UX Audit Walkthrough
AIPexStudio/AIPex
Walks a Figma prototype or live webpage screen by screen and scores it against four minimalist usability principles.
Autonomous design critique mode using the Agentation annotation toolbar.
Install Agentation Self Driving
$ npx skills add theexperiencecompany/gaia --skill agentation-self-driving -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install theexperiencecompany/gaia agentation-self-driving --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/theexperiencecompany/gaia.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/agentation-self-driving .claude/skills/agentation-self-driving && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "agentation-self-driving" agent skill from https://github.com/theexperiencecompany/gaia/tree/master/.agents/skills/agentation-self-driving into .claude/skills/agentation-self-driving/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentation-self-driving", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/theexperiencecompany/gaia/tree/master/.agents/skills/agentation-self-drivingType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add theexperiencecompany/gaia --skill agentation-self-driving -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install theexperiencecompany/gaia agentation-self-driving --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/theexperiencecompany/gaia.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/agentation-self-driving .agents/skills/agentation-self-driving && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agentation-self-driving" agent skill from https://github.com/theexperiencecompany/gaia/tree/master/.agents/skills/agentation-self-driving into .agents/skills/agentation-self-driving/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentation-self-driving", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add theexperiencecompany/gaia --skill agentation-self-driving -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install theexperiencecompany/gaia agentation-self-driving --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/theexperiencecompany/gaia.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/agentation-self-driving .cursor/skills/agentation-self-driving && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "agentation-self-driving" agent skill from https://github.com/theexperiencecompany/gaia/tree/master/.agents/skills/agentation-self-driving into .cursor/skills/agentation-self-driving/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentation-self-driving", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/theexperiencecompany/gaia.git --path .agents/skills/agentation-self-driving--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add theexperiencecompany/gaia --skill agentation-self-driving -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install theexperiencecompany/gaia agentation-self-driving --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/theexperiencecompany/gaia.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/agentation-self-driving .gemini/skills/agentation-self-driving && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "agentation-self-driving" agent skill from https://github.com/theexperiencecompany/gaia/tree/master/.agents/skills/agentation-self-driving into .gemini/skills/agentation-self-driving/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentation-self-driving", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install theexperiencecompany/gaia agentation-self-drivingInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add theexperiencecompany/gaia --skill agentation-self-driving -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/theexperiencecompany/gaia.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/agentation-self-driving .github/skills/agentation-self-driving && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "agentation-self-driving" agent skill from https://github.com/theexperiencecompany/gaia/tree/master/.agents/skills/agentation-self-driving into .github/skills/agentation-self-driving/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentation-self-driving", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add theexperiencecompany/gaia --skill agentation-self-driving -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install theexperiencecompany/gaia agentation-self-driving --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/theexperiencecompany/gaia.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/agentation-self-driving .opencode/skills/agentation-self-driving && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "agentation-self-driving" agent skill from https://github.com/theexperiencecompany/gaia/tree/master/.agents/skills/agentation-self-driving into .opencode/skills/agentation-self-driving/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentation-self-driving", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
agentation-self-driving- GitHub stars
- 308
- Token cost
- ~2.8k tokens
- SKILL.md length
- 1,016 words
- Files
- 2 (incl. references)
- Skills in repo
- 17
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Autonomous design critique mode using the Agentation annotation toolbar.
- Works in 8 steps: Scroll to the target area via eval… → Pick a specific element — heading,… → Get its bounding box via eval… → …
- The user asks to critique this page
- SKILL.md covers Launch — Always Headed, Critical: How to Create…, The Loop and What to Critique, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Agentation Self Driving is an agent skill from theexperiencecompany/gaia. 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.
Its SKILL.md is about 2.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/two-session-workflow.md`).
It sits in Productivity & Automation, covering Design review and critique and Browser automation. The repository describes itself as: Your proactive personal AI assistant & companion for daily productivity 🌎.
When your agent uses it
- The user asks to critique this page
- Add design annotations
- Self-driving mode
- Wants an AI agent to autonomously add design feedback annotations to a web page via the browser
Example prompts
- “critique this page,”
- “add design annotations,”
- “review the UI,”
- “/agentation-self-driving”
Requirements
- Node.js
- Pre-approved tools (allowed-tools): Bash(agent-browser:*)
Workflow steps
8 steps, taken from the first numbered list in SKILL.md.
- 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
What it can do on your machine
Read from SKILL.md and the folder at commit 26424cb. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
Bash(agent-browser:*)
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are bash).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Agentation Self Driving loads about 2.8k tokens when it runs, and up to ~3.4k if it reads all its reference files. Until then it costs about 108 tokens; SKILL.md has 1,016 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,016 words (~2,791 tokens).
“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.”
- name
- agentation-self-driving
- allowed-tools
- Bash(agent-browser:*)
Files
SKILL.md and 1 other file (references) in .agents/skills/agentation-self-driving of theexperiencecompany/gaia.
- SKILL.md
- references/two-session-workflow.md
Open the folder on GitHubat commit 26424cb
Compare with similar skills
Agentation Self Driving next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Agentation Self Driving this skilltheexperiencecompany/gaia | 308 | — | ~2.8k | Automated safety check: Pass | Custom licence | |
| UX Audit WalkthroughAIPexStudio/AIPex | 1.3k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Ostackmr-daedalium/ostack-saas | 114 | — | ~6.1k | Automated safety check: Notes | MIT | |
| Browser Usecacity/VideoHub | 168 | 3 repos | ~2.2k | Automated safety check: Warn | MIT | |
| Agent Browserquran/quran.com-frontend-next | 1.9k | 40 repos | ~3.3k | Automated safety check: Pass | None | |
| Dev-Browser CLI AutomationSawyerHood/dev-browser | 6.7k | 1 repos | ~455 | Automated safety check: Pass | MIT |
Similar skills
Ostack
mr-daedalium/ostack-saas
Fast headless browser for QA testing and site dogfooding. An agent skill from mr-daedalium/ostack-saas.
Browser Use
cacity/VideoHub
Automates browser interactions for web testing, form filling, screenshots, and data extraction.
Agent Browser
quran/quran.com-frontend-next
Automates browser interactions for web testing, form filling, screenshots, and data extraction.
Dev-Browser CLI Automation
SawyerHood/dev-browser
Browser automation with persistent named pages via the dev-browser CLI. Use when users ask to navigate websites, fill forms, take screenshots, extract web…
Browser Automation
openclaw/openclaw
A skill your agent uses when controlling web pages with the OpenClaw browser tool, especially multi-step flows, login checks, tab management, or recovery from stale refs/timeouts.
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Related
Questions about Agentation Self Driving
What does Agentation Self Driving do?
Autonomous design critique mode using the Agentation annotation toolbar. Agentation Self Driving is an agent skill from theexperiencecompany/gaia. Autonomous design critique mode using the Agentation annotation toolbar.
When should I use Agentation Self Driving?
Agentation Self Driving fits situations like: the user asks to critique this page; add design annotations; self-driving mode; wants an AI agent to autonomously add design feedback annotations to a web page via the browser.
How do I install Agentation Self Driving in Claude Code?
Run `npx skills add theexperiencecompany/gaia --skill agentation-self-driving -a claude-code`. Or copy the skill folder (.agents/skills/agentation-self-driving in theexperiencecompany/gaia) into .claude/skills/agentation-self-driving in your project. Claude Code loads it when a task matches its description.
How do I install Agentation Self Driving in Codex?
Run `npx skills add theexperiencecompany/gaia --skill agentation-self-driving -a codex`. Or copy the skill folder (.agents/skills/agentation-self-driving in theexperiencecompany/gaia) into .agents/skills/agentation-self-driving in your project. Codex loads it when a task matches its description.
Can I use Agentation Self Driving in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add theexperiencecompany/gaia --skill agentation-self-driving -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agentation-self-driving, .gemini/skills/agentation-self-driving, .github/skills/agentation-self-driving and .opencode/skills/agentation-self-driving in your project.
What does Agentation Self Driving need to run?
SKILL.md names no scripts, command-line tools or credentials: Agentation Self Driving is instructions for the agent only. Our summary lists: Node.js. Its frontmatter pre-approves these tools: Bash(agent-browser:*).
Does Agentation Self Driving access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Agentation Self Driving safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Agentation Self Driving use?
Agentation Self Driving has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Agentation Self Driving use?
About 2.8k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 611 tokens, read only when the agent opens those files.
What are the alternatives to Agentation Self Driving?
Skills that share tags, products or a category with Agentation Self Driving: UX Audit Walkthrough (AIPexStudio/AIPex, 1.3k stars), Ostack (mr-daedalium/ostack-saas, 114 stars), Browser Use (cacity/VideoHub, 168 stars) and Agent Browser (quran/quran.com-frontend-next, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Agentation Self Driving?
theexperiencecompany (a GitHub organization) maintains it in theexperiencecompany/gaia, which has 308 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on October 10, 2026.
Source: theexperiencecompany/gaia on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.