# MCP Prompt Cleaner

> Use this tool when you need to refine and improve the clarity of raw prompts for better outcomes. The MCP Prompt Cleaner enhances prompts using AI, providing quality assessment and suggestions to make them more actionable and effective. It supports both general and code-specific optimization modes, making it a versatile solution for various applications.

Canonical page: https://skillsregistry.net/skills/dacebt-mcp-py-prompt-cleaner  
JSON: https://api.skillsregistry.net/v1/skills/dacebt-mcp-py-prompt-cleaner

## Description

Enhances and cleans raw prompts using AI to make them more clear, actionable, and effective. Provides quality assessment, suggestions, and supports both general and code-specific optimization modes.

## Trust

- **Trust score (0–1):** 0.92
- **Verification tier:** verified
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-19

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/map0kqxw6o)
- **Repository:** <https://github.com/dacebt/mcp-py-prompt-cleaner>

## 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": "dacebt-mcp-py-prompt-cleaner"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/dacebt-mcp-py-prompt-cleaner` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/dacebt-mcp-py-prompt-cleaner/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