Just Prompt MCP

Example Use Cases

• 1

  Run the same prompt across multiple LLM providers and compare outputs in parallel for model selection or ensemble workflows.

• 2

  Read prompts from files and save model responses to markdown files for auditing, human review, or reproducible experiments.

• 3

  A decision-making orchestration (CEO and board) where several 'board member' models provide opinions and a designated 'CEO' model synthesizes a final decision.

Description

Just Prompt is an open-source Model Control Protocol (MCP) server that unifies access to OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama models through a consistent toolset. It supports sending prompts from strings or files to multiple models in parallel, saving responses, and higher-level patterns like a 'CEO and board' decision workflow. The server auto-detects available provider API keys, supports provider-specific features (reasoning effort, thinking tokens/budgets), and can be integrated with MCP clients such as Claude Code.