Coding Prompt Engineer MCP Server
About
Rewrites coding prompts for optimal results with AI IDEs like Cursor AI, powered by Claude by Anthropic.
Details
- Author
- hireshBrem
- Downloads
- 338
- Categories
- Developer Tools, AI, Other
Jump to
- Intelligent prompt rewriting using Claude 3 Sonnet
- Language‑aware customization for target programming language
- Seamless integration with Cursor and other AI IDEs
- Low temperature setting (0.2) for consistent, structured output
- Easy to install via npm or Smithery
Setting up with Highlight
This MCP is not yet compatible with Highlight’s one-click setup. However, you can still use it with Highlight by following these steps:
- Download and install Highlight from highlightai.com/download
- Navigate to the plugins tab and select "Add Custom Plugin"
-
Configure the plugin with the settings below
Plugin Name
Coding Prompt Engineer MCP ServerCommand (node, npx, python, etc.)Please refer to the README for specific instructions on how to obtain API keys or other required environment variables.
- Enable "Start Automatically" if you want the plugin to start when Highlight launches
From the repository
Install dependencies with npm install, set the ANTHROPIC_API_KEY environment variable, then run the server with npm start or via MCP Inspector with npx @modelcontextprotocol/inspector npm start. Use the rewrite_coding_prompt tool by providing a prompt (string) and a language (string).
Claude Desktop / Cursor
Paste into your MCP client config file to install this server.
{
"mcpServers": {
"coding prompt engineer mcp server": {
"prompt-engineer-mcp-server": {
"command": "npx",
"args": [
"@modelcontextprotocol/inspector",
"npm",
"start"
]
}
}
}
}
McpServers
{
"prompt-engineer-mcp-server": {
"command": "npx",
"args": [
"@modelcontextprotocol/inspector",
"npm",
"start"
]
}
}
Rewrites coding prompts for optimal results with AI IDEs like Cursor AI, powered by Claude by Anthropic.
This Model Context Protocol (MCP) server provides a tool to rewrite coding prompts for optimal results with Cursor AI and other AI IDEs, using Claude by Anthropic.
You can install this MCP server directly through Smithery by visiting:https://smithery.ai/server/@hireshBrem/prompt-engineer-mcp-server
The server requires an Anthropic API key to use Claude for formatting. Set it as an environment variable:
export ANTHROPIC_API_KEY=your_anthropic_api_key
If no API key is provided, the server will throw an error indicating the missing API key.
npx @modelcontextprotocol/inspector npm start
This tool takes a raw prompt and rewrites it for optimal results with Cursor AI and other AI IDEs.
- prompt(required): The raw user's prompt that needs rewriting
- language(required): The programming language of the code
{ "name": "rewrite_coding_prompt", "arguments": { "prompt": "Create a function to convert temperature between Celsius and Fahrenheit", "language": "typescript" } }
The server uses Claude 3 Sonnet by Anthropic to intelligently rewrite your prompts for better results. It enhances your prompt by:
- Adding clear structure and context
- Specifying requirements and expectations
- Including language-specific considerations
- Optimizing for AI IDE understanding
- Intelligent Prompt Engineering: Uses Claude 3 Sonnet to rewrite prompts for optimal results
- Language-Aware: Customizes prompts based on target programming language
- Easy Integration: Works seamlessly with Cursor and other AI IDEs
- Low Temperature Setting: Uses 0.2 temperature for consistent, structured output
Add this to yourclaude_desktop_config.json:
{ "mcpServers": { "cursor-prompt-engineer": { "command": "npx", "args": [ "-y", "cursor-prompt-engineer" ] } } }
# Clone the repository git clone https://github.com/yourusername/cursor-prompt-engineer.git cd cursor-prompt-engineer # Install dependencies npm install # Run the server node index.js
Create a function that sorts an array of objects by a specific property
{ "prompt": "Create a function that sorts an array of objects by a specific property", "language": "typescript" }
The tool will rewrite the prompt to be more structured and detailed for optimal results with your AI IDE.
This MCP server is licensed under the MIT License. This means you are free to use, modify, and distribute the software, subject to the terms and conditions of the MIT License. For more details, please see the LICENSE file in the project repository.
This is a web browser that enables your coding agent, such as Claude Code, to visit websites on your behalf and assist you in identifying bugs or creating UI test cases.
next-devtools-mcp is a MCP server that provides Next.js development tools and utilities for AI coding assistants like Claude and Cursor.
A demonstration server for ActionKit, providing access to Slack actions via Claude Desktop.
MCP server that lets Claude Code agents delegate tasks to agents in other project directories, with parallel dispatch, sessions, and async jobs.
Anchor Browser (https://anchorbrowser.io) is secure infrastructure for computer-use agents — stealth cloud browsers, authentication, captcha bypass, and a hosted MCP server for Cursor, Claude, and Windsurf.
Open-source Claude Code plugin replacing Read/Grep/Edit/Bash with token-efficient versions. Independently benchmarked at 57% token reduction on real codebases. 40 MCP tools.
Automatically generates documentation for code repositories by analyzing directory structures and code files using the OpenRouter API.
Connects Blender to Claude AI via the Model Context Protocol (MCP), enabling direct interaction and control for prompt-assisted 3D modeling, scene creation, and manipulation.
Context-optimized security plugin for Claude Code that builds architecture maps and redacts secrets.
Charon gives AI clients scoped, auditable access to Lethe memory. connect to Chatgpt or Claude to store memories locally.
Sign in to leave a review
Use Google, GitHub, or an email account so ratings stay tied to real people.
No reviews posted yet.





