Skip to main content
skill Claude Code CX Codex Cursor GitHub Copilot

agentation-self-driving — Claude Code skill: setup and usage

Runs autonomous design critiques in a visible browser window and leaves feedback notes directly through the Agentation toolbar.

Install into Claude Code · Skills CLI (Vercel) All methods and platforms ↓
npx skills add benjitaylor/agentation --skill agentation-self-driving -a claude-code
Open on GitHub

What agentation-self-driving does

This skill conducts autonomous UI critiques using agent-browser. The browser runs strictly in headed mode (--headed), letting you watch the agent hover, click, and inspect components in real time.

Standard click actions fail on Agentation elements because the toolbar overlay captures pointer events at the coordinate level. The agent gets around this by computing bounding boxes through getBoundingClientRect, moving the cursor to the target center, and triggering mouse clicks by coordinates. Once the dialog opens, it fills the critique text and submits the marker.

The skill halts immediately if the Agentation toolbar is missing from the target page or if agent-browser is not available in PATH.

What it helps with

  • critique page UI layout in an automated visible browser
  • add design feedback markers to web elements autonomously
  • inspect interface flaws without clicking coordinates manually

Example prompts for the agent

  • Critique this page <url> in self-driving mode
  • Review the UI on <url> and leave design annotations
  • Auto-annotate the interface on <url> using the Agentation toolbar

How to install agentation-self-driving

1Skills CLI (Vercel)

npx skills add benjitaylor/agentation --skill agentation-self-driving -a claude-code

2Manually: put the files in place

~/.claude/skills/agentation-self-driving/SKILL.md

Copy the whole skill folder; for one project use .claude/skills/agentation-self-driving/

Similar

expo-native-ui expo Guides your coding agent in building native-feeling Expo screens with Apple HIG styling, @expo/ui components, SF Symbols, and semantic colors. Claude Code CX Codex Cursor +1 31,400installs wcag-audit-patterns Seth Hobson Audits web interfaces against WCAG 2.2 with automated checks and manual verification. Use it to find violations and build accessible patterns. Claude Code CX Codex Cursor 12,486installs apple-hig nexu-io Integrates Apple Human Interface Guidelines for iOS, macOS, visionOS, watchOS, and tvOS into your coding agent during planning. Claude Code CX Codex Cursor +1 3,200installs dfam-check earthtojake Measures mesh files against Design for Additive Manufacturing rules to evaluate printability before slicing or running CAD regeneration. Claude Code CX Codex Cursor +1 4,100installs hatch-pet nexu-io Creates, validates, and packages 8×9 animated pet spritesheets for Codex. Use it when turning visual references or concept prompts into importable digital pet companions. Claude Code CX Codex Cursor +1 3,100installs d3-visualization nexu-io This skill teaches the agent to create interactive D3.js visualizations. Use it to generate charts for dashboards, reports, and data-rich prototypes. Claude Code CX Codex Cursor +1 3,100installs frontend-design official anthropics This skill guides intentional visual design for new interfaces and redesigns. Use it when a generic generated UI is not enough. Claude Code Claude.ai 1,025,790installs grill-me Matt Pocock grill-me interviews you about a plan or design to expose gaps and sharpen decisions. Use it before implementation starts. Claude Code 1,424,476installs

Questions about agentation-self-driving

How to install agentation-self-driving in Claude Code?

Run npx skills add benjitaylor/agentation --skill agentation-self-driving -a claude-code.

What does agentation-self-driving do?

It autonomously navigates a web page in a visible browser, finds design issues, and attaches critique notes using the Agentation toolbar.

Why does the browser run in headed mode?

The skill requires a visible browser window so you can watch cursor navigation, clicks, and note placement in real time.

Source text

SKILL.md · MIT
---
name: agentation-self-driving
description: Autonomous design critique mode using the Agentation annotation toolbar. Use when the user asks to "critique this page," "add design annotations," "review the UI," "self-driving mode," "auto-annotate," or wants an AI agent to autonomously add design feedback annotations to a web page via the browser. Requires the Agentation toolbar to be installed on the target page and agent-browser skill to be available.
allowed-tools: Bash(agent-browser:*)
---

# Agentation Self-Driving Mode

Autonomously critique a web page by adding design annotations via the Agentation toolbar — in a visible headed browser so the user can watch the agent work in real time, like watching a self-driving car navigate.

## Launch — Always Headed

The browser MUST be visible. Never run headless. The user watches you scan, hover, click, and annotate.

