paper-code-audit

paper-code-audit is a skill for Claude Code, Codex from regen-coordination/org-os-template. It costs 51 tokens per session (106 once invoked), scanned A, original, MIT.

A review workflow that checks whether a research paper's claims match the code released with it. It produces an audit report.

In plain words
What is it for?
Use it to audit a specific paper, check its code, verify reproducibility, and record mismatches between claims and implementation.
Why use it?
It helps find differences between what a paper says and what its implementation actually does, which can affect whether the results are reproducible.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: installed under .agents/ (shared by several agents).

Good fit Use it to audit a specific paper, check its code, verify reproducibility, and record mismatches between claims and implementation.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/regen-coordination/org-os-template/paper-code-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 regen-coordination/org-os-template --skill paper-code-audit
Clone the repo
git clone --depth 1 https://github.com/regen-coordination/org-os-template

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 paper-code-audit

README.md
[![agentmods](https://agentmods.dev/badge/skills/regen-coordination/org-os-template/paper-code-audit/github.svg)](https://agentmods.dev/skills/regen-coordination/org-os-template/paper-code-audit)
Your own site
<a href="https://agentmods.dev/skills/regen-coordination/org-os-template/paper-code-audit"><img src="https://agentmods.dev/badge/skills/regen-coordination/org-os-template/paper-code-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 paper-code-audit

Your own site · 80×15
<a href="https://agentmods.dev/skills/regen-coordination/org-os-template/paper-code-audit"><img src="https://agentmods.dev/badge/skills/regen-coordination/org-os-template/paper-code-audit.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 51 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 106 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 $0.00051 $0.00106
Opus 5.5 $0.00020 $0.00042
Sonnet 5.5 $0.00010 $0.00021
Haiku 4.5 $0.00005 $0.00011

Measured 1mo ago against content hash 8a9816a34daa, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

paper-code-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 1mo 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.

.agents/skills/feynman/paper-code-audit/SKILL.md · 13 lines

What it actually says

Paper-Code Audit

Run the /audit workflow. Read the prompt template at prompts/audit.md for the full procedure.

Agents used: researcher, verifier

Output: audit report in outputs/.

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. 1mo ago First seen · 13 lines · 51 tokens per session scan A 8a9816a34daa

Subscribe to this mod's changes

paper-code-audit is a skill published in the GitHub repository regen-coordination/org-os-template (5 stars, last pushed 3d ago), licensed MIT. It adds 51 tokens to every session and 106 once invoked, about $0.0002 per session on Opus 5.5. 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 2026-08-31.

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