# Prompt Refiner MCP Server

> Use this tool when you need to transform ambiguous concepts into clear and actionable prompts. It solves problems of unclear project scope, miscommunication, and inefficient brainstorming by providing guided clarification and exportable templates. Ideal for use cases where well-defined prompts are crucial, such as content creation, project planning, and AI model training.

Canonical page: https://skillsregistry.net/skills/nmelo-prompter-mcp  
JSON: https://api.skillsregistry.net/v1/skills/nmelo-prompter-mcp

## Description

Helps systematically refine vague ideas into well-structured prompts through guided clarification and export templates.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** verified
- **Last scanned:** 2026-08-31

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-31

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/hdgbmaok2t)
- **Repository:** <https://github.com/nmelo/prompter-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": "nmelo-prompter-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/nmelo-prompter-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/nmelo-prompter-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