**Preflight**: Verify `agent-browser` is available before anything else:

```bash
command -v agent-browser >/dev/null || { echo "ERROR: agent-browser not found. Install the agent-browser skill first."; exit 1; }
```

**Launch**: Try opening directly first. Only close an existing session if the open command fails with a stale session error — this avoids killing a browser someone else is using:

```bash
# Try to open. If it fails (stale session), close first then retry.
agent-browser --headed open <url> 2>&1 || { agent-browser close 2>/dev/null; agent-browser --headed open <url>; }
```

Then verify the Agentation toolbar is present and expand it:

```bash
# 1. Check toolbar exists on the page. Agentation 3.1+ renders inside a shadow root on <agentation-toolbar>,
#    so query through it (the fallback to document keeps older versions working)
agent-browser eval "(document.querySelector('agentation-toolbar')?.shadowRoot || document).querySelector('[data-feedback-toolbar]') ? 'toolbar found' : 'NOT FOUND'"
# If "NOT FOUND": Agentation is not installed on this page — stop and tell the user

# 2. Expand ONLY if collapsed (clicking when already expanded collapses it)
agent-browser eval "(document.querySelector('agentation-toolbar')?.shadowRoot || document).querySelector('[data-feedback-toolbar][class*=expanded]') ? 'already expanded' : ((document.querySelector('agentation-toolbar')?.shadowRoot || document).querySelector('[class*=toggleContent]')?.click(), 'expanding')"

# 3. Verify: take a snapshot and look for toolbar controls
agent-browser snapshot -i
# If expanded: you'll see "Block page interactions" checkbox, color buttons (Purple, Blue, etc.)
# If collapsed: you'll only see the small toggle button — retry step 2
```

"Block page interactions" must be checked (default: on).

> **eval quoting rule**: Always use `[class*=toggleContent]` (no quotes around the attribute value) in eval strings. Do not use double-bang in eval because bash treats it as history expansion. Do not use backslash-escaped inner quotes either, as they break unpredictably across shells.

## Critical: How to Create Annotations

**Standard element clicks (`click @ref`) do NOT trigger annotation dialogs.** The Agentation overlay intercepts pointer events at the coordinate level. Use coordinate-based mouse events — this also makes the interaction visible in the browser as the cursor moves across the page.

> **`@ref` compatibility**: Only `click`, `fill`, `type`, `hover`, `focus`, `check`, `select`, `drag` support `@ref` syntax. The commands `scrollintoview`, `get box`, and `eval` do NOT — they expect CSS selectors. Use `eval` with `querySelector` for scrolling and position lookup.

```bash
# 1. Take interactive snapshot — identify target element and build a CSS selector
agent-browser snapshot -i
# Example: snapshot shows  heading "Point at bugs." [ref=e10]
# Derive a CSS selector: 'h1', or more specific: 'h1:first-of-type'

# 2. Scroll the element into view via eval (NOT scrollintoview @ref — that breaks)
agent-browser eval "document.querySelector('h1').scrollIntoView({block:'center'})"

# 3. Get its bounding box via eval (NOT get box @ref — that also breaks)
agent-browser eval "((r) => r.x+','+r.y+','+r.width+','+r.height)(document.querySelector('h1').getBoundingClientRect())"
# Returns: "383,245,200,40"  (parse these as x,y,width,height)

# 4. Move cursor to element center, then click
#    centerX = x + width/2,  centerY = y + height/2
agent-browser mouse move <centerX> <centerY>
agent-browser mouse down left
agent-browser mouse up left

# 5. Get the annotation dialog refs — read the FULL snapshot output
#    Dialog refs appear at the BOTTOM of the list, don't truncate with head/tail
agent-browser snapshot -i
# Look for: textbox "What should change?" and "Cancel" / "Add" buttons

# 6. Type critique — fill and click DO support @ref
agent-browser fill @<textboxRef> "Your critique here"

# 7. Submit (Add button enables after text is filled)
agent-browser click @<addRef>
```

If no dialog appears after clicking, the toolbar may have collapsed. Re-expand (only if collapsed) and retry:

```bash
agent-browser eval "(document.querySelector('agentation-toolbar')?.shadowRoot || document).querySelector('[data-feedback-toolbar][class*=expanded]') ? 'ok' : ((document.querySelector('agentation-toolbar')?.shadowRoot || document).querySelector('[class*=toggleContent]')?.click(), 'expanded')"
```

### Building CSS selectors from snapshots

The snapshot shows element roles, names, and refs. Map them to CSS selectors:

| Snapshot line | CSS selector |
|--------------|-------------|
| `heading "Point at bugs." [ref=e10]` | `h1` or `h1:first-of-type` |
| `button "npm install agentation Copy" [ref=e15]` | `button:has(code)` or by text content via eval |
| `link "Star on GitHub" [ref=e28]` | `a[href*=github]` |
| `paragraph (long text...) [ref=e20]` | Target by section: `section:nth-of-type(2) p` |

When in doubt, use a broader selector and verify with eval:
```bash
agent-browser eval "document.querySelector('h2').textContent"
```

## The Loop

Work top-to-bottom through the page. For each annotation:

1. Scroll to the target area via eval (`scrollIntoView`)
2. Pick a specific element — heading, paragraph, button, section container
3. Get its bounding box via eval (`getBoundingClientRect`)
4. Execute the coordinate-click sequence (`mouse move` → `mouse down` → `mouse up`)
5. Read the **full** snapshot output to find dialog refs at the bottom
6. Write the critique (`fill @ref`) and submit (`click @ref`)
7. Verify the annotation was added (see below)
8. Move to the next area

### Verifying annotations

After submitting each annotation, confirm the count increased:

```bash
agent-browser eval "(document.querySelector('agentation-toolbar')?.shadowRoot || document).querySelectorAll('[data-annotation-marker]').length"
# Should return the expected count (1 after first, 2 after second, etc.)
```

If the count didn't increase, the submission failed silently — re-snapshot and check if the dialog is still open.

