# experiment-audit-mcp

> experiment-audit-mcp — sreedharshan-gj-experiment-audit-mcp. Use this tool when you need to identify potential issues in your experiment results, such as confounded ablations or misleading sweep conclusions. The experiment-audit-mcp audits W&B experiments across multiple runs, providing outputs that highlight training pathologies and other problems. It takes in experiment data as input and returns actionable insights to inform further investigation and improvement.

Canonical page: https://skillsregistry.net/skills/sreedharshan-gj-experiment-audit-mcp  
JSON: https://api.skillsregistry.net/v1/skills/sreedharshan-gj-experiment-audit-mcp

## Description

An MCP server that audits W&B experiments to catch confounded ablations, training pathologies, and misleading sweep conclusions across many runs.

## Trust

- **Trust score (0–1):** 0.68
- **Verification tier:** scanned
- **Last scanned:** 2026-08-30

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** other
- **Updated:** 2026-08-30

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/ypvcmuvcjc)
- **Repository:** <https://github.com/SreeDharshan-GJ/experiment-audit>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "sreedharshan-gj-experiment-audit-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/sreedharshan-gj-experiment-audit-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/sreedharshan-gj-experiment-audit-mcp/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt