Context Priming

Just Prompt - A lightweight MCP server for LLM providers

`just-prompt` is a Model Control Protocol (MCP) server that provides a unified interface to various Large Language Model (LLM) providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama. See how we use the `ceo_and_board` tool to make [hard decisions easy with o3 here](https://youtu.be/LEMLntjfihA).

Tools

The following MCP tools are available in the server:

• **`prompt`**: Send a prompt to multiple LLM models

  • Parameters:
    • text: The prompt text
    • models_prefixed_by_provider (optional): List of models with provider prefixes. If not provided, uses default models.

• **`prompt_from_file`**: Send a prompt from a file to multiple LLM models

  • Parameters:
    • abs_file_path: Absolute path to the file containing the prompt (must be an absolute path, not relative)
    • models_prefixed_by_provider (optional): List of models with provider prefixes. If not provided, uses default models.

• **`prompt_from_file_to_file`**: Send a prompt from a file to multiple LLM models and save responses as markdown files

  • Parameters:
    • abs_file_path: Absolute path to the file containing the prompt (must be an absolute path, not relative)
    • models_prefixed_by_provider (optional): List of models with provider prefixes. If not provided, uses default models.
    • abs_output_dir (default: "."): Absolute directory path to save the response markdown files to (must be an absolute path, not relative)

• **`ceo_and_board`**: Send a prompt to multiple 'board member' models and have a 'CEO' model make a decision based on their responses

  • Parameters:
    • abs_file_path: Absolute path to the file containing the prompt (must be an absolute path, not relative)
    • models_prefixed_by_provider (optional): List of models with provider prefixes to act as board members. If not provided, uses default models.

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