geniusrun/docs/superpowers/plans/2026-07-25-garmin-direct-wrapper-plan.md

# Drop MCP for Garmin integration — implementation plan

> **For agentic workers:** REQUIRED SUB-SKILL: Use superpowers:subagent-driven-development (recommended) or superpowers:executing-plans to implement this plan task-by-task. Steps use checkbox (`- [ ]`) syntax for tracking.

**Goal:** Replace `internal/garmin`'s MCP-based `mcp-garmin` integration with a small Python subprocess wrapper (embedded in this repo) that imports `garminconnect` directly and speaks a minimal newline-delimited-JSON protocol, so the `garmin.Client` interface's behavior is preserved with fewer dependencies and no external repo to vendor into a container.

**Architecture:** `internal/garmin/pyscript/wrapper.py` (embedded via `go:embed`) replaces `mcp-garmin`'s `server.py`; `internal/garmin/client.go`'s `subprocessClient` replaces `mcpClient`, driving the script over `os/exec` + JSON-lines instead of MCP/JSON-RPC. The `garmin.Client` interface, `internal/sync`, and `internal/api` are untouched.

**Tech Stack:** Go (`os/exec`, `bufio`, `encoding/json`, `embed`), Python 3.11+ (`garminconnect`, `pytest` for the wrapper's own tests).

## Global Constraints

- Full replacement, no compatibility shim — delete the MCP-based code in the same change, don't keep it behind a flag.
- `garmin.Client`'s interface (`Authenticate`, `CompleteMFA`, `UpdateCredentials`, `GetActivities`, `GetActivitySplits`, `GetActivityDetails`, `GetWorkoutByID`, `Close`) must not change signature — `internal/sync` and `internal/api` require zero edits.
- Wire protocol: one JSON object per line each direction — `{"id","cmd","params"}` requests, `{"id","result"}` / `{"id","error"}` responses. `cmd` is `authenticate`, `complete_mfa`, or generic `call` (`{"method","args"}` → `getattr(client, method)(**args)`), per `docs/superpowers/specs/2026-07-25-garmin-direct-wrapper-design.md`.
- `wrapper.py` is embedded into the Go binary via `//go:embed pyscript/wrapper.py` — no script-path env var of any kind.
- `GARMIN_WRAPPER_PYTHON` is optional, defaulting to `"python3"` (resolved via `PATH`) — `MCP_GARMIN_PYTHON`/`MCP_GARMIN_SERVER` are retired entirely, not renamed.
- `garminconnect`'s actual method kwargs must be used exactly: `get_activities_by_date(startdate, enddate)`, `get_activity_splits(activity_id)`, `get_activity_details(activity_id)`, `get_workout_by_id(workout_id)` (confirmed via `inspect.signature` against the installed package — note `startdate`/`enddate`, not `start_date`/`end_date`).
- `gofmt -l .` must report nothing; `go build ./...`, `go vet ./...`, and `go test ./...` must all pass before the final commit.
- `pytest` must pass in `../../../backend/internal/garmin/wrapper/`.

---

### Task 1: Python wrapper (`wrapper.py`) with its own test suite

**Files:**
- Create: `../../../backend/internal/garmin/wrapper/wrapper.py`
- Create: `../../../backend/internal/garmin/wrapper/pyproject.toml`
- Create: `../../../backend/internal/garmin/wrapper/.gitignore`
- Test: `../../../backend/internal/garmin/wrapper/tests/__init__.py`
- Test: `../../../backend/internal/garmin/wrapper/tests/test_wrapper.py`

**Interfaces:**
- Produces: `wrapper.dispatch(req: dict) -> dict` — the single entry point Go's subprocess talks to indirectly via stdin/stdout; also `wrapper._auth_state`, `wrapper._client`, `wrapper._mfa_input_queue`, `wrapper._login_result_queue`, `wrapper.Garmin` (re-exported name, patchable in tests), used only within this task's own test suite.

- [ ] **Step 1: Create the Python project manifest**

`../../../backend/internal/garmin/wrapper/pyproject.toml`:

```toml
[project]
name = "geniusrun-garmin-wrapper"
version = "0.1.0"
description = "Subprocess wrapper around garminconnect for geniusrund's internal/garmin package"
requires-python = ">=3.11"
dependencies = [
    "garminconnect",
]

[project.optional-dependencies]
dev = ["pytest"]

[build-system]
requires = ["hatchling"]
build-backend = "hatchling.build"
```

`../../../backend/internal/garmin/wrapper/.gitignore`:

```
.venv/
__pycache__/
.pytest_cache/
*.pyc
```

- [ ] **Step 2: Create a local venv and install dependencies**

Run:
```bash
cd backend/internal/garmin/wrapper
python3 -m venv .venv
.venv/bin/pip install -e ".[dev]"
```
Expected: installs `garminconnect` and `pytest` into `.venv` with no errors.

- [ ] **Step 3: Write the failing test suite**

`../../../backend/internal/garmin/wrapper/tests/__init__.py`: empty file.

`../../../backend/internal/garmin/wrapper/tests/test_wrapper.py`:

```python
import os
import queue
from unittest.mock import MagicMock, patch

import pytest

import wrapper


@pytest.fixture(autouse=True)
def reset_state():
    original_state = wrapper._auth_state
    original_client = wrapper._client
    for q in (wrapper._mfa_input_queue, wrapper._login_result_queue):
        while not q.empty():
            try:
                q.get_nowait()
            except queue.Empty:
                break
    yield
    wrapper._auth_state = original_state
    wrapper._client = original_client


def test_authenticate_success():
    env = {"GARMIN_EMAIL": "test@example.com", "GARMIN_PASSWORD": "secret"}
    with patch.dict("os.environ", env):
        with patch("wrapper.Garmin") as mock_garmin_cls:
            mock_garmin_cls.return_value = MagicMock()
            resp = wrapper.dispatch({"id": 1, "cmd": "authenticate"})
    assert resp == {"id": 1, "result": {"status": "success", "message": "Authenticated successfully."}}
    assert wrapper._auth_state == "authenticated"


def test_authenticate_mfa_required():
    env = {"GARMIN_EMAIL": "test@example.com", "GARMIN_PASSWORD": "secret"}
    with patch.dict("os.environ", env):
        with patch("wrapper.Garmin") as mock_garmin_cls:
            mock_garmin_cls.return_value = MagicMock()
            with patch.object(wrapper._login_result_queue, "get", side_effect=queue.Empty):
                resp = wrapper.dispatch({"id": 2, "cmd": "authenticate"})
    assert resp["result"]["status"] == "mfa_required"
    assert wrapper._auth_state == "mfa_pending"


def test_authenticate_missing_credentials():
    with patch.dict("os.environ", {}, clear=False):
        os.environ.pop("GARMIN_EMAIL", None)
        os.environ.pop("GARMIN_PASSWORD", None)
        resp = wrapper.dispatch({"id": 3, "cmd": "authenticate"})
    assert resp["result"]["status"] == "failed"
    assert "GARMIN_EMAIL" in resp["result"]["message"]


def test_complete_mfa_success():
    wrapper._auth_state = "mfa_pending"
    wrapper._login_result_queue.put(("success", None))
    resp = wrapper.dispatch({"id": 4, "cmd": "complete_mfa", "params": {"code": "123456"}})
    assert resp == {
        "id": 4,
        "result": {"status": "success", "message": "MFA accepted. Authenticated successfully."},
    }
    assert wrapper._auth_state == "authenticated"
    assert wrapper._mfa_input_queue.get_nowait() == "123456"


def test_complete_mfa_not_in_progress():
    wrapper._auth_state = "unauthenticated"
    resp = wrapper.dispatch({"id": 5, "cmd": "complete_mfa", "params": {"code": "123456"}})
    assert resp["result"]["status"] == "failed"
    assert "No MFA in progress" in resp["result"]["message"]


def test_call_dispatches_to_named_garminconnect_method():
    wrapper._auth_state = "authenticated"
    wrapper._client = MagicMock()
    wrapper._client.get_activities_by_date.return_value = [{"activityId": "111"}]

    resp = wrapper.dispatch({
        "id": 6,
        "cmd": "call",
        "params": {
            "method": "get_activities_by_date",
            "args": {"startdate": "2026-07-01", "enddate": "2026-07-25"},
        },
    })

    assert resp == {"id": 6, "result": [{"activityId": "111"}]}
    wrapper._client.get_activities_by_date.assert_called_once_with(
        startdate="2026-07-01", enddate="2026-07-25"
    )


def test_call_unauthenticated_is_error():
    wrapper._auth_state = "unauthenticated"
    resp = wrapper.dispatch({
        "id": 7, "cmd": "call", "params": {"method": "get_activities_by_date", "args": {}},
    })
    assert "error" in resp
    assert "Not authenticated" in resp["error"]


def test_call_unknown_method_is_error():
    wrapper._auth_state = "authenticated"
    wrapper._client = MagicMock(spec=["get_activities_by_date"])
    resp = wrapper.dispatch({
        "id": 8, "cmd": "call", "params": {"method": "delete_everything", "args": {}},
    })
    assert resp["id"] == 8
    assert "error" in resp


def test_call_propagates_garminconnect_exception_as_error():
    wrapper._auth_state = "authenticated"
    wrapper._client = MagicMock()
    wrapper._client.get_activity_splits.side_effect = Exception("not found")
    resp = wrapper.dispatch({
        "id": 9, "cmd": "call", "params": {"method": "get_activity_splits", "args": {"activity_id": "999"}},
    })
    assert resp == {"id": 9, "error": "not found"}


def test_dispatch_unknown_cmd_is_error():
    resp = wrapper.dispatch({"id": 10, "cmd": "not_a_real_cmd"})
    assert resp["id"] == 10
    assert "unknown cmd" in resp["error"]
```

- [ ] **Step 4: Run the tests to verify they fail**

Run: `cd backend/internal/garmin/pyscript && .venv/bin/pytest -v`
Expected: `ModuleNotFoundError: No module named 'wrapper'` (or collection failure) — `wrapper.py` doesn't exist yet.

