Which integrations are available for this server?

Provides workspace-aware prompt engineering tools within [Android Studio](/mcp/servers/integrations/android-studio) for refining, analyzing, and generating prompts tailored to Android development projects. Enables prompt refinement and analysis within [CLion](/mcp/servers/integrations/clion) for C/C++ projects, considering project structure and dependencies. Enables prompt refinement and generation within Windsurf IDE, leveraging project context to improve AI-assisted coding prompts. Provides prompt engineering tools within [DataGrip](/mcp/servers/integrations/datagrip) for database-related tasks, offering context-aware prompt refinement. Integrates prompt engineering tools into VS Code's [GitHub Copilot](/mcp/servers/integrations/github-copilot) chat interface, enabling context-aware prompt refinement and analysis for coding tasks. Integrates workspace-aware prompt refinement and generation into [GoLand](/mcp/servers/integrations/goland) for Go development projects. Integrates AI-powered prompt refinement and analysis tools into [IntelliJ IDEA](/mcp/servers/integrations/intellij-idea), considering project tech stack and structure for improved prompt quality. Provides prompt engineering tools within [PhpStorm](/mcp/servers/integrations/phpstorm) for refining and generating prompts specific to PHP development contexts. Offers prompt engineering capabilities within [PyCharm](/mcp/servers/integrations/pycharm), providing context-aware prompt refinement and generation for Python development workflows. Integrates AI-powered prompt refinement into [Rider](/mcp/servers/integrations/rider) for .NET development, tailoring prompts to project context and conventions. Offers prompt engineering capabilities within [RubyMine](/mcp/servers/integrations/rubymine), providing context-aware refinement for Ruby development workflows. Enables prompt refinement and analysis within [WebStorm](/mcp/servers/integrations/webstorm), tailoring prompts to JavaScript/TypeScript projects and their dependencies.

@merabylabs/promptarchitect-mcp

npm version MCP Compatible

A Model Context Protocol (MCP) server that refines your prompts using PromptArchitect's AI-powered prompt engineering. Simply pass your current prompt and get an improved version back.

Works with: Claude Desktop • VS Code (Copilot) • Cursor • Windsurf • Zed • JetBrains IDEs • Continue.dev • Cline

✨ Why PromptArchitect MCP?

🎯 Workspace-Aware Refinement

Unlike generic prompt tools, PromptArchitect understands your project context. When refining prompts, it considers:

Your tech stack — React, Node, Python, or whatever you're building with
Project structure — File organization, naming conventions, architecture patterns
Dependencies — Libraries and frameworks from your package.json/requirements.txt
Your original request — Ensures refined prompts stay aligned with your actual goal

This means prompts are tailored to your specific codebase, not generic boilerplate.

🚀 Key Benefits

No API key required — Free to use, powered by PromptArchitect backend
Works in your IDE — Integrates with your existing workflow via MCP
Context-aware — Prompts that understand your project conventions
Iterative refinement — Keep improving until it's perfect

Features

🛠️ Tools

Tool	Description
`refine_prompt`	Improve your current prompt based on feedback and your workspace context
`analyze_prompt`	Evaluate prompt quality with scores and improvement suggestions
`generate_prompt`	Transform a raw idea into a well-structured prompt tailored to your project

📦 Resources

Template Library: Reference templates for coding, writing, research, and analysis tasks
Category Collections: Browse templates by category for inspiration

Installation

npm install @merabylabs/promptarchitect-mcp

Or install globally:

npm install -g @merabylabs/promptarchitect-mcp

Usage

PromptArchitect MCP server works with any IDE or application that supports the Model Context Protocol. Below are configuration examples for popular editors.

No API key required! The MCP server uses the PromptArchitect backend API, so you don't need your own Gemini API key.

Claude Desktop

Add to your Claude Desktop configuration file:

macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
Windows: %APPDATA%\Claude\claude_desktop_config.json

{ "mcpServers": { "promptarchitect": { "command": "npx", "args": ["@merabylabs/promptarchitect-mcp"] } } }

VS Code (GitHub Copilot)

Add to your VS Code settings.json (Cmd/Ctrl+Shift+P → "Preferences: Open Settings (JSON)"):

{ "github.copilot.chat.mcp.servers": { "promptarchitect": { "command": "npx", "args": ["@merabylabs/promptarchitect-mcp"] } } }

Cursor

Add to your Cursor MCP settings:

macOS/Linux: ~/.cursor/mcp.json
Windows: %USERPROFILE%\.cursor\mcp.json
Or via: Settings → MCP

{ "mcpServers": { "promptarchitect": { "command": "npx", "args": ["@merabylabs/promptarchitect-mcp"] } } }

📖 Cursor MCP Documentation

Windsurf (Codeium)

Add to your Windsurf MCP configuration:

macOS/Linux: ~/.codeium/windsurf/mcp_config.json
Windows: %USERPROFILE%\.codeium\windsurf\mcp_config.json

{ "mcpServers": { "promptarchitect": { "command": "npx", "args": ["@merabylabs/promptarchitect-mcp"] } } }

📖 Windsurf MCP Documentation

Zed

Add to your Zed settings:

macOS: ~/.config/zed/settings.json
Linux: ~/.config/zed/settings.json

{ "context_servers": { "promptarchitect": { "command": { "path": "npx", "args": ["@merabylabs/promptarchitect-mcp"] }, "settings": {} } } }

📖 Zed MCP Documentation

JetBrains IDEs

Works with IntelliJ IDEA, PyCharm, WebStorm, PhpStorm, GoLand, RubyMine, CLion, DataGrip, Rider, Android Studio.

