# Vouch 

> Use this tool when you need to ensure the safety and reliability of AI plans and actions, particularly in high-stakes environments where speed and efficiency are crucial. Vouch provides a frictionless and deterministic layer that evaluates plans in milliseconds, enhancing the capabilities of Large Language Models (LLMs) and sandboxes without replacing them. Ideal for use cases where agentic safety is paramount, Vouch enables fast and cheap execution of safe plans.

Canonical page: https://skillsregistry.net/skills/atlas-with-iris-vouch-mcp  
JSON: https://api.skillsregistry.net/v1/skills/atlas-with-iris-vouch-mcp

## Description

Run Safe -> Run Fast -> Run Cheap

Vouch- we are an advanced Ai Deterministic layer at the preflight path. 

Agentic safety is so important and we are here to help. Vouch evaluates plans in 2ms on average - is designed to be frictionless and safe. 

We do not replace and LLM or a Sandbox- Vouch enhances both!

## Trust

- **Trust score (0–1):** 0.50
- **Verification tier:** unverified

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Category:** ai-ml
- **Updated:** 2026-05-14

## Source

- **Source listing:** [Smithery](https://smithery.ai/server/atlas-with-iris/vouch-mcp)

## 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": "atlas-with-iris-vouch-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/atlas-with-iris-vouch-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/atlas-with-iris-vouch-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