmfriend-labs/agent-skills-farming	Skill	3	8mo ago	MIT	A	0	Claude Code, Codex
gke-compute-classesgoogle/skills	Skill	22k	yesterday	Apache-2.0	A	83	Claude Code, Codex
jetson-diagnosticNVIDIA/skills	Skill	3.9k	yesterday	Apache-2.0	A	30	Claude Code, Codex
holoscan-install-wheelNVIDIA/skills	Skill	3.9k	yesterday	Apache-2.0	A	34	Claude Code, Codex
offensive-z-waveSnailSploit/Claude-Red	Skill	10k	25d ago	MIT	A	113	Claude Code, Codex
doca-socket-relayNVIDIA/skills	Skill	3.9k	yesterday	Apache-2.0	A	236	Claude Code, Codex
hsb-flashNVIDIA/skills	Skill	3.9k	yesterday	Apache-2.0	B	94	Claude Code