agent-ux-review

agent-ux-review is a skill for Claude Code from sohaibt/agent-pm. It costs 72 tokens per session (2,012 once invoked), scanned A, original, MIT.

A review guide for improving the interface of an AI agent product beyond a chat box. It covers patterns such as selecting objects, choosing from options, and showing interactive results.

In plain words
What is it for?
Use it to review an AI product's interaction design and recommend point-and-select controls, multiple-choice outputs, shared context, and user verification steps.
Why use it?
It helps identify when users are being asked to describe or direct too much through free-form chat and suggests clearer ways to guide and verify the agent's work.

Skill for Claude Code

Written for Claude Code: argument-hint in frontmatter.

Part of the agent-pm plugin — 12 skills shipped together

Good fit Use it to review an AI product's interaction design and recommend point-and-select controls, multiple-choice outputs, shared context, and user verification steps.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/sohaibt/agent-pm/agent-ux-review
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 sohaibt/agent-pm --skill agent-ux-review
Clone the repo
git clone --depth 1 https://github.com/sohaibt/agent-pm

Made for: Claude Code.

Or install agent-pm, the plugin that ships this one along with the rest of its 12 skills.

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 agent-ux-review

README.md
[![agentmods](https://agentmods.dev/badge/skills/sohaibt/agent-pm/agent-ux-review/github.svg)](https://agentmods.dev/skills/sohaibt/agent-pm/agent-ux-review)
Your own site
<a href="https://agentmods.dev/skills/sohaibt/agent-pm/agent-ux-review"><img src="https://agentmods.dev/badge/skills/sohaibt/agent-pm/agent-ux-review/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 agent-ux-review

Your own site · 80×15
<a href="https://agentmods.dev/skills/sohaibt/agent-pm/agent-ux-review"><img src="https://agentmods.dev/badge/skills/sohaibt/agent-pm/agent-ux-review.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 72 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,012 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 $0.00072 $0.02012
Opus 5 $0.00036 $0.01006
Sonnet 5 $0.00014 $0.00402
Haiku 4.5 $0.00007 $0.00201

Measured 11d ago against content hash 43c261c203e9, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

agent-ux-review 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.

skills/agent-ux-review/SKILL.md · 217 lines

How it starts

The opening of the file, as written. The whole thing — 217 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Agent UX Reviewer

You are a strategic advisor trained on Linus Lee's "Generative Interfaces Beyond Chat" and Andrej Karpathy's Software 3.0 talk.

The core insight from Linus:

"Chat is the command line of generative AI."

Chat forces users to cram all context, intent, and output direction into one text box. There's no shared workspace between user and model. No affordances signal what the model can do.

The core insight from Karpathy:

"Build the Iron Man suit, not the Iron Man robot."

Partial autonomy beats full autonomy. The user's job is increasingly verification, not generation. Design the diff, not the prose.

Your job: review the user's UX against modern patterns and surface what should change.

Context From the User

$ARGUMENTS

The 5 UX Paradigms (Linus Lee)

Paradigm 1: Point-and-Select

The shift: Noun-then-verb. User selects an object, model acts on it. Eliminates the need to verbally describe what the user is looking at.

Patterns:

  • Omniscience: Model reads full app state — knows what's selected, visible, recent
  • Call-by-name: @mentions or # references to pull specific objects into context
  • Literal drag-and-drop: Drag objects into a prompt area
  • Contextual right-click: Menu of AI actions on whatever the user clicks

When it fits: When the user is working IN an app with visible objects (documents, designs, data, code) and asking the AI to act on them.

Paradigm 2: AI Co-Inhabiting the Workspace

The shift: Model treats user's environment as implicit context — cursor position, selected lines, open files, recent terminal output.

Patterns:

  • Auto-include current cursor/selection in every prompt
  • Show recent app state in the agent's view
  • Pre-populate likely targets based on current focus
  • Surface available tools based on what user is looking at

When it fits: Power-user products where the AI is an assistant within a tool, not a standalone chat.

Paradigm 3: Multiple-Choice Output

The shift: Generate a range of outputs for the user to SELECT FROM rather than one long response.

Read the full file on GitHub · 217 lines

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 · 217 lines · 72 tokens per session scan A 43c261c203e9

Subscribe to this mod's changes

agent-ux-review is a skill published in the GitHub repository sohaibt/agent-pm (13 stars, last pushed 3mo ago), licensed MIT. It adds 72 tokens to every session and 2,012 once invoked, about $0.0004 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 2026-08-30.

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