Install the MCP Client plugin from JetBrains Marketplace
Go to Settings → Tools → MCP Servers
Add a new server with this configuration:

{ "mcpServers": { "promptarchitect": { "command": "npx", "args": ["@merabylabs/promptarchitect-mcp"] } } }

Or add to .idea/mcp.json in your project.

📖 JetBrains MCP Plugin

Continue.dev

Add to your Continue configuration:

Global: ~/.continue/config.json
Project: .continue/config.json

{ "experimental": { "modelContextProtocolServers": [ { "transport": { "type": "stdio", "command": "npx", "args": ["@merabylabs/promptarchitect-mcp"] } } ] } }

📖 Continue MCP Documentation

Cline (VS Code Extension)

Open Cline Settings → MCP Servers, or edit cline_mcp_settings.json:

{ "mcpServers": { "promptarchitect": { "command": "npx", "args": ["@merabylabs/promptarchitect-mcp"], "disabled": false } } }

📖 Cline MCP Documentation

Other MCP-Compatible Applications

Any application supporting MCP can use this server. The standard configuration is:

Property	Value
Command	`npx`
Args	`["@merabylabs/promptarchitect-mcp"]`

For global installation, use promptarchitect-mcp as the command after running:

npm install -g @merabylabs/promptarchitect-mcp

Programmatic Usage

import { refinePrompt, analyzePrompt } from '@promptarchitect/mcp-server'; // Refine an existing prompt const result = await refinePrompt({ prompt: 'Write code to sort an array', feedback: 'Make it more specific about language and edge cases', }); console.log(result.refinedPrompt); // => "Write a TypeScript function that sorts an array of numbers..." // Analyze prompt quality const analysis = await analyzePrompt({ prompt: 'Help me with my code', }); console.log(analysis.scores); // { overall: 45, clarity: 50, ... } console.log(analysis.suggestions); // ["Be more specific about...", ...]

Configuration

Environment Variables

Variable

Required

Description

LOG_LEVEL

Logging level:

debug

info

warn

error

. Default:

info

Tool Reference

refine_prompt

Improve an existing prompt based on feedback. This is the primary tool.

Input:

{ "prompt": "Write code", "feedback": "Make it more specific and add examples", "preserveStructure": true }

Output:

{ "refinedPrompt": "Write a TypeScript function that...", "changes": ["Added specificity", "Included example"], "metadata": { "originalWordCount": 2, "refinedWordCount": 45 } }

analyze_prompt

Evaluate prompt quality and get improvement suggestions.

Input:

{ "prompt": "You are a helpful assistant. Help me write code." }

Output:

{ "scores": { "overall": 65, "clarity": 70, "specificity": 50, "structure": 60, "actionability": 80 }, "suggestions": [ "Add more specific details about the code", "Include examples of expected output" ], "strengths": ["Clear action verb"], "weaknesses": ["Lacks specificity"] }

generate_prompt

Transform a raw idea into a well-structured prompt.

Input:

{ "idea": "Create a code review assistant", "template": "coding", "context": "For TypeScript projects" }

Output:

{ "prompt": "You are a senior code reviewer...", "metadata": { "template": "coding", "wordCount": 150, "hasStructure": true } }

Development

Building

npm install npm run build

Testing

npm test

Running Locally

npm start

Architecture

mcp-server/ ├── src/ │ ├── tools/ # MCP tools (refine, analyze, generate) │ ├── resources/ # Template library for reference │ ├── utils/ # Gemini client, logger │ ├── server.ts # MCP server configuration │ ├── cli.ts # CLI entry point │ └── index.ts # Main exports └── examples/ # Configuration examples

License

This software is provided for use exclusively with the PromptArchitect service. Unauthorized copying, modification, distribution, or use outside the intended scope is prohibited.

PromptArchitect - Full web application
Model Context Protocol - MCP specification
MCP TypeScript SDK - SDK used by this server

PromptArchitect MCP

@merabylabs/promptarchitect-mcp

✨ Why PromptArchitect MCP?

🎯 Workspace-Aware Refinement

🚀 Key Benefits

Features

🛠️ Tools

📦 Resources

Installation

Usage

Claude Desktop

VS Code (GitHub Copilot)

Cursor

Windsurf (Codeium)

Zed

JetBrains IDEs

Continue.dev

Cline (VS Code Extension)

Other MCP-Compatible Applications

Programmatic Usage

Configuration

Environment Variables

Tool Reference

refine_prompt

analyze_prompt

generate_prompt

Development

Building

Testing

Running Locally

Architecture

License

Resources

New MCP Servers

Latest Blog Posts

MCP directory API

@merabylabs/promptarchitect-mcp

✨ Why PromptArchitect MCP?

🎯 Workspace-Aware Refinement

🚀 Key Benefits

Features

🛠️ Tools

📦 Resources

Installation

Usage

Claude Desktop

VS Code (GitHub Copilot)

Cursor

Windsurf (Codeium)

Zed

JetBrains IDEs

Continue.dev

Cline (VS Code Extension)

Other MCP-Compatible Applications

Programmatic Usage

Configuration

Environment Variables

Tool Reference

refine_prompt

analyze_prompt

generate_prompt

Development

Building

Testing

Running Locally

Architecture

License

Related

Resources

New MCP Servers

Latest Blog Posts

MCP directory API