agentation-self-driving

agentation-self-driving is a skill for Claude Code, Codex from benjitaylor/agentation. It costs 90 tokens per session (2,670 once invoked), scanned A, original, no licence file.

An autonomous design-review mode that uses the Agentation annotation toolbar to add feedback directly to a web page.

In plain words
What is it for?
Use it to critique a page, review its interface, add design annotations, or automatically annotate the page in a browser.
Why use it?
It helps identify and record interface problems without requiring someone to mark every issue manually.

Skill for Claude CodeCodex

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.

agentmods
npx agentmods add skills/benjitaylor/agentation/agentation-self-driving
Any agent
npx skills add benjitaylor/agentation --skill agentation-self-driving
Clone the repo
git clone --depth 1 https://github.com/benjitaylor/agentation

Made for: Claude Code, Codex.

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 agentation-self-driving

README.md
[![agentmods](https://agentmods.dev/badge/skills/benjitaylor/agentation/agentation-self-driving.svg)](https://agentmods.dev/skills/benjitaylor/agentation/agentation-self-driving)
Your own site
<a href="https://agentmods.dev/skills/benjitaylor/agentation/agentation-self-driving"><img src="https://agentmods.dev/badge/skills/benjitaylor/agentation/agentation-self-driving.svg" alt="Measured on agentmods" height="20"></a>
Per session 90 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,670 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin unknown 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 $0.00090 $0.02670
Opus 5 $0.00045 $0.01335
Sonnet 5 $0.00018 $0.00534
Haiku 4.5 $0.00009 $0.00267

Measured 4d ago against content hash 3a9d99a656ea, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

agentation-self-driving 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 4d 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/agentation-self-driving/SKILL.md · 201 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 4d ago First seen · 201 lines · 90 tokens per session scan A 3a9d99a656ea

Subscribe to this mod's changes

agentation-self-driving is a skill published in the GitHub repository benjitaylor/agentation (4,587 stars, last pushed 2mo ago), with no licence file. It adds 90 tokens to every session and 2,670 once invoked, about $0.0005 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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