- [ ] **Step 5: Write `wrapper.py`**

`../../../backend/internal/garmin/wrapper/wrapper.py`:

```python
"""Subprocess wrapper around garminconnect, spoken to over newline-delimited
JSON on stdin/stdout by geniusrund's internal/garmin package. See
docs/superpowers/specs/2026-07-25-garmin-direct-wrapper-design.md."""

import json
import os
import queue
import sys
import threading
import traceback

from garminconnect import Garmin

TOKENSTORE = os.path.expanduser(os.environ.get("GARMIN_TOKENSTORE", "~/.garth"))

_client = None
_auth_state = "unauthenticated"
_mfa_input_queue = queue.Queue()
_login_result_queue = queue.Queue()


def _debug(msg):
    print(f"[garmin-wrapper debug] {msg}", file=sys.stderr, flush=True)


def _prompt_mfa():
    _debug("garminconnect invoked prompt_mfa() -- this is a REAL MFA challenge from Garmin")
    code = _mfa_input_queue.get(timeout=300)
    _debug(f"prompt_mfa() handing code of length {len(code)} back to garminconnect")
    return code


def _startup_login():
    """Silently resume a cached tokenstore session at process start, so a
    freshly (re)spawned subprocess is already authenticated for background
    syncs that never call the explicit authenticate command."""
    global _client, _auth_state
    email = os.environ.get("GARMIN_EMAIL")
    password = os.environ.get("GARMIN_PASSWORD")
    if not email or not password:
        return
    try:
        _client = Garmin(email, password)
        _client.login(tokenstore=TOKENSTORE)
        _auth_state = "authenticated"
    except Exception as exc:
        _debug(f"startup tokenstore login failed: {exc}")
        _auth_state = "unauthenticated"


def _handle_authenticate(_params):
    global _client, _auth_state

    email = os.environ.get("GARMIN_EMAIL", "")
    password = os.environ.get("GARMIN_PASSWORD", "")
    if not email or not password:
        return {
            "status": "failed",
            "message": "GARMIN_EMAIL and GARMIN_PASSWORD environment variables are required.",
        }

    def _do_login():
        _debug(f"background login thread starting _client.login(tokenstore={TOKENSTORE})")
        try:
            _client.login(tokenstore=TOKENSTORE)
            _debug("_client.login() returned successfully")
            _login_result_queue.put(("success", None))
        except Exception as exc:
            _debug(f"_client.login() raised {type(exc).__name__}: {exc}")
            _debug(traceback.format_exc())
            _login_result_queue.put(("error", str(exc)))

    _client = Garmin(email, password)
    _client.prompt_mfa = _prompt_mfa
    threading.Thread(target=_do_login, daemon=True).start()

    try:
        status, err = _login_result_queue.get(timeout=10)
        _debug(f"authenticate got result within 10s timeout: status={status}")
        if status == "success":
            _auth_state = "authenticated"
            return {"status": "success", "message": "Authenticated successfully."}
        return {"status": "failed", "message": f"Authentication failed: {err}"}
    except queue.Empty:
        _debug(
            "authenticate hit the 10s timeout with no result yet -- reporting mfa_required, "
            "but this does NOT necessarily mean prompt_mfa() was actually invoked; check "
            "whether the 'REAL MFA challenge' debug line above appears to tell real MFA "
            "apart from a merely slow login."
        )
        _auth_state = "mfa_pending"
        return {
            "status": "mfa_required",
            "message": "MFA required. Garmin has sent a verification code to your registered email or phone.",
        }


def _handle_complete_mfa(params):
    global _auth_state

    if _auth_state != "mfa_pending":
        return {"status": "failed", "message": "No MFA in progress. Call authenticate first."}

    code = params["code"]
    _debug(f"complete_mfa received a code of length {len(code)}, pushing to mfa queue")
    _mfa_input_queue.put(code)

    try:
        status, err = _login_result_queue.get(timeout=30)
        _debug(f"complete_mfa got result: status={status} err={err}")
        if status == "success":
            _auth_state = "authenticated"
            return {"status": "success", "message": "MFA accepted. Authenticated successfully."}
        return {"status": "failed", "message": f"Authentication failed after MFA: {err}"}
    except queue.Empty:
        _auth_state = "unauthenticated"
        return {
            "status": "failed",
            "message": "Timed out waiting for authentication to complete. Call authenticate again.",
        }


def _handle_call(params):
    if _auth_state != "authenticated":
        raise RuntimeError("Not authenticated. Call authenticate first.")
    method = params["method"]
    args = params.get("args") or {}
    fn = getattr(_client, method)
    return fn(**args)


_HANDLERS = {
    "authenticate": _handle_authenticate,
    "complete_mfa": _handle_complete_mfa,
    "call": _handle_call,
}


def dispatch(req):
    handler = _HANDLERS.get(req.get("cmd"))
    if handler is None:
        return {"id": req.get("id"), "error": f"unknown cmd {req.get('cmd')!r}"}
    try:
        result = handler(req.get("params") or {})
        return {"id": req["id"], "result": result}
    except Exception as exc:
        _debug(f"{req.get('cmd')} raised {type(exc).__name__}: {exc}")
        _debug(traceback.format_exc())
        return {"id": req.get("id"), "error": str(exc)}


def main():
    _startup_login()
    for line in sys.stdin:
        line = line.strip()
        if not line:
            continue
        req = json.loads(line)
        resp = dispatch(req)
        print(json.dumps(resp), flush=True)


if __name__ == "__main__":
    main()
```

- [ ] **Step 6: Run the tests to verify they pass**

Run: `cd backend/internal/garmin/pyscript && .venv/bin/pytest -v`
Expected: all tests PASS.

- [ ] **Step 7: Commit**

```bash
git add backend/internal/garmin/wrapper
git commit -m "$(cat <<'EOF'
feat(garmin): add direct garminconnect wrapper script

Replaces mcp-garmin's server.py: a JSON-lines subprocess protocol
(authenticate/complete_mfa/call) around garminconnect directly, no MCP.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
EOF
)"
```

---

### Task 2: Go transport scaffolding (`subprocessClient`, wire protocol, lifecycle)

**Files:**
- Modify: `backend/internal/garmin/client.go` (full rewrite)
- Modify: `backend/internal/garmin/client_test.go` (full rewrite)

**Interfaces:**
- Consumes: nothing from other tasks.
- Produces: `Config{PythonPath, GarminEmail, GarminPassword, TokenStorePath string}`, `NewClient(cfg Config) Client`, `subprocessClient` (unexported struct implementing `Client`), `wireRequest{ID int; Cmd string; Params any}`, `wireResponse{ID int; Result json.RawMessage; Error string}`, `callParams{Method string; Args map[string]any}`, `(*subprocessClient).roundTrip(cmd string, params any) (json.RawMessage, error)`, `(*subprocessClient).ensureStarted() error`, `(*subprocessClient).close() error` (unexported, no-lock; `Close()`/`UpdateCredentials` call it while already holding `c.mu`). Later tasks (3, 4) add methods to `subprocessClient` using `execute`/`ensureStarted` and must not redefine these types.

