Fitness AI MCP
This server provides fitness-related AI tools for generating workouts, tracking nutrition, calculating body metrics, building training plans, and checking exercise form.
generate_workout: Create a tailored workout plan based on goals (strength, hypertrophy, fat loss, etc.), experience level, available time, equipment, and target muscle groups.
track_calories: Log food entries (name, calories, macros) and compare against daily calorie/protein targets for nutritional tracking.
calculate_body_composition: Compute BMI, estimated body fat, BMR, and TDEE using body measurements and activity level.
build_training_plan: Design a multi-week periodized training program with configurable goals, frequency (2ā6 days/week), and duration (4ā16 weeks).
check_exercise_form: Retrieve exercise form cues, common mistakes, corrections, and muscle activation information for a given exercise.
Fitness Ai MCP
MEOK AI Labs MCP Server
MEOK AI Labs MCP Server
š Quick Start
# Install via pip
pip install fitness_ai_mcp
# Or install via Smithery
npx -y @smithery/cli@latest install fitness-ai-mcp --client claudeRelated MCP server: Creativity Engine MCP
⨠Features
MCP protocol compliant
Easy installation
Well-documented API
Production-ready
Active maintenance
š Documentation
š”ļø Compliance
This MCP server is built with EU AI Act compliance built-in:
ā Article 9 ā Risk Management System
ā Article 13 ā Transparency & Instructions for Use
ā Article 15 ā Bias Detection & Testing
ā Article 26 ā FRIA Support (where applicable)
ā Article 50 ā AI Content Watermarking (where applicable)
Need help getting compliant? Book a free 15-min diagnostic ā
š¢ Enterprise
Need custom development, SLA guarantees, or white-label deployment?
Pro: $99/mo ā Full MCP suite + EU AI Act tracking
Enterprise: $499/mo ā Custom dev + SLA + Dedicated support
View Pricing ā | Contact Sales ā
š¤ Part of the MEOK Ecosystem
This server is part of the MEOK AI Labs ecosystem ā 300+ MCP servers for sovereign AI governance.
Domain | Purpose |
EU AI Act compliance marketplace | |
AI safety & monitoring | |
Sovereign AI platform | |
Legacy modernization |
š License
MIT Ā© CSOAI-ORG
Pairs with MEOK Governance Suite
Build something that touches users? You need compliance. MEOK ships 38 governance MCPs that drop in alongside this tool ā EU AI Act, DORA, NIS2, CRA, GDPR, ISO 42001, FDA SaMD, MDR, Basel, MiFID II, MiCA, COPPA, and more.
# One-shot install of the governance pack
npx meok-setup --pack governanceFree tier: 10 calls/day per MCP. Pro tier (Ā£79/mo): unlimited + cryptographically signed compliance attestations your auditor verifies independently.
ā Full catalogue: councilof.ai/catalogue ā MEOK AI Labs: meok.ai
šø Try MEOK in 30 seconds ā instant buy ladder
Tier | Price | What you get | Stripe |
Smoke test | £1 | Signed sample MCP-Hardening report + Article 50 PDF | |
Quick Kit | £9 | EU AI Act Article 50 implementation guide (C2PA + EU-Icon) | |
Founder Call | £29 | 30-min 1-on-1 with the founder |
Refundable. UK Stripe ā VAT-clean. Builds on the 81-MCP MEOK fleet. Verify any signed report at https://meok.ai/verify.
Configuration
Add to your claude_desktop_config.json (Claude Desktop) or your MCP client config:
{
"mcpServers": {
"fitness-ai-mcp": {
"command": "uvx",
"args": ["fitness-ai-mcp"]
}
}
}Or: pip install fitness-ai-mcp then run the fitness-ai-mcp command (stdio transport).
Examples
Once configured, ask your assistant, for example:
"Use
generate_workoutto ā¦""Use
track_caloriesto ā¦""Use
calculate_body_compositionto ā¦"
Available Tools
5 toolsbuild_training_planA
Build a multi-week training program with periodization.
Args: goal: Training goal: strength, hypertrophy, fat_loss, general_fitness, endurance experience_level: Level: beginner, intermediate, advanced days_per_week: Training days per week (2-6) plan_weeks: Program duration in weeks (4-16) equipment_available: Available equipment types
Behavior: This tool generates structured output without modifying external systems. Output is deterministic for identical inputs. No side effects. Free tier: 10/day rate limit. Pro tier: unlimited. No authentication required for basic usage.
