What is experiment-audit?

A research-analysis add-on for evaluating scientific and machine-learning experiments, papers, and empirical claims. It can optionally connect to Weights & Biases, a service for tracking machine-learning experiments.

Auditing training runs, ablation studies, experiment sweeps, papers, and reproducibility, with structured research reports.

It helps check whether conclusions match the evidence, whether results can be reproduced, and whether comparisons or statistical claims are sound.

experiment-audit — Plugin for Claude Code by SreeDharshan-GJ

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.

Clone the repo

git clone --depth 1 https://github.com/SreeDharshan-GJ/experiment-audit

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.

README.md

[![agentmods](https://agentmods.dev/badge/plugins/sreedharshan-gj/experiment-audit/experiment-audit-plugin/github.svg)](https://agentmods.dev/plugins/sreedharshan-gj/experiment-audit/experiment-audit-plugin)

Your own site

<a href="https://agentmods.dev/plugins/sreedharshan-gj/experiment-audit/experiment-audit-plugin"><img src="https://agentmods.dev/badge/plugins/sreedharshan-gj/experiment-audit/experiment-audit-plugin/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.

Your own site · 80×15

<a href="https://agentmods.dev/plugins/sreedharshan-gj/experiment-audit/experiment-audit-plugin"><img src="https://agentmods.dev/badge/plugins/sreedharshan-gj/experiment-audit/experiment-audit-plugin.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session not measured What this adds to a session before it is invoked.

When invoked not measured The manifest loads nothing itself; its 1 skill cost 276 tokens a session between them.

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.

Security

Grade A, and why

experiment-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 2mo 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.

dev/experiment-audit-plugin/.claude-plugin/plugin.json · 21 lines

What it actually says

{
  "name": "experiment-audit",
  "version": "1.1.0",
  "description": "Scientific Research Reasoning Engine for evaluating experimental and empirical claims — auditing ML training runs, ablations, and sweeps; reviewing papers; checking reproducibility; and producing structured research reports. Optional Weights & Biases integration via the experiment-audit-mcp server.",
  "author": {
    "name": "Experiment Audit Project"
  },
  "keywords": [
    "science",
    "research",
    "machine-learning",
    "experiment-tracking",
    "wandb",
    "statistics",
    "reproducibility",
    "peer-review",
    "reasoning-engine"
  ],
  "license": "MIT"
}

Contents

What it installs

The manifest is a name and a version. 1 skill travel with it, and installing the plugin installs all of them — 276 tokens a session between them. Each is measured on its own page, and each can be installed alone.

Skill experiment-audit A 276 tokens

Files

What ships with it

1 file beside plugin.json 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.

marketplace.json 484 B

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.

2mo ago First seen · 21 lines scan A 4610907e8d84

Subscribe to this mod's changes

experiment-audit is a plugin published in the GitHub repository SreeDharshan-GJ/experiment-audit (7 stars, last pushed 2mo ago), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. 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.

Claude Code LLM Research Scientific claude-skills experiment-analysis machine-learning mcp

experiment-audit next to 6 plugins from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
experiment-auditSreeDharshan-GJ/experiment-audit	Plugin	7	2mo ago	MIT	A	—	Claude Code
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catalysis-scientistK-Dense-AI/scientific-agents	Plugin	237	1mo ago	MIT	A	—	Claude Code
biochemistK-Dense-AI/scientific-agents	Plugin	237	1mo ago	MIT	A	—	Claude Code