- [ ] **Step 1: Write the failing tests for the transport layer**

`backend/internal/garmin/client_test.go` (replaces the old file entirely — `parseAuthResult`/`mcpClient` no longer exist):

```go
package garmin

import (
	"bufio"
	"encoding/json"
	"io"
	"strings"
	"testing"
)

// wireResponsePayload is what a fake wrapper handler returns for one
// request; the harness fills in the response ID.
type wireResponsePayload struct {
	result json.RawMessage
	err    string
}

func fakeResult(v any) wireResponsePayload {
	b, err := json.Marshal(v)
	if err != nil {
		panic(err)
	}
	return wireResponsePayload{result: b}
}

func fakeError(msg string) wireResponsePayload {
	return wireResponsePayload{err: msg}
}

// newFakeWrapperClient wires a subprocessClient to an in-process goroutine
// that plays the Python wrapper's role, so protocol-level Go logic can be
// tested without python3/garminconnect installed.
func newFakeWrapperClient(t *testing.T, handle func(cmd string, params json.RawMessage) wireResponsePayload) *subprocessClient {
	t.Helper()

	reqR, reqW := io.Pipe()
	respR, respW := io.Pipe()
	t.Cleanup(func() {
		reqW.Close()
		respW.Close()
	})

	go func() {
		scanner := bufio.NewScanner(reqR)
		scanner.Buffer(make([]byte, 0, 64*1024), maxWrapperLineBytes)
		enc := json.NewEncoder(respW)
		for scanner.Scan() {
			var req struct {
				ID     int             `json:"id"`
				Cmd    string          `json:"cmd"`
				Params json.RawMessage `json:"params"`
			}
			if err := json.Unmarshal(scanner.Bytes(), &req); err != nil {
				continue
			}
			payload := handle(req.Cmd, req.Params)
			resp := wireResponse{ID: req.ID, Result: payload.result, Error: payload.err}
			if err := enc.Encode(resp); err != nil {
				return
			}
		}
	}()

	scanner := bufio.NewScanner(respR)
	scanner.Buffer(make([]byte, 0, 64*1024), maxWrapperLineBytes)

	return &subprocessClient{
		started: true,
		enc:     json.NewEncoder(reqW),
		scanner: scanner,
	}
}

func TestSubprocessClient_RoundTrip_DetectsIDMismatch(t *testing.T) {
	reqR, reqW := io.Pipe()
	respR, respW := io.Pipe()
	defer reqW.Close()
	defer respW.Close()

	go func() {
		scanner := bufio.NewScanner(reqR)
		scanner.Buffer(make([]byte, 0, 64*1024), maxWrapperLineBytes)
		scanner.Scan() // read and discard the one request
		json.NewEncoder(respW).Encode(wireResponse{ID: 999, Result: json.RawMessage(`{}`)})
	}()

	scanner := bufio.NewScanner(respR)
	scanner.Buffer(make([]byte, 0, 64*1024), maxWrapperLineBytes)
	c := &subprocessClient{started: true, enc: json.NewEncoder(reqW), scanner: scanner}

	_, err := c.roundTrip("authenticate", nil)
	if err == nil || !strings.Contains(err.Error(), "id mismatch") {
		t.Fatalf("roundTrip error = %v, want an id mismatch error", err)
	}
}

func TestSubprocessClient_RoundTrip_SubprocessClosedIsError(t *testing.T) {
	reqR, reqW := io.Pipe()
	respR, respW := io.Pipe()
	defer reqW.Close()

	go func() {
		scanner := bufio.NewScanner(reqR)
		scanner.Buffer(make([]byte, 0, 64*1024), maxWrapperLineBytes)
		scanner.Scan()
		respW.Close() // subprocess "exited": stdout closes with no response
	}()

	scanner := bufio.NewScanner(respR)
	scanner.Buffer(make([]byte, 0, 64*1024), maxWrapperLineBytes)
	c := &subprocessClient{started: true, enc: json.NewEncoder(reqW), scanner: scanner}

	_, err := c.roundTrip("authenticate", nil)
	if err == nil || !strings.Contains(err.Error(), "closed") {
		t.Fatalf("roundTrip error = %v, want a subprocess-closed error", err)
	}
}

func TestSubprocessClient_RoundTrip_WrapperErrorPropagates(t *testing.T) {
	c := newFakeWrapperClient(t, func(cmd string, params json.RawMessage) wireResponsePayload {
		return fakeError("boom")
	})

	_, err := c.roundTrip("authenticate", nil)
	if err == nil || !strings.Contains(err.Error(), "boom") {
		t.Fatalf("roundTrip error = %v, want it to mention %q", err, "boom")
	}
}

func TestSubprocessClient_UpdateCredentials_ResetsStartedState(t *testing.T) {
	c := &subprocessClient{cfg: Config{GarminEmail: "old@example.com", GarminPassword: "old"}}
	c.started = true // simulate an already-spawned subprocess, no real cmd/pipes

	c.UpdateCredentials("new@example.com", "new")

	if c.cfg.GarminEmail != "new@example.com" || c.cfg.GarminPassword != "new" {
		t.Errorf("cfg after update = %+v, want new@example.com/new", c.cfg)
	}
	if c.started {
		t.Error("started should be reset to false so the next call respawns the subprocess")
	}
}

func TestSubprocessClient_Close_NoOpWhenNotStarted(t *testing.T) {
	c := &subprocessClient{}
	if err := c.Close(); err != nil {
		t.Errorf("Close on an unstarted client = %v, want nil", err)
	}
}
```

- [ ] **Step 2: Run the tests to verify they fail**

Run: `cd backend && go test ./internal/garmin/... -run TestSubprocessClient -v`
Expected: compile failure — `subprocessClient`, `wireResponse`, `execute`, `maxWrapperLineBytes`, `Config` (new shape) don't exist yet.