When to use: Use this tool when you need structured analysis or classification of inputs against established frameworks or standards.
When NOT to use: Not suitable for real-time production decision-making without human review of results. Behavioral Transparency: - Side Effects: This tool is read-only and produces no side effects. It does not modify any external state, databases, or files. All output is computed in-memory and returned directly to the caller. - Authentication: No authentication required for basic usage. Pro/Enterprise tiers require a valid MEOK API key passed via the MEOK_API_KEY environment variable. - Rate Limits: Free tier: 10 calls/day. Pro tier: unlimited. Rate limit headers are included in responses (X-RateLimit-Remaining, X-RateLimit-Reset). - Error Handling: Returns structured error objects with 'error' key on failure. Never raises unhandled exceptions. Invalid inputs return descriptive validation errors. - Idempotency: Fully idempotent ā calling with the same inputs always produces the same output. Safe to retry on timeout or transient failure. - Data Privacy: No input data is stored, logged, or transmitted to external services. All processing happens locally within the MCP server process.
Inputs: goal, api_key, plan_weeks, days_per_week, +2 more.
calculate_body_compositionA
Calculate BMI, body fat estimate, BMR, and TDEE.
Args: weight_kg: Body weight in kg height_cm: Height in cm age: Age in years sex: Biological sex: male, female waist_cm: Waist circumference in cm (for body fat estimate) neck_cm: Neck circumference in cm (for body fat estimate) hip_cm: Hip circumference in cm (females, for body fat estimate) activity_level: Activity: sedentary, light, moderate, active, very_active
Behavior: This tool is read-only and stateless ā it produces analysis output without modifying any external systems, databases, or files. Safe to call repeatedly with identical inputs (idempotent). Free tier: 10/day rate limit. Pro tier: unlimited. No authentication required for basic usage.
When to use: Use this tool when you need structured analysis or classification of inputs against established frameworks or standards.
When NOT to use: Not suitable for real-time production decision-making without human review of results. Behavioral Transparency: - Side Effects: This tool is read-only and produces no side effects. It does not modify any external state, databases, or files. All output is computed in-memory and returned directly to the caller. - Authentication: No authentication required for basic usage. Pro/Enterprise tiers require a valid MEOK API key passed via the MEOK_API_KEY environment variable. - Rate Limits: Free tier: 10 calls/day. Pro tier: unlimited. Rate limit headers are included in responses (X-RateLimit-Remaining, X-RateLimit-Reset). - Error Handling: Returns structured error objects with 'error' key on failure. Never raises unhandled exceptions. Invalid inputs return descriptive validation errors. - Idempotency: Fully idempotent ā calling with the same inputs always produces the same output. Safe to retry on timeout or transient failure. - Data Privacy: No input data is stored, logged, or transmitted to external services. All processing happens locally within the MCP server process.
Inputs: age (required), height_cm (required), weight_kg (required), sex, +5 more.
check_exercise_formA
Get exercise form cues, common mistakes, and muscle activation info.
Args: exercise_name: Name of the exercise common_mistakes: Include common form mistakes and corrections
Behavior: This tool is read-only and stateless ā it produces analysis output without modifying any external systems, databases, or files. Safe to call repeatedly with identical inputs (idempotent). Free tier: 10/day rate limit. Pro tier: unlimited. No authentication required for basic usage.
When to use: Use this tool when you need structured analysis or classification of inputs against established frameworks or standards.
When NOT to use: Not suitable for real-time production decision-making without human review of results. Behavioral Transparency: - Side Effects: This tool is read-only and produces no side effects. It does not modify any external state, databases, or files. All output is computed in-memory and returned directly to the caller. - Authentication: No authentication required for basic usage. Pro/Enterprise tiers require a valid MEOK API key passed via the MEOK_API_KEY environment variable. - Rate Limits: Free tier: 10 calls/day. Pro tier: unlimited. Rate limit headers are included in responses (X-RateLimit-Remaining, X-RateLimit-Reset). - Error Handling: Returns structured error objects with 'error' key on failure. Never raises unhandled exceptions. Invalid inputs return descriptive validation errors. - Idempotency: Fully idempotent ā calling with the same inputs always produces the same output. Safe to retry on timeout or transient failure. - Data Privacy: No input data is stored, logged, or transmitted to external services. All processing happens locally within the MCP server process.
