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Prompt Cleaner MCP Server

by Da-Colon

cleaner

Clean and structure raw user prompts by normalizing tone, removing sensitive data, and preserving intent. Outputs JSON with retouched text, redactions, notes, and risks for safer pre-processing and planning.

Instructions

Pre-reasoning prompt normalizer and PII redactor. Use when: you receive raw/free-form user text and need it cleaned before planning, tool selection, or code execution. Does: normalize tone, structure the ask, and redact secrets; preserves user intent. Safe: read-only, idempotent, no side effects (good default to run automatically). Input: { prompt, mode?, temperature? } — defaults mode='general', temperature=0.2; mode='code' only for code-related prompts. Output: JSON { retouched, notes?, openQuestions?, risks?, redactions? }. Keywords: clean, sanitize, normalize, redact, structure, preprocess, guardrails

Input Schema

NameRequiredDescriptionDefault
modeNoRetouching mode; default 'general'. Use 'code' only for code-related prompts.
promptYesRaw user prompt
temperatureNoSampling temperature (0-2); default 0.2

Input Schema (JSON Schema)

{ "properties": { "mode": { "description": "Retouching mode; default 'general'. Use 'code' only for code-related prompts.", "enum": [ "code", "general" ], "type": "string" }, "prompt": { "description": "Raw user prompt", "type": "string" }, "temperature": { "description": "Sampling temperature (0-2); default 0.2", "type": "number" } }, "required": [ "prompt" ], "type": "object" }

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