- [ ] **Step 3: Rewrite `client.go`**

`backend/internal/garmin/client.go`:

```go
// Package garmin wraps a direct garminconnect subprocess (see
// wrapper/wrapper.py) as a narrow Go client interface, so the rest of
// geniusrun never deals with the wire protocol directly.
package garmin

import (
	"bufio"
	"context"
	_ "embed"
	"encoding/json"
	"fmt"
	"io"
	"os"
	"os/exec"
	"sync"
)

//go:embed pyscript/wrapper.py
var wrapperScript string

// maxWrapperLineBytes bounds one JSON-line response from the wrapper
// subprocess -- well above the default 64KB bufio.Scanner limit, since
// get_activity_details responses (per-second telemetry) can be several MB.
const maxWrapperLineBytes = 16 * 1024 * 1024

// Client is the interface the rest of geniusrun depends on. The real
// implementation drives an embedded Python wrapper subprocess over stdio;
// internal/garmin/mock provides a fake for tests and frontend-only
// development.
type Client interface {
	// Authenticate triggers Garmin login using credentials the subprocess
	// was started with. Spawns the subprocess on first call.
	Authenticate(ctx context.Context) (AuthResult, error)
	// CompleteMFA submits an MFA code for a login started by Authenticate.
	CompleteMFA(ctx context.Context, code string) (AuthResult, error)
	// UpdateCredentials replaces the Garmin email/password used to spawn
	// the subprocess, and terminates any already-running subprocess (which
	// would otherwise still be authenticated under the old credentials).
	// The next call that needs the subprocess spawns a fresh one with the
	// new credentials.
	UpdateCredentials(email, password string)
	// GetActivities lists activities between start and end (YYYY-MM-DD).
	GetActivities(ctx context.Context, startDate, endDate string, limit int) ([]Activity, error)
	// GetActivitySplits fetches lap/split summaries for one activity.
	GetActivitySplits(ctx context.Context, activityID int64) (ActivitySplits, error)
	// GetActivityDetails fetches raw per-second telemetry for one activity.
	GetActivityDetails(ctx context.Context, activityID int64) (ActivityDetails, error)
	// GetWorkoutByID fetches a structured workout's step-by-step plan.
	GetWorkoutByID(ctx context.Context, workoutID int64) (Workout, error)
	// Close terminates the subprocess, if running.
	Close() error
}

// Config configures how the Garmin wrapper subprocess is spawned.
type Config struct {
	// PythonPath is the python3 interpreter to run the embedded wrapper
	// script with. Empty defaults to "python3" resolved via PATH.
	PythonPath     string
	GarminEmail    string
	GarminPassword string
	// TokenStorePath, if set, is passed as GARMIN_TOKENSTORE so the wrapper
	// persists/resumes a Garmin session there instead of the default ~/.garth.
	TokenStorePath string
}

// wireRequest is one line sent to the wrapper subprocess's stdin.
type wireRequest struct {
	ID     int    `json:"id"`
	Cmd    string `json:"cmd"`
	Params any    `json:"params,omitempty"`
}

// wireResponse is one line read from the wrapper subprocess's stdout.
type wireResponse struct {
	ID     int             `json:"id"`
	Result json.RawMessage `json:"result,omitempty"`
	Error  string          `json:"error,omitempty"`
}

// callParams is the Params payload for a generic "call" request: dispatches
// to any garminconnect.Garmin method by name.
type callParams struct {
	Method string         `json:"method"`
	Args   map[string]any `json:"args,omitempty"`
}

// authResultWire is the Result payload for authenticate/complete_mfa.
type authResultWire struct {
	Status  string `json:"status"`
	Message string `json:"message"`
}

func mapAuthStatus(s string) AuthStatus {
	switch s {
	case "success":
		return AuthSuccess
	case "mfa_required":
		return AuthMFARequired
	case "failed":
		return AuthFailed
	default:
		return AuthUnknown
	}
}

// subprocessClient is the real Client implementation, backed by a wrapper
// subprocess spoken to over newline-delimited JSON on stdio.
type subprocessClient struct {
	cfg Config

	mu         sync.Mutex // serializes calls; the wrapper holds a single shared Garmin client
	cmd        *exec.Cmd
	stdin      io.WriteCloser
	enc        *json.Encoder
	scanner    *bufio.Scanner
	scriptPath string // temp file holding the embedded wrapper.py, written once
	started    bool
	nextID     int
}

// ensureStarted spawns the wrapper subprocess if it isn't already running.
// Callers must hold c.mu.
func (c *subprocessClient) ensureStarted() error {
	if c.started {
		return nil
	}

	if c.scriptPath == "" {
		f, err := os.CreateTemp("", "geniusrun-garmin-wrapper-*.py")
		if err != nil {
			return fmt.Errorf("write embedded wrapper script: %w", err)
		}
		if _, err := f.WriteString(wrapperScript); err != nil {
			f.Close()
			return fmt.Errorf("write embedded wrapper script: %w", err)
		}
		if err := f.Close(); err != nil {
			return fmt.Errorf("write embedded wrapper script: %w", err)
		}
		c.scriptPath = f.Name()
	}

	pythonPath := c.cfg.PythonPath
	if pythonPath == "" {
		pythonPath = "python3"
	}

	cmd := exec.Command(pythonPath, c.scriptPath)
	extraEnv := []string{
		"GARMIN_EMAIL=" + c.cfg.GarminEmail,
		"GARMIN_PASSWORD=" + c.cfg.GarminPassword,
		"PYTHONUNBUFFERED=1",
	}
	if c.cfg.TokenStorePath != "" {
		extraEnv = append(extraEnv, "GARMIN_TOKENSTORE="+c.cfg.TokenStorePath)
	}
	cmd.Env = append(os.Environ(), extraEnv...)

	stdin, err := cmd.StdinPipe()
	if err != nil {
		return fmt.Errorf("open wrapper stdin: %w", err)
	}
	stdout, err := cmd.StdoutPipe()
	if err != nil {
		return fmt.Errorf("open wrapper stdout: %w", err)
	}
	stderr, err := cmd.StderrPipe()
	if err != nil {
		return fmt.Errorf("open wrapper stderr: %w", err)
	}

	if err := cmd.Start(); err != nil {
		return fmt.Errorf("spawn garmin wrapper subprocess: %w", err)
	}
	go io.Copy(os.Stderr, stderr) // wrapper.py logs auth/rate-limit diagnostics to stderr

	c.cmd = cmd
	c.stdin = stdin
	c.enc = json.NewEncoder(stdin)
	scanner := bufio.NewScanner(stdout)
	scanner.Buffer(make([]byte, 0, 64*1024), maxWrapperLineBytes)
	c.scanner = scanner
	c.started = true
	c.nextID = 0
	return nil
}

// roundTrip sends one request and returns its result payload, or an error
// if the wrapper reported one. Callers must hold c.mu and have already
// called ensureStarted.
func (c *subprocessClient) roundTrip(cmdName string, params any) (json.RawMessage, error) {
	c.nextID++
	id := c.nextID

	if err := c.enc.Encode(wireRequest{ID: id, Cmd: cmdName, Params: params}); err != nil {
		return nil, fmt.Errorf("write %s request: %w", cmdName, err)
	}

	if !c.scanner.Scan() {
		if err := c.scanner.Err(); err != nil {
			return nil, fmt.Errorf("read %s response: %w", cmdName, err)
		}
		return nil, fmt.Errorf("read %s response: subprocess closed its output", cmdName)
	}

	var resp wireResponse
	if err := json.Unmarshal(c.scanner.Bytes(), &resp); err != nil {
		return nil, fmt.Errorf("parse %s response: %w", cmdName, err)
	}
	if resp.ID != id {
		return nil, fmt.Errorf("%s response id mismatch: got %d, want %d", cmdName, resp.ID, id)
	}
	if resp.Error != "" {
		return nil, fmt.Errorf("%s: %s", cmdName, resp.Error)
	}
	return resp.Result, nil
}

// UpdateCredentials implements Client.
func (c *subprocessClient) UpdateCredentials(email, password string) {
	c.mu.Lock()
	defer c.mu.Unlock()

	c.cfg.GarminEmail = email
	c.cfg.GarminPassword = password
	c.close()
}

// Close implements Client.
func (c *subprocessClient) Close() error {
	c.mu.Lock()
	defer c.mu.Unlock()
	return c.close()
}

// close terminates the subprocess, if running. Callers must hold c.mu.
func (c *subprocessClient) close() error {
	if !c.started {
		return nil
	}
	c.started = false

	if c.stdin != nil {
		c.stdin.Close()
	}
	if c.cmd != nil && c.cmd.Process != nil {
		c.cmd.Process.Kill()
	}
	var err error
	if c.cmd != nil {
		err = c.cmd.Wait()
	}
	c.cmd, c.stdin, c.enc, c.scanner = nil, nil, nil, nil
	return err
}

func truncate(s string, n int) string {
	if len(s) <= n {
		return s
	}
	return s[:n] + "...(truncated)"
}
```

Note: `Authenticate`, `CompleteMFA`, `GetActivities`, `GetActivitySplits`, `GetActivityDetails`, `GetWorkoutByID`, and `NewClient` are added in Tasks 3 and 4, not here. `NewClient` is deliberately deferred to Task 4: its signature returns the `Client` interface (`func NewClient(cfg Config) Client { return &subprocessClient{cfg: cfg} }`), and Go checks interface satisfaction at that return statement — since `*subprocessClient` doesn't implement `Authenticate`/`CompleteMFA`/the four `Get*` methods until Tasks 3–4 land, defining `NewClient` here would fail to compile. This task's own tests construct `&subprocessClient{...}` directly (never through `NewClient` or the `Client` interface), so they compile and pass without it.

- [ ] **Step 4: Run the tests to verify they pass**

Run: `cd backend && go test ./internal/garmin/... -run TestSubprocessClient -v`
Expected: all tests PASS. (A whole-repo `go build ./...` will still fail until Task 6 — `cmd/geniusrund`/`internal/api` still reference the old `garmin.Config.ServerPath` field and `garmin.NewClient`, neither of which exist yet. That's expected and fine mid-plan; don't run a full-repo build check until Task 6.)

- [ ] **Step 5: Commit**

```bash
git add backend/internal/garmin/client.go backend/internal/garmin/client_test.go
git commit -m "$(cat <<'EOF'
feat(garmin): replace mcp-go transport with a JSON-lines subprocess client

subprocessClient spawns the embedded wrapper/wrapper.py over os/exec and
speaks newline-delimited JSON instead of MCP. Auth/data methods land in
follow-up commits; this is the transport + lifecycle plumbing only.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
EOF
)"
```

---

### Task 3: Authenticate / CompleteMFA with structured status

**Files:**
- Modify: `backend/internal/garmin/client.go`
- Modify: `backend/internal/garmin/client_test.go`

**Interfaces:**
- Consumes: `subprocessClient`, `execute`, `ensureStarted`, `mapAuthStatus`, `authResultWire`, `newFakeWrapperClient`/`fakeResult`/`fakeError` from Task 2.
- Produces: `(*subprocessClient).Authenticate(ctx) (AuthResult, error)`, `(*subprocessClient).CompleteMFA(ctx, code) (AuthResult, error)`.

- [ ] **Step 1: Write the failing tests**

First, add `"context"` to `backend/internal/garmin/client_test.go`'s import block (the tests below are the first in this file to need it):

```go
import (
	"bufio"
	"context"
	"encoding/json"
	"io"
	"strings"
	"testing"
)
```

Then append to `backend/internal/garmin/client_test.go`:

```go
func TestSubprocessClient_Authenticate_Success(t *testing.T) {
	c := newFakeWrapperClient(t, func(cmd string, params json.RawMessage) wireResponsePayload {
		if cmd != "authenticate" {
			t.Fatalf("unexpected cmd %q", cmd)
		}
		return fakeResult(authResultWire{Status: "success", Message: "Authenticated successfully."})
	})

	res, err := c.Authenticate(context.Background())
	if err != nil {
		t.Fatalf("Authenticate: %v", err)
	}
	if res.Status != AuthSuccess || res.Message != "Authenticated successfully." {
		t.Errorf("Authenticate result = %+v", res)
	}
}

func TestSubprocessClient_Authenticate_MFARequired(t *testing.T) {
	c := newFakeWrapperClient(t, func(cmd string, params json.RawMessage) wireResponsePayload {
		return fakeResult(authResultWire{Status: "mfa_required", Message: "MFA required. ..."})
	})

	res, err := c.Authenticate(context.Background())
	if err != nil {
		t.Fatalf("Authenticate: %v", err)
	}
	if res.Status != AuthMFARequired {
		t.Errorf("Authenticate status = %v, want AuthMFARequired", res.Status)
	}
}

func TestSubprocessClient_Authenticate_WrapperErrorPropagates(t *testing.T) {
	c := newFakeWrapperClient(t, func(cmd string, params json.RawMessage) wireResponsePayload {
		return fakeError("subprocess exploded")
	})

	_, err := c.Authenticate(context.Background())
	if err == nil || !strings.Contains(err.Error(), "subprocess exploded") {
		t.Fatalf("Authenticate error = %v, want it to mention the wrapper error", err)
	}
}

func TestSubprocessClient_CompleteMFA_SendsCodeAndReturnsStatus(t *testing.T) {
	var gotCode string
	c := newFakeWrapperClient(t, func(cmd string, params json.RawMessage) wireResponsePayload {
		if cmd != "complete_mfa" {
			t.Fatalf("unexpected cmd %q", cmd)
		}
		var p struct {
			Code string `json:"code"`
		}
		if err := json.Unmarshal(params, &p); err != nil {
			t.Fatalf("unmarshal params: %v", err)
		}
		gotCode = p.Code
		return fakeResult(authResultWire{Status: "success", Message: "MFA accepted. Authenticated successfully."})
	})

	res, err := c.CompleteMFA(context.Background(), "123456")
	if err != nil {
		t.Fatalf("CompleteMFA: %v", err)
	}
	if gotCode != "123456" {
		t.Errorf("code sent to wrapper = %q, want 123456", gotCode)
	}
	if res.Status != AuthSuccess {
		t.Errorf("CompleteMFA status = %v, want AuthSuccess", res.Status)
	}
}

func TestSubprocessClient_CompleteMFA_Failed(t *testing.T) {
	c := newFakeWrapperClient(t, func(cmd string, params json.RawMessage) wireResponsePayload {
		return fakeResult(authResultWire{Status: "failed", Message: "Authentication failed after MFA: bad code"})
	})

	res, err := c.CompleteMFA(context.Background(), "000000")
	if err != nil {
		t.Fatalf("CompleteMFA: %v", err)
	}
	if res.Status != AuthFailed {
		t.Errorf("CompleteMFA status = %v, want AuthFailed", res.Status)
	}
}
```

- [ ] **Step 2: Run the tests to verify they fail**

Run: `cd backend && go test ./internal/garmin/... -run TestSubprocessClient_Authenticate -v && go test ./internal/garmin/... -run TestSubprocessClient_CompleteMFA -v`
Expected: compile failure — `Authenticate`/`CompleteMFA` methods don't exist on `subprocessClient` yet.

- [ ] **Step 3: Implement `Authenticate`/`CompleteMFA`**

Append to `backend/internal/garmin/client.go` (after `execute`):

```go
func (c *subprocessClient) Authenticate(ctx context.Context) (AuthResult, error) {
	c.mu.Lock()
	defer c.mu.Unlock()

	if err := c.ensureStarted(); err != nil {
		return AuthResult{}, err
	}
	raw, err := c.roundTrip("authenticate", nil)
	if err != nil {
		return AuthResult{}, err
	}
	var wire authResultWire
	if err := json.Unmarshal(raw, &wire); err != nil {
		return AuthResult{}, fmt.Errorf("parse authenticate result: %w", err)
	}
	return AuthResult{Status: mapAuthStatus(wire.Status), Message: wire.Message}, nil
}

func (c *subprocessClient) CompleteMFA(ctx context.Context, code string) (AuthResult, error) {
	c.mu.Lock()
	defer c.mu.Unlock()

	if err := c.ensureStarted(); err != nil {
		return AuthResult{}, err
	}
	raw, err := c.roundTrip("complete_mfa", map[string]any{"code": code})
	if err != nil {
		return AuthResult{}, err
	}
	var wire authResultWire
	if err := json.Unmarshal(raw, &wire); err != nil {
		return AuthResult{}, fmt.Errorf("parse complete_mfa result: %w", err)
	}
	return AuthResult{Status: mapAuthStatus(wire.Status), Message: wire.Message}, nil
}
```

- [ ] **Step 4: Run the tests to verify they pass**

Run: `cd backend && go test ./internal/garmin/... -run 'TestSubprocessClient_(Authenticate|CompleteMFA)' -v`
Expected: all PASS.

- [ ] **Step 5: Commit**

```bash
git add backend/internal/garmin/client.go backend/internal/garmin/client_test.go
git commit -m "$(cat <<'EOF'
feat(garmin): implement Authenticate/CompleteMFA on subprocessClient

Structured {status, message} responses replace the old string
pattern-matching (parseAuthResult) -- both sides of the protocol are now
owned by this repo, so there's no need to guess at phrasing anymore.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
EOF
)"
```

---

### Task 4: Data-fetch methods via generic `call` dispatch

**Files:**
- Modify: `backend/internal/garmin/client.go`
- Modify: `backend/internal/garmin/client_test.go`

**Interfaces:**
- Consumes: everything from Tasks 2–3, plus existing `Activity`, `ActivitySplits`, `Lap`, `ActivityDetails`, `Workout` types from `types.go` (unchanged).
- Produces: `(*subprocessClient).GetActivities`, `GetActivitySplits`, `GetActivityDetails`, `GetWorkoutByID` — completing the `Client` interface.

- [ ] **Step 1: Write the failing tests**

Append to `backend/internal/garmin/client_test.go`:

```go
func TestSubprocessClient_GetActivities_UsesGarminconnectKwargNames(t *testing.T) {
	var gotMethod string
	var gotArgs map[string]any
	c := newFakeWrapperClient(t, func(cmd string, params json.RawMessage) wireResponsePayload {
		var p callParams
		if err := json.Unmarshal(params, &p); err != nil {
			t.Fatalf("unmarshal params: %v", err)
		}
		gotMethod, gotArgs = p.Method, p.Args
		return fakeResult([]map[string]any{
			{"activityId": float64(123), "activityType": map[string]any{"typeKey": "running"}},
		})
	})

	activities, err := c.GetActivities(context.Background(), "2026-07-01", "2026-07-25", 0)
	if err != nil {
		t.Fatalf("GetActivities: %v", err)
	}
	if gotMethod != "get_activities_by_date" {
		t.Errorf("method = %q, want get_activities_by_date", gotMethod)
	}
	if gotArgs["startdate"] != "2026-07-01" || gotArgs["enddate"] != "2026-07-25" {
		t.Errorf("args = %+v, want startdate/enddate matching garminconnect's real kwargs", gotArgs)
	}
	if len(activities) != 1 || activities[0].ActivityID != 123 {
		t.Fatalf("activities = %+v", activities)
	}
}

func TestSubprocessClient_GetActivities_AppliesLimitClientSide(t *testing.T) {
	c := newFakeWrapperClient(t, func(cmd string, params json.RawMessage) wireResponsePayload {
		raw := make([]map[string]any, 5)
		for i := range raw {
			raw[i] = map[string]any{"activityId": float64(i)}
		}
		return fakeResult(raw)
	})

	activities, err := c.GetActivities(context.Background(), "2026-07-01", "2026-07-25", 2)
	if err != nil {
		t.Fatalf("GetActivities: %v", err)
	}
	if len(activities) != 2 {
		t.Fatalf("len(activities) = %d, want 2", len(activities))
	}
}

func TestSubprocessClient_GetActivitySplits_ParsesLapDTOsEnvelope(t *testing.T) {
	var gotMethod string
	var gotArgs map[string]any
	c := newFakeWrapperClient(t, func(cmd string, params json.RawMessage) wireResponsePayload {
		var p callParams
		json.Unmarshal(params, &p)
		gotMethod, gotArgs = p.Method, p.Args
		return fakeResult(map[string]any{
			"activityId": float64(111),
			"lapDTOs":    []map[string]any{{"lapIndex": float64(1), "distance": float64(1000)}},
		})
	})

	splits, err := c.GetActivitySplits(context.Background(), 111)
	if err != nil {
		t.Fatalf("GetActivitySplits: %v", err)
	}
	if gotMethod != "get_activity_splits" || gotArgs["activity_id"] != "111" {
		t.Errorf("method/args = %q/%+v, want get_activity_splits with activity_id=\"111\"", gotMethod, gotArgs)
	}
	if splits.ActivityID != 111 || len(splits.Laps) != 1 || splits.Laps[0].LapIndex != 1 {
		t.Fatalf("splits = %+v", splits)
	}
}

func TestSubprocessClient_GetActivityDetails_ParsesRawTelemetry(t *testing.T) {
	c := newFakeWrapperClient(t, func(cmd string, params json.RawMessage) wireResponsePayload {
		var p callParams
		json.Unmarshal(params, &p)
		if p.Method != "get_activity_details" || p.Args["activity_id"] != "222" {
			t.Fatalf("unexpected call: %+v", p)
		}
		return fakeResult(map[string]any{
			"activityId":            float64(222),
			"metricDescriptors":     []map[string]any{{"key": "directHeartRate", "metricsIndex": float64(0)}},
			"activityDetailMetrics": []map[string]any{{"metrics": []any{float64(101)}}},
		})
	})

	details, err := c.GetActivityDetails(context.Background(), 222)
	if err != nil {
		t.Fatalf("GetActivityDetails: %v", err)
	}
	if details.ActivityID != 222 || len(details.MetricDescriptors) != 1 {
		t.Fatalf("details = %+v", details)
	}
}

func TestSubprocessClient_GetWorkoutByID_ParsesSegments(t *testing.T) {
	c := newFakeWrapperClient(t, func(cmd string, params json.RawMessage) wireResponsePayload {
		var p callParams
		json.Unmarshal(params, &p)
		if p.Method != "get_workout_by_id" || p.Args["workout_id"] != "333" {
			t.Fatalf("unexpected call: %+v", p)
		}
		return fakeResult(map[string]any{
			"workoutId":      float64(333),
			"workoutName":    "Tempo",
			"workoutSegments": []map[string]any{{"segmentOrder": float64(1), "workoutSteps": []any{}}},
		})
	})

	workout, err := c.GetWorkoutByID(context.Background(), 333)
	if err != nil {
		t.Fatalf("GetWorkoutByID: %v", err)
	}
	if workout.WorkoutID != 333 || workout.WorkoutName != "Tempo" || len(workout.Segments) != 1 {
		t.Fatalf("workout = %+v", workout)
	}
}
```

