vision-diag

vision-diag is a skill for Claude Code from IGTA-Tech/claude-skills-research. It costs 29 tokens per session (4,311 once invoked), scanned A, original, no licence file.

A troubleshooting guide for Apple’s Vision framework, which detects people, faces, hands, and body landmarks in images or video. It focuses on detection failures, confidence, speed, and coordinate conversion.

In plain words
What is it for?
Use it to diagnose Vision detection, confidence, performance, and coordinate-mapping problems.
Why use it?
It helps explain why subjects or landmarks are missed, results are unreliable, processing is slow, or points appear in the wrong place.

Skill for Claude Code

Written for Claude Code: a Claude Code plugin manifest.

Part of the axiom plugin — 90 skills, 7 commands, 21 agents, 4 hooks shipped together

Good fit Use it to diagnose Vision detection, confidence, performance, and coordinate-mapping problems.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/igta-tech/claude-skills-research/vision-diag
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 IGTA-Tech/claude-skills-research --skill vision-diag
Clone the repo
git clone --depth 1 https://github.com/IGTA-Tech/claude-skills-research

Made for: Claude Code.

Or install axiom, the plugin that ships this one along with the rest of its 90 skills, 7 commands, 21 agents, 4 hooks.

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 vision-diag

README.md
[![agentmods](https://agentmods.dev/badge/skills/igta-tech/claude-skills-research/vision-diag/github.svg)](https://agentmods.dev/skills/igta-tech/claude-skills-research/vision-diag)
Your own site
<a href="https://agentmods.dev/skills/igta-tech/claude-skills-research/vision-diag"><img src="https://agentmods.dev/badge/skills/igta-tech/claude-skills-research/vision-diag/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 vision-diag

Your own site · 80×15
<a href="https://agentmods.dev/skills/igta-tech/claude-skills-research/vision-diag"><img src="https://agentmods.dev/badge/skills/igta-tech/claude-skills-research/vision-diag.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 29 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,311 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 $0.00029 $0.04311
Opus 5 $0.00015 $0.02155
Sonnet 5 $0.00006 $0.00862
Haiku 4.5 $0.00003 $0.00431

Measured 8d ago against content hash a2c61c748225, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

vision-diag 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 8d 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.

Axiom/.claude-plugin/plugins/axiom/skills/vision-diag/SKILL.md · 606 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

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. 8d ago First seen · 606 lines · 29 tokens per session scan A a2c61c748225

Subscribe to this mod's changes

vision-diag is a skill published in the GitHub repository IGTA-Tech/claude-skills-research (2 stars, last pushed today), with no licence file. It adds 29 tokens to every session and 4,311 once invoked, about $0.0001 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 2026-09-03.

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