Agentation Self Driving
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.
- Skill ID
- benjitaylor/agentation/agentation-self-driving
- Publisher
- benjitaylor
- Repository
- agentation
- Installs
- 0
- Files
- 2
- Synced
- Sep 23, 2026
Open any RiverX project, open the Skills panel in the chat, and search for this identifier. The files are fetched from the source repository at install time.
benjitaylor/agentation/agentation-self-drivingInstalls these files- SKILL.md
- references/two-session-workflow.md
What this skill tells the agent
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:
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:
# 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:
# 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: Onlyclick,fill,type,hover,focus,check,select,dragsupport@refsyntax. The commandsscrollintoview,get box, andevaldo NOT — they expect CSS selectors. UseevalwithquerySelectorfor scrolling and position lookup.
# 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:
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:
agent-browser eval "document.querySelector('h2').textContent"The Loop
Work top-to-bottom through the page. For each annotation:
- Scroll to the target area via eval (
scrollIntoView) - Pick a specific element — heading, paragraph, button, section container
- Get its bounding box via eval (
getBoundingClientRect) - Execute the coordinate-click sequence (
mouse move→mouse down→mouse up) - Read the full snapshot output to find dialog refs at the bottom
- Write the critique (
fill @ref) and submit (click @ref) - Verify the annotation was added (see below)
- Move to the next area
Verifying annotations
After submitting each annotation, confirm the count increased:
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:
ln -s "$(pwd)/skills/agentation-self-driving" ~/.claude/skills/agentation-self-drivingMore from benjitaylor
Use this skill in a project
Open any RiverX project, search the Skills panel for benjitaylor/agentation/agentation-self-driving, and install it in one click.