- [ ] **Step 2: Run the tests to verify they fail**

Run: `cd backend && go test ./internal/garmin/... -run 'TestSubprocessClient_(GetActivities|GetActivitySplits|GetActivityDetails|GetWorkoutByID)' -v`
Expected: compile failure — these methods don't exist on `subprocessClient` yet.

- [ ] **Step 3: Implement the data-fetch methods**

First, add `"strconv"` to `backend/internal/garmin/client.go`'s import block (needed by `strconv.FormatInt` below):

```go
import (
	"bufio"
	"context"
	_ "embed"
	"encoding/json"
	"fmt"
	"io"
	"os"
	"os/exec"
	"strconv"
	"sync"
)
```

Then append to `backend/internal/garmin/client.go` — this is also where `NewClient` is defined for the first time (deferred from Task 2, since its return type requires `*subprocessClient` to already implement all of `Client`, which is only true once these four methods exist):

```go
var _ Client = (*subprocessClient)(nil)

// NewClient builds a Client. The subprocess is not spawned until the first
// call that needs it (Authenticate, or any data call once authenticated).
func NewClient(cfg Config) Client {
	return &subprocessClient{cfg: cfg}
}

func (c *subprocessClient) GetActivities(ctx context.Context, startDate, endDate string, limit int) ([]Activity, error) {
	c.mu.Lock()
	defer c.mu.Unlock()

	if err := c.ensureStarted(); err != nil {
		return nil, err
	}
	raw, err := c.roundTrip("call", callParams{
		Method: "get_activities_by_date",
		Args:   map[string]any{"startdate": startDate, "enddate": endDate},
	})
	if err != nil {
		return nil, err
	}

	var rawActivities []json.RawMessage
	if err := json.Unmarshal(raw, &rawActivities); err != nil {
		return nil, fmt.Errorf("get_activities_by_date did not return a JSON array (%q): %w", truncate(string(raw), 200), err)
	}
	if limit > 0 && limit < len(rawActivities) {
		rawActivities = rawActivities[:limit]
	}

	activities := make([]Activity, 0, len(rawActivities))
	for _, raw := range rawActivities {
		var a Activity
		if err := json.Unmarshal(raw, &a); err != nil {
			return nil, fmt.Errorf("parse activity: %w", err)
		}
		a.Raw = raw
		activities = append(activities, a)
	}
	return activities, nil
}

func (c *subprocessClient) GetActivitySplits(ctx context.Context, activityID int64) (ActivitySplits, error) {
	c.mu.Lock()
	defer c.mu.Unlock()

	if err := c.ensureStarted(); err != nil {
		return ActivitySplits{}, err
	}
	raw, err := c.roundTrip("call", callParams{
		Method: "get_activity_splits",
		Args:   map[string]any{"activity_id": strconv.FormatInt(activityID, 10)},
	})
	if err != nil {
		return ActivitySplits{}, err
	}

	var envelope struct {
		ActivityID int64             `json:"activityId"`
		Laps       []json.RawMessage `json:"lapDTOs"`
	}
	if err := json.Unmarshal(raw, &envelope); err != nil {
		return ActivitySplits{}, fmt.Errorf("get_activity_splits did not return valid JSON (%q): %w", truncate(string(raw), 200), err)
	}

	splits := ActivitySplits{ActivityID: envelope.ActivityID, Laps: make([]Lap, 0, len(envelope.Laps))}
	for _, raw := range envelope.Laps {
		var l Lap
		if err := json.Unmarshal(raw, &l); err != nil {
			return ActivitySplits{}, fmt.Errorf("parse lap: %w", err)
		}
		l.Raw = raw
		splits.Laps = append(splits.Laps, l)
	}
	return splits, nil
}

func (c *subprocessClient) GetActivityDetails(ctx context.Context, activityID int64) (ActivityDetails, error) {
	c.mu.Lock()
	defer c.mu.Unlock()

	if err := c.ensureStarted(); err != nil {
		return ActivityDetails{}, err
	}
	raw, err := c.roundTrip("call", callParams{
		Method: "get_activity_details",
		Args:   map[string]any{"activity_id": strconv.FormatInt(activityID, 10)},
	})
	if err != nil {
		return ActivityDetails{}, err
	}

	var details ActivityDetails
	if err := json.Unmarshal(raw, &details); err != nil {
		return ActivityDetails{}, fmt.Errorf("get_activity_details did not return valid JSON (%q): %w", truncate(string(raw), 200), err)
	}
	details.Raw = json.RawMessage(raw)
	return details, nil
}

func (c *subprocessClient) GetWorkoutByID(ctx context.Context, workoutID int64) (Workout, error) {
	c.mu.Lock()
	defer c.mu.Unlock()

	if err := c.ensureStarted(); err != nil {
		return Workout{}, err
	}
	raw, err := c.roundTrip("call", callParams{
		Method: "get_workout_by_id",
		Args:   map[string]any{"workout_id": strconv.FormatInt(workoutID, 10)},
	})
	if err != nil {
		return Workout{}, err
	}

	var workout Workout
	if err := json.Unmarshal(raw, &workout); err != nil {
		return Workout{}, fmt.Errorf("get_workout_by_id did not return valid JSON (%q): %w", truncate(string(raw), 200), err)
	}
	workout.Raw = json.RawMessage(raw)
	return workout, nil
}
```

- [ ] **Step 4: Run the tests to verify they pass, then build the whole package**

Run: `cd backend && go test ./internal/garmin/... -v`
Expected: all tests in the package PASS.

Run: `cd backend && go build ./internal/garmin/...`
Expected: builds cleanly — `subprocessClient` now fully implements `Client`.

- [ ] **Step 5: Commit**

```bash
git add backend/internal/garmin/client.go backend/internal/garmin/client_test.go
git commit -m "$(cat <<'EOF'
feat(garmin): implement data-fetch methods via generic call dispatch

GetActivities/GetActivitySplits/GetActivityDetails/GetWorkoutByID now send
{"cmd":"call","params":{"method":...,"args":...}} instead of named MCP
tools. subprocessClient fully implements Client.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
EOF
)"
```

---

### Task 5: Update `internal/config` (drop server-path env var, default the python path)

**Files:**
- Modify: `../../../backend/internal/config/envconfig.go`
- Modify: `../../../backend/internal/config/envconfig_test.go`

**Interfaces:**
- Consumes: nothing from Tasks 1–4.
- Produces: `Config.GarminPythonPath` (unchanged field name, new default/required behavior); `Config.GarminServerPath` removed entirely.

- [ ] **Step 1: Write the failing tests**

In `../../../backend/internal/config/envconfig_test.go`, update `setRequiredEnv` (remove the two now-optional lines):

```go
func setRequiredEnv(t *testing.T) {
	t.Helper()
	t.Setenv("GENIUSRUN_PUBLIC_BASE_URL", "https://geniusrun.example.com")
	t.Setenv("GENIUSRUN_OIDC_ISSUER_URL", "https://keycloak.example.com/realms/myrealm")
	t.Setenv("GENIUSRUN_OIDC_CLIENT_ID", "geniusrun")
	t.Setenv("GENIUSRUN_OIDC_CLIENT_SECRET", "client-secret")
	t.Setenv("GENIUSRUN_SESSION_SECRET", "a-session-secret-that-is-at-least-32-bytes-long")
}
```

Add two new tests (anywhere in the file, e.g. right after `TestLoad_GarminTokenStoreRootExplicitOverridesDefault`):

```go
func TestLoad_GarminPythonPathDefaultsToPython3(t *testing.T) {
	setRequiredEnv(t)
	t.Setenv("GARMIN_WRAPPER_PYTHON", "")

	cfg, err := Load()
	if err != nil {
		t.Fatalf("Load: %v", err)
	}
	if cfg.GarminPythonPath != "python3" {
		t.Errorf("GarminPythonPath = %q, want default %q", cfg.GarminPythonPath, "python3")
	}
}

func TestLoad_GarminPythonPathExplicitOverridesDefault(t *testing.T) {
	setRequiredEnv(t)
	t.Setenv("GARMIN_WRAPPER_PYTHON", "/opt/venv/bin/python3")

	cfg, err := Load()
	if err != nil {
		t.Fatalf("Load: %v", err)
	}
	if cfg.GarminPythonPath != "/opt/venv/bin/python3" {
		t.Errorf("GarminPythonPath = %q, want explicit override", cfg.GarminPythonPath)
	}
}
```

- [ ] **Step 2: Run the tests to verify they fail**

Run: `cd backend && go test ./internal/config/... -v`
Expected: `TestLoad_GarminPythonPathDefaultsToPython3` fails (`PythonPath` is currently `""`, and `Load()` currently errors out entirely since `MCP_GARMIN_PYTHON`/`MCP_GARMIN_SERVER` are no longer set by the trimmed `setRequiredEnv`) — every other test in the package should also now fail with "MCP_GARMIN_PYTHON is required", confirming the removed env vars were the only thing missing.

- [ ] **Step 3: Update `envconfig.go`**

In `../../../backend/internal/config/envconfig.go`, replace the two Garmin subprocess-path fields:

```go
	// GarminPythonPath is mcp-garmin's venv python executable.
	GarminPythonPath string
	// GarminServerPath is mcp-garmin's server.py.
	GarminServerPath string
```

with:

```go
	// GarminPythonPath is the python3 interpreter used to run the embedded
	// Garmin wrapper script (internal/garmin's go:embed'd wrapper.py).
	// Defaults to "python3" resolved via PATH if unset.
	GarminPythonPath string
```

In `Load()`, replace:

```go
		GarminPythonPath:     os.Getenv("MCP_GARMIN_PYTHON"),
		GarminServerPath:     os.Getenv("MCP_GARMIN_SERVER"),
```

with:

```go
		GarminPythonPath:     getEnvDefault("GARMIN_WRAPPER_PYTHON", "python3"),
```

And delete the two now-obsolete required-field checks entirely:

```go
	if cfg.GarminPythonPath == "" {
		return cfg, fmt.Errorf("MCP_GARMIN_PYTHON is required (path to mcp-garmin's venv python)")
	}
	if cfg.GarminServerPath == "" {
		return cfg, fmt.Errorf("MCP_GARMIN_SERVER is required (path to mcp-garmin's server.py)")
	}
```

- [ ] **Step 4: Run the tests to verify they pass**

Run: `cd backend && go test ./internal/config/... -v`
Expected: all tests PASS.

- [ ] **Step 5: Commit**

```bash
git add backend/internal/config/envconfig.go backend/internal/config/envconfig_test.go
git commit -m "$(cat <<'EOF'
feat(config): drop MCP_GARMIN_SERVER, default GARMIN_WRAPPER_PYTHON

The wrapper script is embedded in the binary now (internal/garmin), so
there's no script path left to configure. The interpreter path becomes
optional, defaulting to python3 on PATH, matching how other optional
plumbing (e.g. GENIUSRUN_OIDC_REQUIRED_ROLE) is already handled.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
EOF
)"
```

---

### Task 6: Wire up `main.go`/`server.go`, update `start.sh` and `CLAUDE.md`

**Files:**
- Modify: `backend/cmd/geniusrund/main.go`
- Modify: `backend/internal/api/server.go` (comment only)
- Modify: `backend/start.sh`
- Modify: `CLAUDE.md`

**Interfaces:**
- Consumes: `garmin.Config{PythonPath, GarminEmail, GarminPassword, TokenStorePath}` (Task 2), `config.Config.GarminPythonPath` (Task 5).
- Produces: nothing new — this task only removes stale references to the deleted `garmin.Config.ServerPath`/`config.Config.GarminServerPath` fields and refreshes docs.

- [ ] **Step 1: Update `main.go`**

In `backend/cmd/geniusrund/main.go`, change:

```go
	server := api.NewServer(db, garmin.NewClient, garmin.Config{
		PythonPath:     cfg.GarminPythonPath,
		ServerPath:     cfg.GarminServerPath,
		TokenStorePath: cfg.GarminTokenStoreRoot,
	}, appsync.Config{
```

to:

```go
	server := api.NewServer(db, garmin.NewClient, garmin.Config{
		PythonPath:     cfg.GarminPythonPath,
		TokenStorePath: cfg.GarminTokenStoreRoot,
	}, appsync.Config{
```

- [ ] **Step 2: Update the `ClientConfig` doc comment in `server.go`**

In `backend/internal/api/server.go`, change:

```go
	// GarminBase holds the plumbing shared by every user's garmin.Config
	// (subprocess paths + the token-store root directory); only
	// GarminEmail/GarminPassword/TokenStorePath vary per user, filled in by
	// garminFor.
```

to:

```go
	// GarminBase holds the plumbing shared by every user's garmin.Config
	// (the python interpreter path + the token-store root directory); only
	// GarminEmail/GarminPassword/TokenStorePath vary per user, filled in by
	// garminFor.
```

- [ ] **Step 3: Update `start.sh`**

In `backend/start.sh`, remove these two lines:

```bash
export MCP_GARMIN_PYTHON="${MCP_GARMIN_PYTHON:-/Users/cvila/Dev/scm/scm.vilanet.fr/kriss/mcp-garmin/.venv/bin/python3}"
export MCP_GARMIN_SERVER="${MCP_GARMIN_SERVER:-/Users/cvila/Dev/scm/scm.vilanet.fr/kriss/mcp-garmin/server.py}"
```

and replace them with a comment (no export needed — `config.Load()` already defaults it):

```bash
# GARMIN_WRAPPER_PYTHON is optional (config.Load() defaults it to "python3"
# on PATH). Export it yourself only if you want a specific interpreter, e.g.
# a local venv with garminconnect installed.
```

- [ ] **Step 4: Update `CLAUDE.md`**

Replace the "Run the server" bullet under `## Commands`:

```markdown
- Run the server: `./start.sh` (wraps `go run ./cmd/geniusrund` with the local mcp-garmin subprocess paths and DB path already set) or `go run ./cmd/geniusrund` directly if you export `MCP_GARMIN_PYTHON`/`MCP_GARMIN_SERVER` yourself.
```

with:

```markdown
- Run the server: `./start.sh` (wraps `go run ./cmd/geniusrund` with the DB path already set) or `go run ./cmd/geniusrund` directly. The Garmin wrapper's Python interpreter defaults to `python3` on `PATH`; set `GARMIN_WRAPPER_PYTHON` if you need a specific one (e.g. a venv with `garminconnect` installed).
```

Replace the `internal/garmin/` line under `## Repo layout`:

```markdown
  internal/garmin/      MCP client wrapper (auth, get_activities, get_activity_splits, get_activity_details, get_workout_by_id)
```

with:

```markdown
  internal/garmin/      Garmin Connect client: spawns an embedded Python wrapper (pyscript/wrapper.py, garminconnect) over a JSON-lines subprocess protocol (auth, get_activities, get_activity_splits, get_activity_details, get_workout_by_id)
```

