Deterministic fitness coaching engine: adaptive programs, progression math, readiness autoregulation
Connect Remote server
claude mcp add --transport http fitfly-engine https://workout-engine-production-5dd7.up.railway.app/mcp --header "Authorization: Bearer <YOUR_API_KEY>"
{
"mcpServers": {
"fitfly-engine": {
"url": "https://workout-engine-production-5dd7.up.railway.app/mcp",
"headers": {
"Authorization": "Bearer <YOUR_API_KEY>"
}
}
}
}
{
"servers": {
"fitfly-engine": {
"type": "http",
"url": "https://workout-engine-production-5dd7.up.railway.app/mcp",
"headers": {
"Authorization": "Bearer <YOUR_API_KEY>"
}
}
}
}
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_sessionToday'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_checkinRecord 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_workoutRecord 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_optionsValid alternatives for an exercise — same muscle group, filtered to the athlete's equipment/level/injuries. Use before swap_exercise.
swap_exerciseReplace 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_programThe athlete's current multi-day program (render-ready).
regenerate_programRebuild the whole program from the stored profile (~20s AI generation). Use after a profile change or a plateau.
nutrition_targetsThe athlete's daily calorie + macro targets, computed from body stats, activity, and goal.
meal_planA 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).
changelogThe '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
| Name | Description |
|---|---|
AuthorizationRequired, 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
| Endpoint | https://workout-engine-production-5dd7.up.railway.app/mcp (Streamable HTTP) |
| First published | 2 Jul 2026 |
| Last updated | 2 Jul 2026 |
| Registry name | io.github.dropflyai/fitfly-engine |
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