# Nümtema Prompt Optimizer MCP

> Nümtema Prompt Optimizer MCP — creativityliberty-mcptest1. Use this tool when you need to refine vague or unstructured prompts into clear and actionable inputs for AI models. The Nümtema Prompt Optimizer MCP takes rough prompts as input and generates more precise and structured prompts as output, solving problems of ambiguity and misinterpretation. Ideal for use cases where well-defined prompts are crucial, such as text generation, language translation, or conversational AI applications.

Canonical page: https://skillsregistry.net/skills/creativityliberty-mcptest1  
JSON: https://api.skillsregistry.net/v1/skills/creativityliberty-mcptest1

## Description

A minimal, open-source MCP server that turns a rough prompt into a clearer, structured prompt.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-08-29

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-29

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/ygvo49thnx)
- **Repository:** <https://github.com/Creativityliberty/mcptest1>

## 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": "creativityliberty-mcptest1"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/creativityliberty-mcptest1` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/creativityliberty-mcptest1/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