Replace the entire `## mcp-garmin integration` section:

```markdown
## mcp-garmin integration

`internal/garmin` is a Go MCP **client** (via `github.com/mark3labs/mcp-go`'s stdio transport) that spawns `mcp-garmin`
's `server.py` as a subprocess. Key things learned the hard way, that would otherwise get rediscovered:

- **`authenticate()`/`complete_mfa()` return plain strings**, not structured JSON (`"Authenticated successfully."`,
  `"MFA required. ..."`, `"Authentication failed: ..."`). `internal/garmin/client.go`'s `parseAuthResult`
  pattern-matches these.
- **The 10s "MFA required" timeout in mcp-garmin's `authenticate()` is a false-positive trap.** A login that's merely
  slow (e.g. Garmin/Cloudflare rate-limiting) looks identical to a real MFA challenge unless you check whether
  `prompt_mfa()` was actually invoked (mcp-garmin now logs this to stderr for exactly this reason).
- **mcp-garmin persists Garmin sessions** via a `GARMIN_TOKENSTORE` env var passed to `Garmin.login(tokenstore=...)` —
  without this, every process start does a full SSO login, which is what trips Garmin's rate limiting under repeated
  testing. Since geniusrun became multi-tenant, `GARMIN_TOKENSTORE` (`config.GarminTokenStoreRoot`) is a **root
  directory**, not a single session path: `api.Server.garminFor` namespaces each user's subprocess under
  `{root}/{userID}` so concurrent users never share a Garmin session. If unset, `config.Load()` now defaults it to a
  `.garmin` directory next to the DB file (logged at startup) rather than leaving per-user namespacing silently skipped.
- **`activityId` is a large int64** — never round-trip it through `float64`/generic `map[string]any` JSON decoding, or
  it corrupts into scientific notation. Decode into typed structs (`garmin.Activity`, not `map[string]any`).
- **`get_activity_details()` returns raw per-second telemetry** (`activityDetailMetrics` + `metricDescriptors`), not
  lap/split summaries, despite what its docstring used to say. Its `metricDescriptors` index-to-field mapping is **not
  stable across activities/devices** — `garmin.ExtractSamples` always resolves fields by descriptor key, never by fixed
  array position.
- **`get_activity_splits()`** returns the actual lap/split summaries (`lapDTOs`).
- **`get_workout_by_id()`** returns a structured Garmin workout's flattened steps (target pace/HR per step);
  `internal/sync/mapping.go`'s `alignWorkoutTargets` zips these 1:1 against an activity's recorded laps (when the
  activity carries a `workout_id` and the lap count matches, tolerating exactly one extra trailing lap) to resolve each
  lap's expected pace/HR band.
- Each user has their own lazily-built, cached `garmin.Client` (`api.Server.garminFor`, double-checked-locked, keyed by
  `userID`). Saving that user's profile calls `UpdateCredentials` on their own cached client instance, which resets only
  that client's "started" state and terminates only that user's already-spawned subprocess so the next call respawns
  fresh under the new credentials — no separate reconnect UI needed beyond the existing connect/MFA flow, and no risk of
  one user's credential change touching another's session.
```

with:

```markdown
## Garmin integration (direct wrapper, no MCP)

`internal/garmin` spawns a small Python wrapper script (`internal/garmin/pyscript/wrapper.py`, embedded into the Go
binary via `go:embed` — see `docs/superpowers/specs/2026-07-25-garmin-direct-wrapper-design.md`) that imports
`garminconnect` directly and speaks a minimal newline-delimited-JSON protocol over stdin/stdout: `{"id","cmd","params"}`
in, `{"id","result"}` or `{"id","error"}` out. `cmd` is `authenticate`, `complete_mfa`, or a fully generic `call`
(`{"method": "<any garminconnect.Garmin method>", "args": {...}}`) — there's no MCP layer, and the separate `mcp-garmin`
repo this used to depend on is retired. Key things learned the hard way, that would otherwise get rediscovered:

- **`authenticate`/`complete_mfa` return structured JSON**
  (`{"status": "success"|"mfa_required"|"failed", "message": "..."}`), not plain strings — `internal/garmin/client.go`
  maps `status` directly to `AuthStatus`, no string pattern-matching.
- **The 10s "MFA required" timeout in `wrapper.py`'s `authenticate` handler is a false-positive trap.** A login that's
  merely slow (e.g. Garmin/Cloudflare rate-limiting) looks identical to a real MFA challenge unless you check whether
  `prompt_mfa()` was actually invoked (`wrapper.py` logs this to stderr for exactly this reason).
- **`wrapper.py` persists Garmin sessions** via a `GARMIN_TOKENSTORE` env var passed to `Garmin.login(tokenstore=...)` —
  without this, every process start does a full SSO login, which is what trips Garmin's rate limiting under repeated
  testing. Since geniusrun is multi-tenant, `GARMIN_TOKENSTORE` (`config.GarminTokenStoreRoot`) is a **root directory**,
  not a single session path: `api.Server.garminFor` namespaces each user's subprocess under `{root}/{userID}` so
  concurrent users never share a Garmin session. If unset, `config.Load()` defaults it to a `.garmin` directory next to
  the DB file (logged at startup) rather than leaving per-user namespacing silently skipped.
- **`activityId` is a large int64** — never round-trip it through `float64`/generic `map[string]any` JSON decoding, or
  it corrupts into scientific notation. Decode into typed structs (`garmin.Activity`, not `map[string]any`).
- **`get_activity_details` returns raw per-second telemetry** (`activityDetailMetrics` + `metricDescriptors`), not
  lap/split summaries. Its `metricDescriptors` index-to-field mapping is **not stable across activities/devices** —
  `garmin.ExtractSamples` always resolves fields by descriptor key, never by fixed array position.
- **`get_activity_splits`** returns the actual lap/split summaries (`lapDTOs`).
- **`get_workout_by_id`** returns a structured Garmin workout's flattened steps (target pace/HR per step);
  `internal/sync/mapping.go`'s `alignWorkoutTargets` zips these 1:1 against an activity's recorded laps (when the
  activity carries a `workout_id` and the lap count matches, tolerating exactly one extra trailing lap) to resolve each
  lap's expected pace/HR band.
- Each user has their own lazily-built, cached `garmin.Client` (`api.Server.garminFor`, double-checked-locked, keyed by
  `userID`). Saving that user's profile calls `UpdateCredentials` on their own cached client instance, which resets only
  that client's "started" state and terminates only that user's already-spawned subprocess so the next call respawns
  fresh under the new credentials — no separate reconnect UI needed beyond the existing connect/MFA flow, and no risk of
  one user's credential change touching another's session.
```

- [ ] **Step 5: Verify the whole backend builds**

Run: `cd backend && go build ./... && go vet ./...`
Expected: no errors.

- [ ] **Step 6: Commit**

```bash
git add backend/cmd/geniusrund/main.go backend/internal/api/server.go backend/start.sh CLAUDE.md
git commit -m "$(cat <<'EOF'
chore: wire up the new garmin.Config shape, refresh start.sh and CLAUDE.md

Removes the last references to garmin.Config.ServerPath and the
MCP_GARMIN_* env vars now that the wrapper script is embedded in the
binary; updates CLAUDE.md's mcp-garmin section to describe the direct
wrapper instead.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
EOF
)"
```

---

### Task 7: Remove the `mcp-go` dependency and do a full-repo verification pass

**Files:**
- Modify: `backend/go.mod`, `backend/go.sum` (via `go mod tidy`)

**Interfaces:**
- Consumes: everything from Tasks 1–6.
- Produces: nothing new — this is the final cleanup + verification task.

- [ ] **Step 1: Confirm nothing else references `mcp-go`**

Run: `cd backend && grep -rn "mark3labs/mcp-go" --include=*.go .`
Expected: no output (Tasks 2–4 already removed the only import, in `client.go`).

- [ ] **Step 2: Tidy the module**

Run: `cd backend && go mod tidy`
Expected: `github.com/mark3labs/mcp-go` and its now-unreferenced indirect dependencies (`google/jsonschema-go`, `yosida95/uritemplate`, `santhosh-tekuri/jsonschema`, `spf13/cast`, etc. — whichever `go mod tidy` determines are no longer needed) are removed from `go.mod`/`go.sum`.

- [ ] **Step 3: Full build, vet, format, and test pass**

Run, in order:
```bash
cd backend
gofmt -l .
go build ./...
go vet ./...
go test ./...
```
Expected: `gofmt -l .` prints nothing; `go build`/`go vet` produce no errors; `go test ./...` passes for every package, including `internal/garmin`, `internal/config`, `internal/api`, `internal/sync` (unchanged behavior, since `mock.Client` and the `Client` interface didn't change).

- [ ] **Step 4: Run the Python test suite once more for good measure**

Run: `cd backend/internal/garmin/pyscript && .venv/bin/pytest -v`
Expected: all PASS (should be unchanged since Task 1, included here as a final end-to-end sanity check now that the Go side fully exercises the same protocol).

- [ ] **Step 5: Commit**

```bash
git add backend/go.mod backend/go.sum
git commit -m "$(cat <<'EOF'
chore: drop the mcp-go dependency

Nothing in the backend speaks MCP anymore -- internal/garmin talks to its
embedded Python wrapper over plain JSON-lines instead.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
EOF
)"
```

---

## Follow-up note (not a task in this plan)

The standalone `mcp-garmin` repo (`/Users/kriss/Dev/scm/scm.vilanet.fr/kriss/mcp-garmin`) is superseded by `../../../backend/internal/garmin/wrapper/` and can be archived once this plan lands — that's a separate-repo action for you to do directly (e.g. marking it archived on your SCM host), not something this plan's tasks touch.