MCP Prompt Server

@gdli6177

Basic information

About MCP Prompt Server

这是一个基于Model Context Protocol (MCP)的服务器，用于根据用户任务需求提供预设的prompt模板，帮助Cline/Cursor/Windsurf...更高效地执行各种任务。服务器将预设的prompt作为工具(tools)返回，以便在Cursor和Windsurf等编辑器中更好地使用。

MCP Prompt Server config

No standard config provided

This server doesn't expose a parseable MCP config block in its README. See the repository for install instructions.

Repository

MCP Prompt Server tools

Tool list not available yet

This listing does not currently have a tool list to display. This does not mean the server has no tools; check its documentation for supported capabilities.

We auto-extract tools from the README. The maintainer can list them under a ## Tools heading to populate this section.

Overview

What is MCP Prompt Server?

MCP Prompt Server is a Model Context Protocol (MCP) server that provides pre‑defined prompt templates as MCP tools. It helps AI agents and editors like Cline, Cursor, and Windsurf execute tasks more efficiently by offering structured prompts for code review, API documentation, code refactoring, and more.

How to use MCP Prompt Server?

Clone the repository, run npm install inside the prompt-server directory, then start with npm start. The server communicates over stdio. To integrate with Cursor or Windsurf, edit the editor’s MCP configuration file to point to the server’s entry script (src/index.js). The server automatically loads all prompt templates from src/prompts/ on start.

Key features of MCP Prompt Server

Provides preset prompt templates as MCP tools
Supports dynamic argument substitution in templates
Allows developers to add and modify prompt templates freely
Offers management tools: reload_prompts and get_prompt_names
Optimised for integration with Cursor and Windsurf
Templates are stored in YAML or JSON files in src/prompts/

Use cases of MCP Prompt Server

Request a code review by passing language and code snippet
Generate API documentation in different formats (e.g., Markdown)
Refactor existing code with guided prompts
Create test cases automatically from a code base
Analyse project architecture using a dedicated template

Frequently asked questions

How does this server differ from standard MCP prompts?

It exposes each prompt template as an MCP *tool* (callable with arguments) rather than as an MCP *prompt* resource, making it easier to use in editors like Cursor and Windsurf.

How can I add a new prompt template?

Add a YAML or JSON file to the `src/prompts` directory following the required schema (name, description, optional arguments, messages). The server loads new templates on restart, or you can call the `reload_prompts` tool.

Which editors and tools are supported?

Cursor, Windsurf, and Cline (and any MCP client that can connect over stdio transport) are supported. The README provides specific configuration steps for Cursor and Windsurf.

What are the runtime dependencies?

Node.js and npm. The server runs as a Node.js process and communicates via stdio.

Is this project still maintained?

The README states that the server will continue to work but will no longer receive feature updates or maintenance. Users are encouraged to migrate to the upgraded platform at [mypromptmcp.com](https://mypromptmcp.com) for ongoing support.

Comments

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