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by danielscholl • NLP & LLM
A lightweight MCP server that provides a unified interface to multiple LLM providers for sending prompts, listing models, and batch processing.
A single unified endpoint to send prompts to multiple LLM providers (OpenAI, Anthropic, Gemini, Groq, DeepSeek, Ollama) without integrating each provider individually.
Run batch prompt workflows and save model responses to files for downstream processing or auditability.
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.
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.
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