diff --git a/.nextchanges/air/7636.md b/.nextchanges/air/7636.md
new file mode 100644
index 00000000000..47b37de5cf3
--- /dev/null
+++ b/.nextchanges/air/7636.md
@@ -0,0 +1 @@
+* `air get -o json` now includes `mlflow_run_id` and `mlflow_experiment_id`, so a run can be handed to MLflow-based steps without parsing `mlflow_url`. For a finished run whose last retry never started an MLflow run, the IDs come from the newest earlier retry that has one. ([#7636](https://github.com/databricks/cli/pull/7636))
diff --git a/acceptance/air/get-ai-runtime/output.txt b/acceptance/air/get-ai-runtime/output.txt
index c84683e3f3e..8dbc06f966c 100644
--- a/acceptance/air/get-ai-runtime/output.txt
+++ b/acceptance/air/get-ai-runtime/output.txt
@@ -50,6 +50,8 @@ MLflow URL: [DATABRICKS_URL]/ml/experiments/exp1/runs/run1
     "experiment_name": "my-exp",
     "dashboard_url": "[DATABRICKS_URL]/jobs/runs/123?o=[WORKSPACE_ID]",
     "mlflow_url": "[DATABRICKS_URL]/ml/experiments/exp1/runs/run1/logs",
+    "mlflow_experiment_id": "exp1",
+    "mlflow_run_id": "run1",
     "est_remaining_seconds": null,
     "est_percent_complete": null
   }
diff --git a/acceptance/air/get-pending/output.txt b/acceptance/air/get-pending/output.txt
index 3a5f9a72eda..887a911a04a 100644
--- a/acceptance/air/get-pending/output.txt
+++ b/acceptance/air/get-pending/output.txt
@@ -12,6 +12,8 @@
     "experiment_name": "my-exp",
     "dashboard_url": "[DATABRICKS_URL]/jobs/runs/123?o=[WORKSPACE_ID]",
     "mlflow_url": null,
+    "mlflow_experiment_id": null,
+    "mlflow_run_id": null,
     "status_message": "Waiting for accelerator compute capacity to become available...",
     "est_remaining_seconds": null,
     "est_percent_complete": null
diff --git a/acceptance/air/get/output.txt b/acceptance/air/get/output.txt
index 9c1fed61721..8d85243c45a 100644
--- a/acceptance/air/get/output.txt
+++ b/acceptance/air/get/output.txt
@@ -50,6 +50,8 @@ MLflow URL: [DATABRICKS_URL]/ml/experiments/exp1/runs/run1
     "experiment_name": "my-exp",
     "dashboard_url": "[DATABRICKS_URL]/jobs/runs/123?o=[WORKSPACE_ID]",
     "mlflow_url": "[DATABRICKS_URL]/ml/experiments/exp1/runs/run1/logs",
+    "mlflow_experiment_id": "exp1",
+    "mlflow_run_id": "run1",
     "est_remaining_seconds": null,
     "est_percent_complete": null
   }
diff --git a/cmd/air/get.go b/cmd/air/get.go
index bac778ded51..f500c9af9b5 100644
--- a/cmd/air/get.go
+++ b/cmd/air/get.go
@@ -23,15 +23,21 @@ import (
 // the machine-readable output; fields tagged `json:"-"` are shown only in the
 // human-readable text view.
 type getData struct {
-	RunID             string  `json:"run_id"`
-	Status            string  `json:"status"`
-	StartedAt         *string `json:"started_at"`
-	DurationSeconds   *int64  `json:"duration_seconds"`
-	AttemptNumber     int     `json:"attempt_number"`
-	ExperimentName    *string `json:"experiment_name"`
-	DashboardURL      string  `json:"dashboard_url"`
-	MLflowURL         *string `json:"mlflow_url"`
-	TerminationReason *string `json:"termination_reason,omitempty"`
+	RunID           string  `json:"run_id"`
+	Status          string  `json:"status"`
+	StartedAt       *string `json:"started_at"`
+	DurationSeconds *int64  `json:"duration_seconds"`
+	AttemptNumber   int     `json:"attempt_number"`
+	ExperimentName  *string `json:"experiment_name"`
+	DashboardURL    string  `json:"dashboard_url"`
+	MLflowURL       *string `json:"mlflow_url"`
+	// MLflowExperimentID and MLflowRunID identify the MLflow run MLflowURL links
+	// to. For a finished run whose last retry never started an MLflow run, they
+	// come from the newest earlier retry that has one. Like MLflowURL, they are
+	// null whenever no MLflow run is found, including when a get-output call fails.
+	MLflowExperimentID *string `json:"mlflow_experiment_id"`
+	MLflowRunID        *string `json:"mlflow_run_id"`
+	TerminationReason  *string `json:"termination_reason,omitempty"`
 	// StatusMessage is the progress message the text view shows as the status,
 	// set only while the run is unfinished.
 	StatusMessage *string `json:"status_message,omitempty"`
@@ -186,6 +192,8 @@ JOB_RUN_ID is the job run ID returned by "databricks air run".`,
 		if ids != nil {
 			url := mlflowLogsURL(w.Config.Host, ids)
 			data.MLflowURL = &url
+			data.MLflowExperimentID = &ids.ExperimentID
+			data.MLflowRunID = &ids.RunID
 			// A remaining-time estimate only makes sense while the run is still
 			// training; a terminal run is either done or stopped mid-progress.
 			if isRunning(run) {
diff --git a/cmd/air/get_test.go b/cmd/air/get_test.go
index c6e984c3b44..b1b12ceed12 100644
--- a/cmd/air/get_test.go
+++ b/cmd/air/get_test.go
@@ -4,6 +4,7 @@ import (
 	"bytes"
 	"encoding/json"
 	"errors"
+	"maps"
 	"net/http"
 	"net/http/httptest"
 	"strings"
@@ -178,14 +179,25 @@ func TestGetRunNotFoundJSON(t *testing.T) {
 	assert.Equal(t, jsonError{Code: "NOT_FOUND", Kind: "NOT_FOUND", Message: "run 5 not found: check the run ID and that it is a job run ID"}, got.Error)
 }
 