Aim for 5-8 annotations per page unless told otherwise.

## What to Critique

| Area | What to look for |
|------|-----------------|
| **Hero / above the fold** | Headline hierarchy, CTA placement, visual grouping |
| **Navigation** | Label styling, category grouping, visual weight |
| **Demo / illustrations** | Clarity, depth, animation readability |
| **Content sections** | Spacing rhythm, callout treatments, typography hierarchy |
| **Key taglines** | Whether resonant lines get enough visual emphasis |
| **CTAs and footer** | Conversion weight, visual separation, final actions |

## Critique Style

2-3 sentences max per annotation:

- **Specific and actionable**: "Stack the install command below the subheading at 16px" not "fix the layout"
- **1-2 concrete alternatives**: Reference CSS values, layout patterns, or design systems
- **Name the principle**: Visual hierarchy, Gestalt grouping, whitespace, emphasis, conversion design
- **Reference comparable products**: "Like how Stripe/Linear/Vercel handles this"

Bad: "This section needs work"
Good: "This bullet list reads like docs, not a showcase. Use a 3-column card grid with icons — similar to Stripe's guidelines pattern. Creates visual rhythm and scannability."

## Install

The skill must be symlinked into `~/.claude/skills/` for Claude Code to discover it:

```bash
ln -s "$(pwd)/skills/agentation-self-driving" ~/.claude/skills/agentation-self-driving
```

Restart Claude Code after installing. Verify with `/agentation-self-driving` — if it loads the skill instructions, the symlink is working.

## Troubleshooting

- **"Browser not launched. Call launch first."**: Stale session from a previous run — run `agent-browser close 2>/dev/null` then retry the `--headed open` command
- **Toolbar not found on page**: Agentation isn't installed — run `/agentation` to set it up first
- **No dialog after clicking**: Toolbar collapsed — re-expand with the state-aware eval (check `[class*=expanded]` first), retry
- **Wrong element targeted**: Click Cancel, scroll to intended element, retry with correct coordinates
- **Add button stays disabled**: Text wasn't filled — re-snapshot and fill the textbox
- **Page navigated**: "Block page interactions" is off — enable via toolbar settings
- **Annotation count didn't increase**: Submission failed — dialog may still be open, re-snapshot and check
- **Interrupted mid-run (Ctrl+C)**: The browser stays open with whatever state it was in. Run `agent-browser close` to clean up before starting a new session

## agent-browser Pitfalls

These will silently break the workflow if you're not aware of them:

| Pitfall | What happens | Fix |
|---------|-------------|-----|
| `scrollintoview @ref` | Crashes: "Unsupported token @ref while parsing css selector" | Use `eval "document.querySelector('sel').scrollIntoView({block:'center'})"` |
| `get box @ref` | Same crash — `get box` parses refs as CSS selectors | Use `eval "((r)=>r.x+','+r.y+','+r.width+','+r.height)(document.querySelector('sel').getBoundingClientRect())"` |
| `eval` with double-bang | Bash expands double-bang as history substitution before the command runs | Use `expr !== null` or `expr ? true : false` instead |
| `eval` with backslash-escaped quotes | Escaped inner quotes break across shells | Drop the quotes: `[class*=toggleContent]` works for simple values without spaces |
| `snapshot -i \| head -50` | Annotation dialog refs (`textbox "What should change?"`, `Add`, `Cancel`) appear at the BOTTOM of the snapshot | Always read the **full** snapshot output — never truncate |
| `click @ref` on overlay elements | The click goes through to the real DOM, bypassing the Agentation overlay | Use `mouse move` → `mouse down left` → `mouse up left` for coordinate-based clicks that the overlay intercepts |
| `--headed open` fails with "Browser not launched" | Stale sessions from previous runs block new launches | Run `agent-browser close 2>/dev/null` then retry the open command |

**Rule of thumb**: `@ref` works for interaction commands (`click`, `fill`, `type`, `hover`). For everything else (`eval`, `get`, `scrollintoview`), use CSS selectors via `querySelector` in an eval.

## Two-Session Workflow (Full Self-Driving)

With MCP connected (toolbar shows "MCP Connected"), annotations auto-send to any listening agent. This enables:

- **Session 1** (this skill): Watches the page, adds critique annotations in the visible browser
- **Session 2**: Runs `agentation_watch_annotations` in a loop, receives annotations, edits code to address each one

The user watches Session 1 drive through the page in the browser while Session 2 fixes issues in the codebase — fully autonomous design review and implementation.

© benjitaylor · MIT · benjitaylor/agentation

See also

Project sponsors

Companies that keep this analytics open
Gold sponsor

Impressions, clicks and code copies — open statistics. We keep the numbers public for the same reason NeBlask itself is public. Become a sponsor