Fleet Model Optimizer

Q: What is a Claude Code skill and how does the Fleet Model Optimizer skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Fleet Model Optimizer is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: General · Sub-category: general-misc · Last updated: 2026-05-21

Analyze any fleet's inventory/devices.json and recommend optimal Ollama models per device based on hardware constraints, inference tier, and current LLM landscape. Generates pull/delete commands and a safe transition plan.

About this skill (catalog notes)

Fleet Model Optimizer includes pricing or quota commentary; at least one code block. The SKILL.md is on the shorter side at about 458 words.

Original author: chf3198
Indexed lastmod: 2026-05-21
Catalog position: General · general-misc
Indexed related skills: 10

How Fleet Model Optimizer fits the catalog

Fleet Model Optimizer sits in the General category under the general-misc sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

Use this skill to audit and improve Ollama model selections across a device fleet. Invoke when models feel stale, performance is low, or after a major LLM release cycle.

What this skill does

Fleet Model Optimizer is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/fleet-model-optimizer/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Fleet Model Optimizer Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 116,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/fleet-model-optimizer
curl -L https://claudskills.com/skills/fleet-model-optimizer/SKILL.md \
  -o ~/.claude/skills/fleet-model-optimizer/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/fleet-model-optimizer/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/fleet-model-optimizer/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\fleet-model-optimizer\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Fleet Model Optimizer Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/fleet-model-optimizer/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Fleet Model Optimizer skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Fleet Model Optimizer skill?

Use Fleet Model Optimizer when your Claude Code task falls under the General category — specifically in the general misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Fleet Model Optimizer" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the Fleet Model Optimizer skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Fleet Model Optimizer is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/chf3198/megingjord-harness/blob/HEAD/skills/fleet-model-optimizer/SKILL.md
Author: chf3198

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

chf3198. (2026). Fleet Model Optimizer [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/fleet-model-optimizer/

BibTeX

@misc{fleet-model-optimizer-2026,
  author    = {chf3198},
  title     = {Fleet Model Optimizer [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/fleet-model-optimizer/}
}

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Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills. · What's New · Install guide · About · llms.txt

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