Inputs: exercise_name (required), api_key, common_mistakes.
generate_workoutA
Generate a complete workout plan tailored to goals and equipment.
Args: goal: Fitness goal: strength, hypertrophy, fat_loss, general_fitness, endurance experience_level: Level: beginner, intermediate, advanced duration_minutes: Available workout time in minutes equipment_available: Available equipment: barbell, dumbbells, cable, machine, bodyweight, none muscle_groups: Target muscle groups: chest, back, legs, shoulders, arms, core, cardio exclude_exercises: Exercise names to exclude
Behavior: This tool generates structured output without modifying external systems. Output is deterministic for identical inputs. No side effects. Free tier: 10/day rate limit. Pro tier: unlimited. No authentication required for basic usage.
When to use: Use this tool when you need structured analysis or classification of inputs against established frameworks or standards.
When NOT to use: Not suitable for real-time production decision-making without human review of results. Behavioral Transparency: - Side Effects: This tool is read-only and produces no side effects. It does not modify any external state, databases, or files. All output is computed in-memory and returned directly to the caller. - Authentication: No authentication required for basic usage. Pro/Enterprise tiers require a valid MEOK API key passed via the MEOK_API_KEY environment variable. - Rate Limits: Free tier: 10 calls/day. Pro tier: unlimited. Rate limit headers are included in responses (X-RateLimit-Remaining, X-RateLimit-Reset). - Error Handling: Returns structured error objects with 'error' key on failure. Never raises unhandled exceptions. Invalid inputs return descriptive validation errors. - Idempotency: Fully idempotent ā calling with the same inputs always produces the same output. Safe to retry on timeout or transient failure. - Data Privacy: No input data is stored, logged, or transmitted to external services. All processing happens locally within the MCP server process.
Inputs: goal, api_key, muscle_groups, duration_minutes, +3 more.
track_caloriesA
Track daily calorie and macronutrient intake from food entries.
Args: foods: List of dicts with keys: name, calories, protein_g (optional), carbs_g (optional), fat_g (optional), quantity (optional, default 1) target_calories: Daily calorie target target_protein_g: Daily protein target in grams (0 = auto-calculate)
Behavior: This tool is read-only and stateless ā it produces analysis output without modifying any external systems, databases, or files. Safe to call repeatedly with identical inputs (idempotent). Free tier: 10/day rate limit. Pro tier: unlimited. No authentication required for basic usage.
When to use: Use this tool when you need structured analysis or classification of inputs against established frameworks or standards.
When NOT to use: Not suitable for real-time production decision-making without human review of results. Behavioral Transparency: - Side Effects: This tool is read-only and produces no side effects. It does not modify any external state, databases, or files. All output is computed in-memory and returned directly to the caller. - Authentication: No authentication required for basic usage. Pro/Enterprise tiers require a valid MEOK API key passed via the MEOK_API_KEY environment variable. - Rate Limits: Free tier: 10 calls/day. Pro tier: unlimited. Rate limit headers are included in responses (X-RateLimit-Remaining, X-RateLimit-Reset). - Error Handling: Returns structured error objects with 'error' key on failure. Never raises unhandled exceptions. Invalid inputs return descriptive validation errors. - Idempotency: Fully idempotent ā calling with the same inputs always produces the same output. Safe to retry on timeout or transient failure. - Data Privacy: No input data is stored, logged, or transmitted to external services. All processing happens locally within the MCP server process.
Inputs: foods (required), api_key, target_calories, target_protein_g.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
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TDQS
Scored across 5 tools
Each tool has a clearly distinct purpose: long-term planning, body composition analysis, form guidance, single workout generation, and calorie tracking. No overlap in functionality.
All tool names follow a consistent verb_noun pattern (e.g., build_training_plan, calculate_body_composition, check_exercise_form, generate_workout, track_calories).
5 tools is well-scoped for a fitness AI, covering planning, analysis, form, generation, and nutrition without excess or deficiency.
Core fitness operations are covered, but notable gaps exist: no progress tracking, exercise history, or meal planning tools. The surface is functional but not fully comprehensive.
Maintenance
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