Prompt Cleaner (Python) MCP Server by David Colon

MCP Servers Chevron right icon

Prompt Cleaner (Python)

Provider

David Colon

Classification

community

Est. Downloads

This is our estimate of how many downloads occurred of this server across the MCP ecosystem (not specific to any single platform). We use a mix of publicly available data, social signals, and more to feed an algorithm that drives this estimation.

141

Released On

Nov 21, 2025

Popularity Ranking

Our estimate as to where this MCP server implementation ranks on the global leaderboard of usage.

#5,696 (#3,228 this week)

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.

GitHub Repo (1 stars)

Related Servers

SystemPrompt

Integrates with SystemPrompt.io to enable centralized creation, management, and versioning of prompts.

Classification

community

Est Downloads (All Time)

Release Date

Jan 8, 2025

Prompt Manager

sparesparrow

Manages and serves customizable prompt templates with variable substitution and tag-based organization for...

Classification

community

Est Downloads (All Time)

14k

Release Date

Mar 5, 2025

Claude Prompts

minipuft

Provides a flexible, template-based prompt system for Claude models that enables standardized interactions, complex...

Classification

community

Est Downloads (All Time)

16.8k

Release Date

Mar 18, 2025

PromptLab

Rahul Pandey

Transforms basic user queries into optimized prompts for AI systems by automatically detecting content type and...

Classification

community

Est Downloads (All Time)

1.1k

Release Date

Mar 23, 2025

ChuckNorris (L1B3RT4S Prompt Enhancer)

Pollinations.AI

Enhances language models by fetching specialized prompts from the L1B3RT4S repository, supporting multiple LLMs...

Classification

community

Est Downloads (All Time)

6.7k

Release Date

Apr 3, 2025

Anthropic Prompt Engineering

mystique920

Provides specialized prompt engineering capabilities for creating, improving, and templatizing prompts based on task...

Classification

community

Est Downloads (All Time)

—

Release Date

Apr 9, 2025

Promptopia

Lumile Argentina S.A.

Manage, organize, and reuse prompt templates with variable substitution and multi-message conversation structures.

Classification

community

Est Downloads (All Time)

4.1k

Release Date

May 23, 2025

Smart Prompts

jezweb

Fetches prompts directly from GitHub repositories with semantic search, composition tools, and usage analytics for...

Classification

community

Est Downloads (All Time)

1.8k

Release Date

Jun 20, 2025

Meta-Prompting

tisu19021997

Transforms language models into dynamic multi-agent systems where the model alternates between a Conductor role that...

Classification

community

Est Downloads (All Time)

4.9k

Release Date

Jun 25, 2025

CC-Meta (Prompt Evaluator)

areznik23

Evaluates prompt quality and effectiveness using OpenAI or Anthropic models, providing numerical scores, strengths...

Classification

community

Est Downloads (All Time)

848

Release Date

Jul 18, 2025

Curioprompt

Curioforce

Searches Curioprompt to get new, useful and interesting prompts.

Classification

official

Est Downloads (All Time)

—

Release Date

Jul 28, 2025

Prompt Auto-Optimizer

sloth-wq

Optimizes prompts through genetic algorithms that automatically evolve and improve prompt performance across multiple...

Classification

community

Est Downloads (All Time)

424

Release Date

Aug 4, 2025

Claude Code Prompt Engineer

Clark Everson

Automatically detects programming languages and task types from natural language requests, then generates optimized,...

Classification

community

Est Downloads (All Time)

1.7k

Release Date

Aug 9, 2025

Prompt Cleaner

David Colon

Sanitizes and redacts sensitive information from user prompts using OpenAI-compatible APIs to intelligently clean...

Classification

community

Est Downloads (All Time)

141

Release Date

Aug 11, 2025