prompt-audit

prompt-audit is a skill for Claude Code from cembasaranoglu/crafting-system-claude. It costs 41 tokens per session (273 once invoked), scanned A, original, MIT.

A review skill for checking whether an AI prompt is clear, safe, complete, and ready to use.

In plain words
What is it for?
Use it to audit prompts for tool rules, source handling, risk boundaries, examples, schemas, and evaluation plans.
Why use it?
It exposes unclear responsibilities, missing safeguards, weak output formats, and gaps in testing before the prompt is used.

Skill for Claude Code

Written for Claude Code: $ARGUMENTS substitution. Also seen: mentions subagents; mentions Claude Code.

Part of the crafting-system plugin — 81 skills, 32 agents shipped together

Good fit Use it to audit prompts for tool rules, source handling, risk boundaries, examples, schemas, and evaluation plans.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/cembasaranoglu/crafting-system-claude/prompt-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 cembasaranoglu/crafting-system-claude --skill prompt-audit
Clone the repo
git clone --depth 1 https://github.com/cembasaranoglu/crafting-system-claude

Made for: Claude Code.

Or install crafting-system, the plugin that ships this one along with the rest of its 81 skills, 32 agents.

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 prompt-audit

README.md
[![agentmods](https://agentmods.dev/badge/skills/cembasaranoglu/crafting-system-claude/prompt-audit/github.svg)](https://agentmods.dev/skills/cembasaranoglu/crafting-system-claude/prompt-audit)
Your own site
<a href="https://agentmods.dev/skills/cembasaranoglu/crafting-system-claude/prompt-audit"><img src="https://agentmods.dev/badge/skills/cembasaranoglu/crafting-system-claude/prompt-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 prompt-audit

Your own site · 80×15
<a href="https://agentmods.dev/skills/cembasaranoglu/crafting-system-claude/prompt-audit"><img src="https://agentmods.dev/badge/skills/cembasaranoglu/crafting-system-claude/prompt-audit.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 41 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 273 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 original 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 $0.00041 $0.00273
Opus 5 $0.00020 $0.00137
Sonnet 5 $0.00008 $0.00055
Haiku 4.5 $0.00004 $0.00027

Measured 6d ago against content hash 73106a5fde0c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

prompt-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 6d 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.

cowork/skills/prompt-audit/SKILL.md · 44 lines

What it actually says

Prompt Audit

Audit the provided prompt or prompt target: $ARGUMENTS

Instructions

  1. Identify the prompt's intended surface: Claude chat, Claude API, Claude Code, skill, plugin, subagent, or MCP workflow.
  2. Separate facts, assumptions, recommendations, unknowns, and blockers.
  3. Check for:
  • clear objective
  • role and responsibility boundaries
  • source-first behavior
  • risk gate and ask-vs-act boundary
  • tool-use trigger rules
  • context layout
  • XML or schema structure
  • examples and edge cases
  • output contract
  • validation/evaluation plan
  • contradictory instructions
  • over-prompting or under-specification
  1. Do not rewrite the whole prompt unless the user asks. First produce findings.

Output

prompt_audit:
 overall_grade: "excellent | good | needs_work | unsafe | blocked"
 target_surface: ""
 critical_findings: []
 high_findings: []
 medium_findings: []
 low_findings: []
 contradictions: []
 missing_sections: []
 tuning_recommendations: []
 minimum_next_fix: ""
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. 6d ago First seen · 44 lines · 41 tokens per session scan A 73106a5fde0c

Subscribe to this mod's changes

prompt-audit is a skill published in the GitHub repository cembasaranoglu/crafting-system-claude (5 stars, last pushed 4mo ago), licensed MIT. It adds 41 tokens to every session and 273 once invoked, about $0.0002 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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