# ai-failure-observatory

> ai-failure-observatory — adacreativeco-ai-failure-observatory. Use this tool when you need to identify and mitigate potential risks in Generative AI and Large Language Models, such as behavioral safety and vulnerability issues. The ai-failure-observatory platform provides a comprehensive auditing and probing system to detect and address product risks, accepting git inputs and generating actionable outputs. Ideal for use cases where reliability and security of AI models are critical, such as pre-deployment testing and ongoing model monitoring.

Canonical page: https://skillsregistry.net/skills/adacreativeco-ai-failure-observatory  
JSON: https://api.skillsregistry.net/v1/skills/adacreativeco-ai-failure-observatory

## Description

Behavioral safety, vulnerability probing, and product-risk auditing platform & MCP server for Generative AI & Large Language Models.

## Trust

- **Trust score (0–1):** 0.79
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **License:** Apache-2.0
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/adacreativeco/ai-failure-observatory)

## 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": "adacreativeco-ai-failure-observatory"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/adacreativeco-ai-failure-observatory` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/adacreativeco-ai-failure-observatory/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