---
title: "Paper-Code Audit - Air Market"
description: "A paper makes claims and its code is public, and you want to know whether the two agree. This compares what the paper says against what the repository actually does and surfaces the mismatches. Reach…"
canonical: "https://airmarket.ai/app/paper-code-audit"
---

[Air Market](/) / [Research](/category/research) / Paper-Code Audit

Skill by [getcompanion-ai](/@getcompanion-ai)

# Paper-Code Audit

Check whether the code does what the paper says it does

## What this does

A paper makes claims and its code is public, and you want to know whether the two agree. This compares what the paper says against what the repository actually does and surfaces the mismatches. Reach for it before you build on someone else's result.

### Top 3 things it does for you

- Audit a paper against its public code
- Check whether a result looks reproducible
- Find mismatches between claims and implementation

## Information

**Paper-Code Audit at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [getcompanion-ai](/@getcompanion-ai) |
| Category | [Research](/category/research) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 563 bytes |
| Licence | MIT |
| Repository | [getcompanion-ai/feynman](https://github.com/getcompanion-ai/feynman/tree/a16cf976c3dc80ca33fa659a616e81c8eaafc71b/skills/paper-code-audit) |
| GitHub stars | 8,551 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Paper-Code Audit and flagged nothing. AIR's verdict: **safe**.

**What Paper-Code Audit's check was run against**

|  |  |
| --- | --- |
| Commit | a16cf976c3dc80ca33fa659a616e81c8eaafc71b |
| Content hash | c64445675912b4596c54f1aee8ed258ae823cc0279beac7b480786471e5984c4 |
| Files read | [Browse the files at this exact commit](https://github.com/getcompanion-ai/feynman/blob/a16cf976c3dc80ca33fa659a616e81c8eaafc71b/skills/paper-code-audit/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Paper-Code Audit](/security/paper-code-audit)

## About Paper-Code Audit

Compares a paper's claims against its public codebase and reports where they do not match.

Use it when you want to audit a paper, check code-claim consistency, or judge whether a specific paper's results can be reproduced.

## What's inside

- SKILL.md - instructions

## Questions

### Is Paper-Code Audit safe to install?

AIR scanned this exact version of Paper-Code Audit and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit a16cf976c3dc, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/paper-code-audit.

### How do I install Paper-Code Audit?

Open https://airmarket.ai/app/paper-code-audit on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/getcompanion-ai/feynman/tree/a16cf976c3dc80ca33fa659a616e81c8eaafc71b/skills/paper-code-audit. Install from that link, not the branch.

## Related on Air Market

- [More Research listings](/category/research)
- [Everything by getcompanion-ai](/@getcompanion-ai)

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Canonical URL: <https://airmarket.ai/app/paper-code-audit>