claim-audit

claim-audit is a skill for Claude Code from Mexregkan/claude-for-researchers. It costs 75 tokens per session (2,231 once invoked), scanned A, original, MIT.

A review of what a completed script actually proved before its result is described in prose. It compares each check's label with its code and separates conclusions about existing work from new claims.

In plain words
What is it for?
Use it after a script passes and before writing a summary, commit message, change-log entry, workbook section, or handoff message.
Why use it?
It prevents summaries, commit messages, change logs, and reports from making stronger claims than the underlying checks support.

Skill for Claude Code

Written for Claude Code: installed under .claude/. Also seen: reads .claude/ paths; mentions CLAUDE.md; mentions subagents.

Good fit Use it after a script passes and before writing a summary, commit message, change-log entry, workbook section, or handoff message.

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Install with agentmods
npx agentmods add skills/mexregkan/claude-for-researchers/claim-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 Mexregkan/claude-for-researchers --skill claim-audit
Clone the repo
git clone --depth 1 https://github.com/Mexregkan/claude-for-researchers

Made for: Claude Code.

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 claim-audit

README.md
[![agentmods](https://agentmods.dev/badge/skills/mexregkan/claude-for-researchers/claim-audit/github.svg)](https://agentmods.dev/skills/mexregkan/claude-for-researchers/claim-audit)
Your own site
<a href="https://agentmods.dev/skills/mexregkan/claude-for-researchers/claim-audit"><img src="https://agentmods.dev/badge/skills/mexregkan/claude-for-researchers/claim-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 claim-audit

Your own site · 80×15
<a href="https://agentmods.dev/skills/mexregkan/claude-for-researchers/claim-audit"><img src="https://agentmods.dev/badge/skills/mexregkan/claude-for-researchers/claim-audit.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 75 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,231 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00075 $0.02231
Opus 5 $0.00037 $0.01115
Sonnet 5 $0.00015 $0.00446
Haiku 4.5 $0.00007 $0.00223

Measured 7d ago against content hash 1b194e60ca0e, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

claim-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.

The scan reads SKILL.md. This mod also ships 2 executable files (gate_audit.sh, selftest.sh), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

starter/.claude/skills/claim-audit/SKILL.md · 167 lines

How it starts

The opening of the file, as written. The whole thing — 167 lines — stays where its author put it; the contents beside it link to each section on GitHub.

claim-audit — be the first hostile reader of your own result

Why this exists

The calculation is usually right. The naming is what goes wrong.

The mechanism is worth stating precisely, because it tells you where to intervene. An overclaim is not invented in the summary. It is minted earlier, in the label on a check — and the summary, the commit message, the CHANGELOG.md row and the workbook section then all inherit that label, because they are written in the same pass, from the same context, by the same process. By the time you are drafting prose, you are not writing a claim; you are copying one. Auditing the summary audits the copy.

The structural consequence: if nobody reads the label against the body, the first adversarial reader of a result is whoever you send it to — a collaborator, a referee, or a second agent. So of course they find something. Nothing upstream of them ever tested the claim against a hostile reading.

This skill inserts that hostile read before the claim leaves the session.

When to invoke

Mandatory before any of these exists for a piece of work: a summary to the user, a commit message, a CHANGELOG.md row, a workbook section, a message to another agent. Also invoke when adjudicating someone else's result, and whenever you are about to write the words proved, derived, constructed, canonical, unique, complete, exactly, every, all orders, or resolves.

Order of operations: script passes → claim-audit → prose. Never prose first.

Step 0 — mechanical pre-filter

bash .claude/skills/claim-audit/gate_audit.sh <script>

It reports four things: hand-assigned values, label-budget violations, advocacy language in labels, and bodies whose shape may be true for every input. It is a pre-filter, not a verdict — it cannot read mathematics. A clean run means no cheap tell fired, never that the labels are honest. Steps 1–3 are the actual audit and are not optional when step 0 is quiet.

Read the full file on GitHub · 167 lines

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 · 167 lines · 75 tokens per session scan A 1b194e60ca0e

Subscribe to this mod's changes

claim-audit is a skill published in the GitHub repository Mexregkan/claude-for-researchers (52 stars, last pushed 9d ago), licensed MIT. It adds 75 tokens to every session and 2,231 once invoked, about $0.0004 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 2026-09-05.

Related

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