just-prompt
Lightweight MCP server for unified LLM access. just-prompt is a Model Context Protocol (MCP) server maintained by disler. It connects to MCP-compatible clients such as Claude Desktop, Cursor, Cline, and other agents that speak the protocol. It exposes 5 tools, including prompt, prompt_from_file, prompt_from_file_to_file, list_providers and list_models, that an agent can call directly. It is categorized under AI/LLM and Tool/Server.
What is this MCP
just-prompt is a Model Control Protocol server that provides a unified interface to multiple Large Language Model providers including OpenAI, Anthropic, Google Gemini, and others. It standardizes access to different LLMs through a single API.
How to use this MCP
The MCP can be used by sending prompts via command line or file input, specifying target models with provider prefixes. It supports parallel model execution, response saving, and provider/model listing. Setup requires API keys for desired providers.
What this MCP can be used for
This MCP enables efficient comparison of different LLM outputs, batch processing of prompts across multiple models, and simplified integration of various AI providers into applications through a single interface.
AIMCP authority
DR and traffic signal for the AIMCP public domain.
Frequently asked questions
What is the just-prompt MCP server?
just-prompt is a Model Context Protocol server from disler. It lets MCP-compatible AI clients call its tools over a standard interface, so agents like Claude, Cursor, and Cline can use it without custom integration.
How do I connect just-prompt to my AI client?
Add just-prompt to your client's MCP configuration using the stdio or SSE connection shown in the usage examples on this page, then restart the client to load the server.
What tools does just-prompt provide?
just-prompt provides 5 tools: prompt, prompt_from_file, prompt_from_file_to_file, list_providers and list_models.
Is just-prompt free to use?
just-prompt is listed on AIMCP for free. Any API keys or accounts required by the underlying service are set by its provider.
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