Prompt Optimizer

Created By

nivlewd1a month ago

Our system automatically analyzes your prompts to detect whether they're for image generation (like Midjourney), LLM interaction, or technical automation, then applies the most effective optimization techniques for that context. • **100% Local Processing** - All prompt optimization is done on your machine, ensuring complete privacy and confidentiality. • **Offline Capability** - Works without an internet connection, making it ideal for secure or air-gapped environments. • **Advanced Local Prompt Intelligence** - Sophisticated content analysis and optimization performed directly on your machine, including context-aware optimization for debugging and technical prompts. • **Cross-Platform Support** - Universal compatibility for Windows, macOS, and Linux. • **Binary Integrity Verification** - SHA256 hash validation ensures the integrity of the local server. • **Technical Parameter Preservation** - Maintains code blocks, API calls, and other technical details during optimization, including parameters like --ar and --v. • **Debugging Scenario Detection** - Context-aware optimization tailored for debugging and technical prompts.

# prompt-optimizer

# prompt-analysis

Overview Content Tools Comments

Overview

what is Prompt Optimizer?

Prompt Optimizer is a tool that automatically analyzes and optimizes prompts for various contexts, including image generation, LLM interaction, and technical automation, ensuring effective usage.

how to use Prompt Optimizer?

To use Prompt Optimizer, install it locally using the command OPTIMIZER_API_KEY={OPTIMIZER_API_KEY} npx mcp-prompt-optimizer-local, and run it on your machine to analyze and optimize your prompts.

key features of Prompt Optimizer?

100% Local Processing for privacy and confidentiality.
Offline Capability for secure environments.
Advanced Local Prompt Intelligence for context-aware optimization.
Cross-Platform Support for Windows, macOS, and Linux.
Binary Integrity Verification with SHA256 hash validation.
Technical Parameter Preservation during optimization.
Debugging Scenario Detection for tailored optimization.

use cases of Prompt Optimizer?

Optimizing prompts for image generation tools like Midjourney.
Enhancing prompts for large language model interactions.
Improving technical prompts for debugging and automation tasks.

FAQ from Prompt Optimizer?

Is my data safe with Prompt Optimizer?

Yes! All processing is done locally on your machine, ensuring complete privacy.

Can I use Prompt Optimizer without an internet connection?

Yes! It works offline, making it suitable for secure environments.

What platforms does Prompt Optimizer support?

It is compatible with Windows, macOS, and Linux.

Server Config

{
  "mcpServers": {
    "prompt-optimizer-local": {
      "command": "npx",
      "args": [
        "mcp-prompt-optimizer-local"
      ],
      "env": {
        "OPTIMIZER_API_KEY": "sk-opt-your-key-here"
      }
    }
  }
}

Recommend Servers

TraeBuild with Free GPT-4.1 & Claude 3.7. Fully MCP-Ready.

EdgeOne Pages MCPAn MCP service designed for deploying HTML content to EdgeOne Pages and obtaining an accessible public URL.

Baidu Map百度地图核心API现已全面兼容MCP协议，是国内首家兼容MCP协议的地图服务商。

MiniMax MCPOfficial MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.

Serper MCP ServerA Serper MCP Server

ChatWiseThe second fastest AI chatbot™

Visual Studio Code - Open Source ("Code - OSS")Visual Studio Code

CursorThe AI Code Editor

Jina AI MCP ToolsA Model Context Protocol (MCP) server that integrates with Jina AI Search Foundation APIs.

Context7Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors

BlenderBlenderMCP connects Blender to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control Blender. This integration enables prompt assisted 3D modeling, scene creation, and manipulation.