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Workout Maker MCP Server

This MCP server enables the generation of structured fitness content, including detailed exercise instructions with image prompts, balanced daily workout sessions, and personalized multi-day training plans. It facilitates the creation of comprehensive workout programs tailored to specific goals, age ranges, and movement patterns.

glama
Updated
Jan 30, 2026

Workout Maker MCP Server

An MCP server for creating workout content, sessions, and plans.

Features

  • Create Exercise Page: Generates a detailed exercise page in Markdown with step-by-step instructions and optimized NanoBanana/Gemini image prompts.
  • Create Session: Groups exercises into a balanced daily workout (Push, Pull, Legs, Core).
  • Create Workout Plan: Generates a multi-day schedule tailored to goals and age, ensuring balanced movement patterns.

Installation

pip install -r requirements.txt

Usage

Run the server:

python workout_server.py

Tools

  1. create_exercise_page(name, type, steps, visual_description)
  2. create_session(name, difficulty, duration_minutes)
  3. create_workout_plan(goal, age_range, length_days)

Integration with Gemini/NanoBanana

The create_exercise_page tool outputs a Markdown block containing a command like: /image prompt="..."

This allows you to easily generate consistent, high-quality illustrations for your workout content using the Gemini CLI extensions.

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