stickiness-audit

stickiness-audit is a skill for Claude Code from bookforge-ai/bookforge-skills. It costs 379 tokens per session (7,341 once invoked), scanned A, original, CC-BY-SA-4.0.

A message-review skill based on the SUCCESs framework: Simple, Unexpected, Concrete, Credible, Emotional, and Stories. It also checks for the expert blind spot that leaves out context beginners need.

In plain words
What is it for?
Use it to audit pitches, announcements, slides, speeches, landing pages, and internal memos.
Why use it?
It identifies why a draft may be hard to understand, remember, or care about.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the made-to-stick plugin — 10 skills shipped together

Good fit Use it to audit pitches, announcements, slides, speeches, landing pages, and internal memos.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/bookforge-ai/bookforge-skills/stickiness-audit
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.

Any agent
npx skills add bookforge-ai/bookforge-skills --skill stickiness-audit
Clone the repo
git clone --depth 1 https://github.com/bookforge-ai/bookforge-skills

Made for: Claude Code.

Or install made-to-stick, the plugin that ships this one along with the rest of its 10 skills.

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 stickiness-audit

README.md
[![agentmods](https://agentmods.dev/badge/skills/bookforge-ai/bookforge-skills/stickiness-audit/github.svg)](https://agentmods.dev/skills/bookforge-ai/bookforge-skills/stickiness-audit)
Your own site
<a href="https://agentmods.dev/skills/bookforge-ai/bookforge-skills/stickiness-audit"><img src="https://agentmods.dev/badge/skills/bookforge-ai/bookforge-skills/stickiness-audit/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for stickiness-audit

Your own site · 80×15
<a href="https://agentmods.dev/skills/bookforge-ai/bookforge-skills/stickiness-audit"><img src="https://agentmods.dev/badge/skills/bookforge-ai/bookforge-skills/stickiness-audit.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 379 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 7,341 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
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 5.1 $0.00379 $0.07341
Opus 5 $0.00189 $0.03671
Sonnet 5 $0.00076 $0.01468
Haiku 4.5 $0.00038 $0.00734

Measured 7d ago against content hash c295b77d75b6, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

stickiness-audit 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 7d 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.

books/made-to-stick/skills/stickiness-audit/SKILL.md · 322 lines

The source is not reproduced here

Licensed CC-BY-SA-4.0

The repository is licensed CC-BY-SA-4.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

Read it on GitHub

Files

What ships with it

2 files 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. 7d ago First seen · 322 lines · 379 tokens per session scan A c295b77d75b6

Subscribe to this mod's changes

stickiness-audit is a skill published in the GitHub repository bookforge-ai/bookforge-skills (35 stars, last pushed 4mo ago), licensed CC-BY-SA-4.0. It adds 379 tokens to every session and 7,341 once invoked, about $0.0019 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 2026-09-03.

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