# Prompt Cleaner (Python)

> Use this tool when you need to refine raw prompts into clear and effective versions, solving problems of ambiguous or poorly phrased input that can hinder language model performance. It takes in unpolished prompts and outputs enhanced versions, utilizing quality assessment and retry strategies to ensure optimal results. Ideal for use cases where precise and well-structured prompts are crucial, such as code generation or general language understanding tasks.

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

## Description

Transforms raw, unpolished prompts into clear and effective versions using large language models with quality assessment, retry strategies, and support for both general and code-specific enhancement modes.

## Trust

- **Trust score (0–1):** 0.92
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-28

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/dacebt-prompt-cleaner-py)
- **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-prompt-cleaner-py"
    }
  }
}
```

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

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