Paper-Code Audit

SkillDev tools

Lets your agent compare a research paper's claims against its public code to find mismatches.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Paper-Code Audit skill

About this capability

Compare a paper's claims against its public codebase. Use when the user asks to audit a paper, check code-claim consistency, verify reproducibility of a specific paper, or find mismatches between a paper and its implementation.

What this skill tells your AI

The instructions your AI receives, as published by companion-inc/feynman in skills/paper-code-audit/SKILL.md and read by ahel’s review.

Run the /audit workflow. The slash command expands the full workflow instructions in the active session; do not try to read a relative prompt-template path from the installed skill directory.

Agents used: researcher, verifier

Output: audit report in outputs/.

Signals

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Last commit
Sep 2026
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Catalog kind
skill
Gateway key
paper-code-audit
Source
github.com/companion-inc/feynman