Ai Output Judgement

Community

kemiljk

ai-output-judgement

Critique generated UI, copy, or code when the user requests a quality review of AI output.

Overview

Publisher	kemiljk
Repository	`skills`
Skill name	`ai-output-judgement`
Stars	64
Forks	3
Bundled files	Instructions only
License	MIT
Links	Skill source Repository

Markdown instructions
A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.
Works with any LLM
AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.
Self-contained
Everything the model needs lives in the instructions — no extra files to sync.
Open source
Published by kemiljk on GitHub. Read the source before you install it.

Installation

Install the Ai Output Judgement AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
https://github.com/kemiljk/skills/tree/main/skills/ai-output-judgement
Enable the skill in any chat where you want it available.

Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills

git clone --depth 1 https://github.com/kemiljk/skills.git /tmp/skills
mkdir -p .claude/skills
cp -r /tmp/skills/skills/ai-output-judgement .claude/skills/ai-output-judgement

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Ai Output Judgement in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Ai Output Judgement on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Ai Output Judgement is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

Loaded only when it is needed
The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.
Switch models mid-chat
Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

AI Output Judgement

Models output the median of their training data. Slop appears when that median is accepted uncritically. The job is to read the draft specifically and fix the last mile.

Defaults

Treat generated output as scaffolding, never as the finished answer.
Review materials, not only screenshots.
Name concrete failures (padding, tokens, semantics, motion, identity), not vibes.
Prefer system references over one-off values the model invented.
Keep human taste on the exit path to production.

Common median failures

Hardcoded hex/rgb instead of semantic tokens
div controls instead of native elements
transition: all / linear timing for interactive motion
Generic shadows, radii, and 24px padding
Missing empty, error, disabled, and reduced-motion states
React keys/identity that remount and reset state
Accessibility bolted on after the visual pass

Review rubric

Semantics — correct element and contract?
Tokens — colour, space, type, elevation from the system?
Layout — intentional hierarchy, not template residue?
Motion — physics/interruptibility where needed?
States — hover/focus/disabled/loading/empty/error?
Fit — matches neighbouring product surfaces?

Prefer / Reject

Prefer	Reject
Draft → critique → revise	Prompt → ship
Specific notes ("12px on spacing scale")	"Make it nicer"
System-aware replacements	Fresh one-off styling
Knowing when the model is wrong	Blind trust because the preview looks polished

Review checklist

Did anyone read the code/CSS, not just the preview?
Are tokens used everywhere values repeat?
Are native semantics intact?
Is motion intentional and interruptible?
Do edge states exist?
Would you defend every leftover default as deliberate?

Source essays

The slop isn't the models
Force-multiplying design
AI as pair design
On giving AI taste

Frequently asked questions

What does the Ai Output Judgement AI skill do?

Critique generated UI, copy, or code when the user requests a quality review of AI output.

Why use Ai Output Judgement on TypingMind?

Because you install it once and use it with any model. Ai Output Judgement is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Ai Output Judgement in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/kemiljk/skills/tree/main/skills/ai-output-judgement. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Ai Output Judgement?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Ai Output Judgement?

As many as you like. As long as a model supports skills, you can use Ai Output Judgement with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Ai Output Judgement AI skill free?

Yes. It is published on GitHub by kemiljk under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

AI Output Judgement

Defaults

Common median failures

Review rubric

Prefer / Reject

Review checklist

Source essays

Frequently asked questions

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