# high-dimensional_gaussian_is_like_sphere

> Use this tool when you need to analyze and visualize high-dimensional data distributions, as it helps identify whether a Gaussian distribution resembles a sphere in high-dimensional space, solving problems in data modeling and statistical analysis. This tool takes in high-dimensional Gaussian distribution parameters as input and outputs a visualization or assessment of its spherical similarity. It is particularly useful in machine learning and statistical contexts where understanding data distributions is crucial.

Canonical page: https://skillsregistry.net/skills/ae14watanabe-high-dimensional-gaussian-is-like-sphere  
JSON: https://api.skillsregistry.net/v1/skills/ae14watanabe-high-dimensional-gaussian-is-like-sphere

## Trust

- **Trust score (0–1):** 1.00
- **Verification tier:** verified
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Category:** other
- **Updated:** 2026-09-19

## Source

- **Source listing:** [Smithery](https://smithery.ai/server/ae14watanabe/high-dimensional_gaussian_is_like_sphere)
- **Repository:** <https://github.com/ae14watanabe/high-dimensional_gaussian_is_like_sphere>

## 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": "ae14watanabe-high-dimensional-gaussian-is-like-sphere"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/ae14watanabe-high-dimensional-gaussian-is-like-sphere` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/ae14watanabe-high-dimensional-gaussian-is-like-sphere/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