audit-answers

audit-answers is a skill for Claude Code from melodic-software/claude-code-plugins. It costs 181 tokens per session (2,704 once invoked), scanned A, original, MIT.

A fresh-context review of answers recorded during a planning interview. Independent reviewers examine each decision without seeing the reasoning that produced it.

In plain words
What is it for?
Use it to challenge requirements, assumptions, and choices in a completed planning record before implementation begins.
Why use it?
It reduces the risk of accepting flawed decisions, especially when the same process generated and approved its own recommendations.

Skill for Claude Code

Written for Claude Code: disable-model-invocation in frontmatter. Also seen: mentions subagents; mentions Codex.

Installs and runs on its own, but its text points at files inside its plugin — anything it tells you to read at a ${CLAUDE_PLUGIN_ROOT} path is only there once the plugin is installed. Installing the plugin gets both.

Part of the planning plugin — 10 skills shipped together

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/melodic-software/claude-code-plugins/audit-answers
Any agent
npx skills add melodic-software/claude-code-plugins --skill audit-answers
Clone the repo
git clone --depth 1 https://github.com/melodic-software/claude-code-plugins

Made for: Claude Code.

Or install planning, 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 audit-answers

README.md
[![agentmods](https://agentmods.dev/badge/skills/melodic-software/claude-code-plugins/audit-answers.svg)](https://agentmods.dev/skills/melodic-software/claude-code-plugins/audit-answers)
Your own site
<a href="https://agentmods.dev/skills/melodic-software/claude-code-plugins/audit-answers"><img src="https://agentmods.dev/badge/skills/melodic-software/claude-code-plugins/audit-answers.svg" alt="Measured on agentmods" height="20"></a>
Per session 181 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,704 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00181 $0.02704
Opus 5 $0.00090 $0.01352
Sonnet 5 $0.00036 $0.00541
Haiku 4.5 $0.00018 $0.00270

Measured 2d ago against content hash 29238c849e80, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-05, from the pricing page.

Security

Grade A, and why

audit-answers 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 2d 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.

plugins/planning/skills/audit-answers/SKILL.md · 102 lines

How it starts

The opening of the file, as written. The whole thing — 102 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Pre-computed context

Current branch: !git branch --show-current 2>/dev/null || echo "unknown"

Variables

Arguments: $ARGUMENTS

Purpose

Independent adversarial validation of a completed /planning:interview's answers. It runs over any filled decision ledger, whether the human hand-answered the rounds or the recommendations were auto-accepted, and hands each answer to fresh-context agents that re-examine it on its merits. Only the answers they challenge or reclassify come back to the human; the rest collapse to a one-line confirmation.

The value is a producer≠critic pass over decisions the producing session is structurally the worst judge of. It is sharpest when the answers were auto-accepted: /planning:interview's accept-shorthand takes the orchestrator's own recommendations at face value, the producer grading its own work. A hand-answered ledger benefits too: fresh validators that never saw the reasoning catch a decision made under the same session's blind spots.

This is validation, never derivation. It does NOT spawn subagents to invent answers. The interview contract already resolves every fact from the environment, so anything that reaches a round is a genuine decision, the never-auto class. A subagent asked to derive it only reinjects the orchestrator's framing and converges to accept-all at quadratic frontier cost with a false patina of verification. Fresh-context independence is real only for checking an answer, not for producing one. So the answers are accepted first, then checked.

Preconditions

A completed /planning:interview for the topic. The skill validates whatever answers that interview persisted, in whichever form it wrote them. It does not require any single artifact:

  • an engineering session's ## Brief in PLAN.md (its resolved decisions, Captured assumptions, and Deferred questions with their arbiter tags);
  • the decision-tree ledger (interview-checklist.md in the memory slice), present only for sessions the interview emitted one for (≥2 open questions or me mode);
  • a general (non-engineering) session's shared-understanding summary in the memory slice.

Read the full file on GitHub · 102 lines

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. 2d ago First seen · 102 lines · 181 tokens per session scan A 29238c849e80

Subscribe to this mod's changes

audit-answers is a skill published in the GitHub repository melodic-software/claude-code-plugins (15 stars, last pushed today), licensed MIT. It adds 181 tokens to every session and 2,704 once invoked, about $0.0009 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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