-// getRunServer serves a terminal runs/get and a /Me that reports workspace
-// 12345 in the X-Databricks-Org-Id header. *meCalls counts /Me requests.
-func getRunServer(t *testing.T, meCalls *atomic.Int32) *httptest.Server {
+const succeededRun = `{"run_id": 5, "state": {"life_cycle_state": "TERMINATED", "result_state": "SUCCESS"}}`
+
+// getRunServer serves run from runs/get, outputs[task run ID] from
+// runs/get-output (a 500 for a task run with no entry), and a /Me that reports
+// workspace 12345 in the X-Databricks-Org-Id header. *meCalls counts /Me
+// requests.
+func getRunServer(t *testing.T, meCalls *atomic.Int32, run string, outputs map[string]string) *httptest.Server {
 	t.Helper()
 	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
 		switch {
 		case r.URL.Path == "/api/2.2/jobs/runs/get":
-			_, _ = w.Write([]byte(`{"run_id": 5, "state": {"life_cycle_state": "TERMINATED", "result_state": "SUCCESS"}}`))
+			_, _ = w.Write([]byte(run))
+		case r.URL.Path == "/api/2.2/jobs/runs/get-output":
+			output, ok := outputs[r.URL.Query().Get("run_id")]
+			if !ok {
+				w.WriteHeader(http.StatusInternalServerError)
+				output = `{"error_code": "INTERNAL_ERROR", "message": "get-output failed"}`
+			}
+			_, _ = w.Write([]byte(output))
 		case strings.HasSuffix(r.URL.Path, "/scim/v2/Me"):
 			meCalls.Add(1)
 			w.Header().Set("X-Databricks-Org-Id", "12345")
@@ -212,7 +224,7 @@ func runGetJSON(t *testing.T, w *databricks.WorkspaceClient) (string, error) {
 
 func TestGetRunURLUsesConfiguredWorkspaceID(t *testing.T) {
 	var meCalls atomic.Int32
-	srv := getRunServer(t, &meCalls)
+	srv := getRunServer(t, &meCalls, succeededRun, nil)
 	w, err := databricks.NewWorkspaceClient(&databricks.Config{Host: srv.URL, Token: "token", WorkspaceID: "67890"})
 	require.NoError(t, err)
 
@@ -226,7 +238,7 @@ func TestGetRunURLLooksUpUnsetWorkspaceID(t *testing.T) {
 	// The SDK also reads the workspace ID from the environment.
 	t.Setenv("DATABRICKS_WORKSPACE_ID", "")
 	var meCalls atomic.Int32
-	srv := getRunServer(t, &meCalls)
+	srv := getRunServer(t, &meCalls, succeededRun, nil)
 
 	out, err := runGetJSON(t, newTestWorkspaceClient(t, srv.URL))
 	require.NoError(t, err)
@@ -236,7 +248,7 @@ func TestGetRunURLLooksUpUnsetWorkspaceID(t *testing.T) {
 
 func TestGetRunRejectsNonNumericWorkspaceID(t *testing.T) {
 	var meCalls atomic.Int32
-	srv := getRunServer(t, &meCalls)
+	srv := getRunServer(t, &meCalls, succeededRun, nil)
 	w, err := databricks.NewWorkspaceClient(&databricks.Config{Host: srv.URL, Token: "token", WorkspaceID: "not-a-number"})
 	require.NoError(t, err)
 
@@ -247,6 +259,88 @@ func TestGetRunRejectsNonNumericWorkspaceID(t *testing.T) {
 	assert.Equal(t, jsonError{Code: "INVALID_ARGS", Kind: "PERMANENT", Message: `configured workspace_id "not-a-number" is not a numeric workspace ID`}, got.Error)
 }
 
