diff --git a/historyserver/pkg/historyserver/enter_cluster_test.go b/historyserver/pkg/historyserver/enter_cluster_test.go
index 81a1b2f0932..5806f95313d 100644
--- a/historyserver/pkg/historyserver/enter_cluster_test.go
+++ b/historyserver/pkg/historyserver/enter_cluster_test.go
@@ -555,3 +555,111 @@ func TestEnterClusterRayJobAndRayService(t *testing.T) {
 		}
 	})
 }
+
+func TestIsSafeRedirectPath(t *testing.T) {
+	cases := []struct {
+		target string
+		want   bool
+	}{
+		{"/#/overview", true},
+		{"/", true},
+		{"/clusters?foo=bar", true},
+		{"", false},
+		{"relative/path", false},
+		{"//evil.com", false},          // protocol-relative
+		{"/\\evil.com", false},         // backslash variant
+		{"http://evil.com", false},     // absolute URL
+		{"https://evil.com/x", false},  // absolute URL
+		{"javascript:alert(1)", false}, // scheme, no leading slash
+	}
+	for _, tc := range cases {
+		if got := isSafeRedirectPath(tc.target); got != tc.want {
+			t.Errorf("isSafeRedirectPath(%q) = %v, want %v", tc.target, got, tc.want)
+		}
+	}
+}
+
+func TestEnterClusterRedirect(t *testing.T) {
+	restful.DefaultContainer = restful.NewContainer()
+
+	mockReader := &mockStorageReader{
+		clusters: []utils.ClusterInfo{
+			{
+				Namespace:   "default",
+				Name:        "cluster-a",
+				SessionName: "session_2026-04-22_10-00-00_000000_1",
+				OwnerKind:   "rayjob",
+				OwnerName:   "job-a",
+			},
+		},
+	}
+
+	scheme := runtime.NewScheme()
+	_ = rayv1.AddToScheme(scheme)
+	k8sClient := fake.NewClientBuilder().WithScheme(scheme).Build()
+	clientManager := &ClientManager{clients: []client.Client{k8sClient}}
+
+	handler := &ServerHandler{
+		maxClusters:   100,
+		reader:        mockReader,
+		clientManager: clientManager,
+	}
+	fp := &fakeProcessor{
+		fn: func(ctx context.Context, info utils.ClusterInfo) (SessionStatus, *eventserver.SessionSnapshot, error) {
+			return SessionStatusProcessed, &eventserver.SessionSnapshot{}, nil
+		},
+	}
+	handler.sessionLoader = NewSessionLoader(fp, context.Background(), DefaultSessionProcessTimeout, DefaultSessionCacheSize, DefaultSessionCacheTTL)
+	routerRayClusterSet(handler)
+	container := restful.DefaultContainer
+
+	const validSession = "session_2026-04-22_10-00-00_000000_1"
+
+	t.Run("valid redirect returns 302 with cookies preserved", func(t *testing.T) {
+		req := httptest.NewRequest("GET", "/enter_cluster/default/raycluster/cluster-a/"+validSession+"?redirect=/%23/overview", nil)
+		resp := httptest.NewRecorder()
+		container.ServeHTTP(resp, req)
+
+		if resp.Code != http.StatusFound {
+			t.Fatalf("Expected status 302, got %d: %s", resp.Code, resp.Body.String())
+		}
+		if loc := resp.Header().Get("Location"); loc != "/#/overview" {
+			t.Errorf("Expected Location '/#/overview', got %q", loc)
+		}
+
+		// Cookies must still be set on the redirect response.
+		cookieMap := make(map[string]*http.Cookie)
+		for _, cookie := range resp.Result().Cookies() {
+			cookieMap[cookie.Name] = cookie
+		}
+		if c, ok := cookieMap[COOKIE_SESSION_NAME_KEY]; !ok || c.Value != validSession {
+			t.Errorf("Expected cookie %s to be %q, got %v", COOKIE_SESSION_NAME_KEY, validSession, c)
+		}
+		if c, ok := cookieMap[COOKIE_CLUSTER_NAME_KEY]; !ok || c.Value != "cluster-a" {
+			t.Errorf("Expected cookie %s to be 'cluster-a', got %v", COOKIE_CLUSTER_NAME_KEY, c)
+		}
+	})
+
+	t.Run("unsafe redirect is rejected with 400", func(t *testing.T) {
+		req := httptest.NewRequest("GET", "/enter_cluster/default/raycluster/cluster-a/"+validSession+"?redirect=https://evil.com", nil)
+		resp := httptest.NewRecorder()
+		container.ServeHTTP(resp, req)
+
+		if resp.Code != http.StatusBadRequest {
+			t.Fatalf("Expected status 400 for unsafe redirect, got %d: %s", resp.Code, resp.Body.String())
+		}
+	})
+
+	t.Run("no redirect param keeps JSON response", func(t *testing.T) {
+		req := httptest.NewRequest("GET", "/enter_cluster/default/raycluster/cluster-a/"+validSession, nil)
+		resp := httptest.NewRecorder()
+		container.ServeHTTP(resp, req)
+
+		if resp.Code != http.StatusOK {
+			t.Fatalf("Expected status 200, got %d: %s", resp.Code, resp.Body.String())
+		}
+		if !strings.Contains(resp.Body.String(), "\"result\"") {
+			t.Errorf("Expected JSON body with result field, got %q", resp.Body.String())
+		}
+	})
+}
diff --git a/historyserver/pkg/historyserver/router.go b/historyserver/pkg/historyserver/router.go
index b74282bf471..16ddf6d0ed0 100644
--- a/historyserver/pkg/historyserver/router.go
+++ b/historyserver/pkg/historyserver/router.go
@@ -10,6 +10,7 @@ import (
 	"math"
 	"mime"
 	"net/http"
+	"net/url"
 	"path"
 	"sort"
 	"strconv"
@@ -311,6 +312,25 @@ func routerLogical(s *ServerHandler) {
 
