Just Prompt MCP Server

Example Use Cases

• 1

  A single unified endpoint to send prompts to multiple LLM providers (OpenAI, Anthropic, Gemini, Groq, DeepSeek, Ollama) without integrating each provider individually.

• 2

  Run batch prompt workflows and save model responses to files for downstream processing or auditability.

• 3

  Ensemble-style decision workflows (e.g., board-of-models and a CEO consolidator) or multi-model business-analyst briefs leveraging different providers and reasoning capabilities.

Description

Just Prompt is an experimental, open-source MCP server that unifies access to popular LLM providers (OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama). It enables sending prompts to one or many models, listing available providers/models, batch prompt processing from files, and special workflows like a "CEO and board" decision process and consolidated business-analyst briefs. The README documents integrations for VS Code/Claude, environment configuration, and provider-specific reasoning/thinking capabilities.