+func TestGetRunJSONMLflowIDs(t *testing.T) {
+	const (
+		succeededTaskRun = `{"run_id": 5, "state": {"life_cycle_state": "TERMINATED", "result_state": "SUCCESS"}, "tasks": [{"run_id": 50}]}`
+		outputWithIDs    = `{"ai_runtime_task_output": {"mlflow_experiment_id": "E1", "mlflow_run_id": "R1"}}`
+	)
+	tests := []struct {
+		name    string
+		run     string
+		outputs map[string]string
+		// wantExperimentID and wantRunID are the IDs the JSON names, or empty
+		// when all three MLflow fields must be null.
+		wantExperimentID string
+		wantRunID        string
+	}{
+		{
+			name:             "set for a finished run",
+			run:              succeededTaskRun,
+			outputs:          map[string]string{"50": outputWithIDs},
+			wantExperimentID: "E1",
+			wantRunID:        "R1",
+		},
+		{
+			name:             "set while the run is running",
+			run:              `{"run_id": 5, "state": {"life_cycle_state": "RUNNING"}, "tasks": [{"run_id": 50}]}`,
+			outputs:          map[string]string{"50": outputWithIDs},
+			wantExperimentID: "E1",
+			wantRunID:        "R1",
+		},
+		{
+			name: "from an earlier retry when the last retry never started",
+			run: `{"run_id": 5, "state": {"life_cycle_state": "TERMINATED", "result_state": "FAILED"},
+				"tasks": [{"task_key": "train", "run_id": 50}, {"task_key": "train", "run_id": 51, "attempt_number": 1}]}`,
+			outputs: map[string]string{
+				"50": `{"ai_runtime_task_output": {"mlflow_experiment_id": "E1", "mlflow_run_id": "R0"}}`,
+				"51": `{}`,
+			},
+			wantExperimentID: "E1",
+			wantRunID:        "R0",
+		},
+		{
+			name:    "null when the run has no MLflow run",
+			run:     succeededTaskRun,
+			outputs: map[string]string{"50": `{}`},
+		},
+		{
+			name:    "null when the output has only an experiment ID",
+			run:     succeededTaskRun,
+			outputs: map[string]string{"50": `{"ai_runtime_task_output": {"mlflow_experiment_id": "E1"}}`},
+		},
+		{
+			// No output for task run 50, so its get-output fails.
+			name: "null when get-output fails",
+			run:  succeededTaskRun,
+		},
+	}
+	for _, tc := range tests {
+		t.Run(tc.name, func(t *testing.T) {
+			srv := getRunServer(t, new(atomic.Int32), tc.run, tc.outputs)
+			w, err := databricks.NewWorkspaceClient(&databricks.Config{Host: srv.URL, Token: "token", WorkspaceID: "67890"})
+			require.NoError(t, err)
+
+			out, err := runGetJSON(t, w)
+			require.NoError(t, err)
+			// Decode into a map, which tells a missing key from null.
+			var got struct {
+				Data map[string]any `json:"data"`
+			}
+			require.NoError(t, json.Unmarshal([]byte(out), &got))
+			maps.DeleteFunc(got.Data, func(key string, _ any) bool { return !strings.HasPrefix(key, "mlflow_") })
+			want := map[string]any{"mlflow_url": nil, "mlflow_experiment_id": nil, "mlflow_run_id": nil}
+			if tc.wantRunID != "" {
+				want = map[string]any{
+					"mlflow_url":           srv.URL + "/ml/experiments/" + tc.wantExperimentID + "/runs/" + tc.wantRunID + "/logs",
+					"mlflow_experiment_id": tc.wantExperimentID,
+					"mlflow_run_id":        tc.wantRunID,
+				}
+			}
+			assert.Equal(t, want, got.Data)
+		})
+	}
+}
+
 func TestGetTemplateSweep(t *testing.T) {
 	out := renderGet(t, getData{
 		RunID:  "456",
@@ -324,6 +418,7 @@ func TestBuildGetDataTerminationReasonJSON(t *testing.T) {
 	assert.JSONEq(t, `{
 		"run_id":"5","status":"FAILED","started_at":null,"duration_seconds":null,
 		"attempt_number":0,"experiment_name":null,"dashboard_url":"","mlflow_url":null,
+		"mlflow_experiment_id":null,"mlflow_run_id":null,
 		"termination_reason":"out of memory","est_remaining_seconds":null,"est_percent_complete":null
 	}`, string(body))
 
@@ -346,6 +441,7 @@ func TestBuildGetDataWaitingForComputeStatus(t *testing.T) {
 	assert.JSONEq(t, `{
 		"run_id":"8","status":"PENDING","started_at":null,"duration_seconds":null,
 		"attempt_number":0,"experiment_name":null,"dashboard_url":"","mlflow_url":null,
+		"mlflow_experiment_id":null,"mlflow_run_id":null,
 		"est_remaining_seconds":null,"est_percent_complete":null
 	}`, string(body))
 }