model-right-sizer-prompt-tuning

model-right-sizer-prompt-tuning is a skill for Claude Code from Cloudzero/cloudzero-claude-marketplace. It costs 230 tokens per session (2,641 once invoked), scanned A, original, no licence file.

A prompt-tuning procedure for changing the wording of four existing research-based layers in `model-right-sizer`. It measures how different wording affects accuracy while keeping the layers and their work budget fixed.

In plain words
What is it for?
Use it to compare wording choices for the model-right-sizer layers against real execution accuracy.
Why use it?
It separates improving the wording of existing instructions from deciding which instructions should exist.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the model-right-sizer plugin — 11 skills, 1 agent shipped together

Good fit Use it to compare wording choices for the model-right-sizer layers against real execution accuracy.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/cloudzero/cloudzero-claude-marketplace/model-right-sizer-prompt-tuning
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 Cloudzero/cloudzero-claude-marketplace --skill model-right-sizer-prompt-tuning
Clone the repo
git clone --depth 1 https://github.com/Cloudzero/cloudzero-claude-marketplace

Made for: Claude Code.

Or install model-right-sizer, the plugin that ships this one along with the rest of its 11 skills, 1 agent.

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 model-right-sizer-prompt-tuning

README.md
[![agentmods](https://agentmods.dev/badge/skills/cloudzero/cloudzero-claude-marketplace/model-right-sizer-prompt-tuning/github.svg)](https://agentmods.dev/skills/cloudzero/cloudzero-claude-marketplace/model-right-sizer-prompt-tuning)
Your own site
<a href="https://agentmods.dev/skills/cloudzero/cloudzero-claude-marketplace/model-right-sizer-prompt-tuning"><img src="https://agentmods.dev/badge/skills/cloudzero/cloudzero-claude-marketplace/model-right-sizer-prompt-tuning/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 model-right-sizer-prompt-tuning

Your own site · 80×15
<a href="https://agentmods.dev/skills/cloudzero/cloudzero-claude-marketplace/model-right-sizer-prompt-tuning"><img src="https://agentmods.dev/badge/skills/cloudzero/cloudzero-claude-marketplace/model-right-sizer-prompt-tuning.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 230 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,641 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 unknown 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 $0.00230 $0.02641
Opus 5.5 $0.00092 $0.01056
Sonnet 5.5 $0.00046 $0.00528
Haiku 4.5 $0.00023 $0.00264

Measured 1mo ago against content hash a4057e67ecbc, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

model-right-sizer-prompt-tuning 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 1mo 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.

plugins/model-right-sizer/skills/model-right-sizer-prompt-tuning/SKILL.md · 191 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

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. 1mo ago First seen · 191 lines · 230 tokens per session scan A a4057e67ecbc

Subscribe to this mod's changes

model-right-sizer-prompt-tuning is a skill published in the GitHub repository Cloudzero/cloudzero-claude-marketplace (25 stars, last pushed 24d ago), with no licence file. It adds 230 tokens to every session and 2,641 once invoked, about $0.0009 per session on Opus 5.5. 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 2026-09-25.

Related

model-right-sizer-prompt-tuning compared with skills from other repositories

model-right-sizer-prompt-tuning next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
model-right-sizer-prompt-tuningCloudzero/cloudzero-claude-marketplaceSkill2524d agononeA230Claude Code
instrument-data-to-allotropeanthropics/knowledge-work-pluginsSkill35k2d agoApache-2.0A123Claude Code
exploratory-data-analysisK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA83Claude Code
matlabK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA44Claude Code
phylogeneticsK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA71Claude Code, Codex
research-engineerdavila7/claude-code-templatesSkill33kyesterdayMITA43Claude Code, Codex
mapping-to-snomedmaziyarpanahi/openmedSkill5.8kyesterdayApache-2.0A205Claude Code