NestDaddy

Fitfly Engine

io.github.dropflyai/fitfly-engine · v0.2.0

Deterministic fitness coaching engine: adaptive programs, progression math, readiness autoregulation

Connect Remote server

Terminal
claude mcp add --transport http fitfly-engine https://workout-engine-production-5dd7.up.railway.app/mcp --header "Authorization: Bearer <YOUR_API_KEY>"
~/.cursor/mcp.json
{
  "mcpServers": {
    "fitfly-engine": {
      "url": "https://workout-engine-production-5dd7.up.railway.app/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_API_KEY>"
      }
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "fitfly-engine": {
      "type": "http",
      "url": "https://workout-engine-production-5dd7.up.railway.app/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_API_KEY>"
      }
    }
  }
}
Claude Desktop
Settings > Connectors > Add custom connector
URL: https://workout-engine-production-5dd7.up.railway.app/mcp

Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.

Tools 10 found in our last check

  • get_todays_session

    Today's workout: exercises, sets/reps, per-exercise load guidance and concrete target weights, plus nutrition targets and cycle status. Auto-applies the user's readiness check-in (autoregulation) if they've done one today. Call this to see what the athlete should do now.

  • readiness_checkin

    Record how the athlete feels today (energy, sleep, soreness — each 1–5). The engine scores readiness and, on the next get_todays_session, reshapes the workout accordingly (reduce volume / reduce intensity / recovery day). Returns the readiness score + modifier.

  • log_workout

    Record what the athlete actually lifted. The engine runs progression (double-progression, e1RM), detects PRs, and returns per-exercise outcomes (established/progressed/held/deloaded) with next-time targets. Weights are in kg.

  • list_swap_options

    Valid alternatives for an exercise — same muscle group, filtered to the athlete's equipment/level/injuries. Use before swap_exercise.

  • swap_exercise

    Replace an exercise with a valid same-area alternative. scope 'today' = just this session; scope 'program' = going forward. The new lift starts fresh (day-one calibration).

  • get_program

    The athlete's current multi-day program (render-ready).

  • regenerate_program

    Rebuild the whole program from the stored profile (~20s AI generation). Use after a profile change or a plateau.

  • nutrition_targets

    The athlete's daily calorie + macro targets, computed from body stats, activity, and goal.

  • meal_plan

    A day of meals hitting the athlete's targets, USDA truth-checked (flags feasible=false with a note when macros are approximate). Slow (~15s AI call).

  • changelog

    The 'what changed & why' feed — the engine's coaching decisions (volume bumps, deloads, swaps) in Coach Fly's voice. Use to explain to the athlete why their plan evolved.

Headers

NameDescription
Authorization
Required, secret
Bearer fft_... personal access token. FitFly users mint one via POST /api/engine/me/mcp-token; coaches mint athlete tokens via the partner API. See /connect.

Details

Endpointhttps://workout-engine-production-5dd7.up.railway.app/mcp (Streamable HTTP)
First published2 Jul 2026
Last updated2 Jul 2026
Registry nameio.github.dropflyai/fitfly-engine

More cloud and devops servers See all

Listing data from the official MCP registry. Status and tools from NestDaddy's daily check. Browse all MCP servers.