 }
 
+// isSafeRedirectPath reports whether target is a safe site-local redirect
+// destination, guarding against open-redirect attacks. Only same-origin
+// absolute paths are allowed: the value must start with a single "/", must not
+// be protocol-relative ("//host") or a backslash variant ("/\host"), and must
+// not carry a URL scheme or host component.
+func isSafeRedirectPath(target string) bool {
+	if target == "" || target[0] != '/' {
+		return false
+	}
+	if strings.HasPrefix(target, "//") || strings.HasPrefix(target, "/\\") {
+		return false
+	}
+	u, err := url.Parse(target)
+	if err != nil {
+		return false
+	}
+	return u.Scheme == "" && u.Host == ""
+}
+
 func routerRayClusterSet(s *ServerHandler) {
 	ws := new(restful.WebService)
 	defer restful.Add(ws)
@@ -363,6 +383,20 @@ func routerRayClusterSet(s *ServerHandler) {
 		http.SetCookie(r2, &http.Cookie{MaxAge: 600, Path: "/", Name: COOKIE_OWNER_KIND_KEY, Value: resolvedClusterInfo.OwnerKind})
 		http.SetCookie(r2, &http.Cookie{MaxAge: 600, Path: "/", Name: COOKIE_OWNER_NAME_KEY, Value: resolvedClusterInfo.OwnerName})
 
+		// When a "redirect" query parameter is supplied, respond with a 302 to it
+		// instead of JSON. The Set-Cookie headers above still ride along on the
+		// redirect response, so a single navigation both establishes the cluster
+		// context and lands on the dashboard (e.g. /enter_cluster/...?redirect=/#/overview).
+		if redirect := r1.QueryParameter("redirect"); redirect != "" {
+			if !isSafeRedirectPath(redirect) {
+				logrus.Warnf("Rejecting unsafe redirect target: %q", redirect)
+				r2.WriteErrorString(http.StatusBadRequest, fmt.Sprintf("invalid redirect target: %q (must be a site-local path starting with '/')", redirect))
+				return
+			}
+			http.Redirect(r2.ResponseWriter, r1.Request, redirect, http.StatusFound)
+			return
+		}
+
 		r2.WriteJson(map[string]interface{}{
 			"result":    "success",
 			"name":      resolvedName,
@@ -381,6 +415,7 @@ func routerRayClusterSet(s *ServerHandler) {
 		Param(ws.PathParameter("namespace", "namespace")).
 		Param(ws.PathParameter("kind", "kind (raycluster, rayjob, or rayservice)")).
 		Param(ws.PathParameter("name", "name")).
+		Param(ws.QueryParameter("redirect", "optional site-local path (e.g. /#/overview); when set, respond with a 302 to it instead of JSON").DataType("string")).
 		Writes(""))
 
 	ws.Route(ws.GET("/{namespace}/{kind}/{name}/{session}").To(func(r1 *restful.Request, r2 *restful.Response) {
@@ -395,6 +430,7 @@ func routerRayClusterSet(s *ServerHandler) {
 		Param(ws.PathParameter("kind", "kind (raycluster, rayjob, or rayservice)")).
 		Param(ws.PathParameter("name", "name")).
 		Param(ws.PathParameter("session", "session")).
+		Param(ws.QueryParameter("redirect", "optional site-local path (e.g. /#/overview); when set, respond with a 302 to it instead of JSON").DataType("string")).
 		Writes(""))
 
 }