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MCP Scorecard: 74/100

Fitness Ai MCP

MEOK AI Labs GSPC License PyPI

MEOK AI Labs MCP Server

MEOK AI Labs MCP Server


šŸš€ Quick Start

# Install via pip
pip install fitness_ai_mcp

# Or install via Smithery
npx -y @smithery/cli@latest install fitness-ai-mcp --client claude

Related MCP server: Creativity Engine MCP

✨ Features

  • MCP protocol compliant

  • Easy installation

  • Well-documented API

  • Production-ready

  • Active maintenance

šŸ“– Documentation

šŸ›”ļø Compliance

This MCP server is built with EU AI Act compliance built-in:

  • āœ… Article 9 — Risk Management System

  • āœ… Article 13 — Transparency & Instructions for Use

  • āœ… Article 15 — Bias Detection & Testing

  • āœ… Article 26 — FRIA Support (where applicable)

  • āœ… Article 50 — AI Content Watermarking (where applicable)

Need help getting compliant? Book a free 15-min diagnostic →

šŸ¢ Enterprise

Need custom development, SLA guarantees, or white-label deployment?

  • Pro: $99/mo — Full MCP suite + EU AI Act tracking

  • Enterprise: $499/mo — Custom dev + SLA + Dedicated support

View Pricing → | Contact Sales →

šŸ¤ Part of the MEOK Ecosystem

This server is part of the MEOK AI Labs ecosystem — 300+ MCP servers for sovereign AI governance.

Domain

Purpose

councilof.ai

EU AI Act compliance marketplace

safetyof.ai

AI safety & monitoring

meok.ai

Sovereign AI platform

cobolbridge.ai

Legacy modernization

šŸ“œ 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 — 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 governance

Free tier: 10 calls/day per MCP. Pro tier (Ā£79/mo): unlimited + cryptographically signed compliance attestations your auditor verifies independently.

→ Full catalogue: councilof.ai/catalogue → MEOK AI Labs: meok.ai

šŸ’ø Try MEOK in 30 seconds — instant buy ladder

Tier

Price

What you get

Stripe

Smoke test

Ā£1

Signed sample MCP-Hardening report + Article 50 PDF

https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t

Quick Kit

Ā£9

EU AI Act Article 50 implementation guide (C2PA + EU-Icon)

https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t

Founder Call

Ā£29

30-min 1-on-1 with the founder

https://buy.stripe.com/aFa7sNcgAdQS0ZT1Uc8k91t

Refundable. UK Stripe — 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_workout to …"

  • "Use track_calories to …"

  • "Use calculate_body_composition to …"

Available Tools

5 tools
build_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 — 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 — 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 — 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 — 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 — 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 — 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 — 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 — 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.

Loading tool schema changelog…

    TDQS

    A4.4/5.0

    Scored across 5 tools

    Disambiguation5/5

    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.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern (e.g., build_training_plan, calculate_body_composition, check_exercise_form, generate_workout, track_calories).

    Tool Count5/5

    5 tools is well-scoped for a fitness AI, covering planning, analysis, form, generation, and nutrition without excess or deficiency.

    Completeness3/5

    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

    ActivityStale
    ResponsivenessNo recent community issues

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