Agentation Self DrivingSAFE
The visual feedback tool for agents.
Overview
The visual feedback tool for agents.
471b97d097b2OBSERVED · 2026-10-21Host compatibility
What the documentation claims. We have not run a compatibility test.
| Host | Status | Notes |
|---|---|---|
| claude-code | mentioned | |
| cursor | mentioned |
What it tells the agent
The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.
---
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 Trust audit
SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | NA |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- none-observed
- Shell
- none-observed
- Dependencies
- pinned
- Secrets in source
- none-found
Findings (0)
No findings outside the package's declared scope.
Gates applied: no_behavioural_pass.
471b97d097b2full audit observations/trust-audit/skill/benjitaylor__agentation-self-driving.json · Report an issue / request a re-scanAudit history
Every audit this skill has had.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-21 | 471b97d097b2 | SAFE | B | 89 | first audit |
Questions
What does the agentation-self-driving — benjitaylor/agentation skill do?
The visual feedback tool for agents.
Is agentation-self-driving — benjitaylor/agentation safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can agentation-self-driving — benjitaylor/agentation access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
Which assistants does agentation-self-driving — benjitaylor/agentation work with?
Its documentation mentions claude-code and cursor. That is what the text claims, not a compatibility test we ran.
How current is this page?
The grade is for one exact copy of the source (471b97d097b2), read on 2026-10-21. The repository is watched, and a new audit runs when it changes — this is the first audit.
Add this badge to your README
Shows this page's audit result and links back to it. It updates when the audit does.
[](https://modelsatlas.com/skills/benjitaylor/agentation-self-driving/)
Not your listing, or something out of date? Claim or update your listing.