gsp-screenshot-critic

gsp-screenshot-critic is a skill for Claude Code, Codex from mike007jd/game-superpowers. It costs 26 tokens per session (289 once invoked), scanned A, original, MIT.

A screenshot review guide for judging whether a game screen is understandable, readable, coherent, and complete enough for its target stage.

In plain words
What is it for?
Use it to review screenshots for player comprehension, playfield protection, HUD discipline, visual consistency, and repair priorities, while separating confirmed issues from inferred risks.
Why use it?
It exposes clutter, weak information hierarchy, hidden feedback, and interface problems that code review alone may miss.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to review screenshots for player comprehension, playfield protection, HUD discipline, visual consistency, and repair priorities, while separating confirmed issues from inferred risks.

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Install with agentmods
npx agentmods add skills/mike007jd/game-superpowers/gsp-screenshot-critic
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 mike007jd/game-superpowers --skill gsp-screenshot-critic
Clone the repo
git clone --depth 1 https://github.com/mike007jd/game-superpowers

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 gsp-screenshot-critic

README.md
[![agentmods](https://agentmods.dev/badge/skills/mike007jd/game-superpowers/gsp-screenshot-critic/github.svg)](https://agentmods.dev/skills/mike007jd/game-superpowers/gsp-screenshot-critic)
Your own site
<a href="https://agentmods.dev/skills/mike007jd/game-superpowers/gsp-screenshot-critic"><img src="https://agentmods.dev/badge/skills/mike007jd/game-superpowers/gsp-screenshot-critic/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 gsp-screenshot-critic

Your own site · 80×15
<a href="https://agentmods.dev/skills/mike007jd/game-superpowers/gsp-screenshot-critic"><img src="https://agentmods.dev/badge/skills/mike007jd/game-superpowers/gsp-screenshot-critic.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 26 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 289 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 $0.00026 $0.00289
Opus 5 $0.00013 $0.00144
Sonnet 5 $0.00005 $0.00058
Haiku 4.5 $0.00003 $0.00029

Measured 11d ago against content hash b7227e74d78c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

gsp-screenshot-critic 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 11d 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.

publish/clawhub/gsp-screenshot-critic/SKILL.md · 46 lines

What it actually says

Game Screenshot Critic

Goal

Use visual evidence to judge whether the build actually looks understandable and good enough for the target.

Use

  • ./shared/checklists/screenshot-critic-output-checklist.md
  • ./shared/checklists/ui-ux-hard-rules.md

Focus

  • information hierarchy
  • clutter
  • readability
  • playfield protection
  • visual coherence
  • perceived completeness
  • whether feedback cues are visible
  • whether persistent HUD feels disciplined or bloated

By target

  • first-playable: look for basic readability and affordance
  • polished-prototype: hold a higher bar for coherence and perceived finish
  • production-feature / live-patch: check consistency with the rest of the product

Outputs

Follow the gsp-orchestrator output strategy:

  • inline (default): present critique findings and repair priorities in conversation.
  • minimal or full: append to docs/game-studio/quality-report.md.

Reporting rules

Separate:

  • confirmed strengths
  • confirmed issues
  • inferred risks
  • repair priorities

Important

Do not overstate what a screenshot proves. Use screenshots to strengthen evidence, not to hallucinate certainty.

Files

What ships with it

7 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.

  1. 11d ago First seen · 46 lines · 26 tokens per session scan A b7227e74d78c

Subscribe to this mod's changes

gsp-screenshot-critic is a skill published in the GitHub repository mike007jd/game-superpowers (12 stars, last pushed 4mo ago), licensed MIT. It adds 26 tokens to every session and 289 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 2026-08-31.

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