diff --git a/pkg/mcs/resourcemanager/server/apis/v1/api.go b/pkg/mcs/resourcemanager/server/apis/v1/api.go
index 411933e55c34..7c5e3e010dc2 100644
--- a/pkg/mcs/resourcemanager/server/apis/v1/api.go
+++ b/pkg/mcs/resourcemanager/server/apis/v1/api.go
@@ -73,7 +73,7 @@ func NewService(srv *rmserver.Service) *Service {
 	manager := srv.GetManager()
 	apiHandlerEngine.Use(func(c *gin.Context) {
 		// manager implements the interface of basicserver.Service.
-		c.Set("service", manager.GetBasicServer())
+		c.Set(multiservicesapi.ServiceContextKey, manager.GetBasicServer())
 		c.Next()
 	})
 	apiHandlerEngine.Use(multiservicesapi.ServiceRedirector())
diff --git a/pkg/mcs/scheduling/server/apis/v1/api.go b/pkg/mcs/scheduling/server/apis/v1/api.go
index e8c4faa5d559..3d1c3921470a 100644
--- a/pkg/mcs/scheduling/server/apis/v1/api.go
+++ b/pkg/mcs/scheduling/server/apis/v1/api.go
@@ -34,7 +34,7 @@ import (
 )
 
 // APIPathPrefix is the prefix of the API path.
-const APIPathPrefix = "/scheduling/api/v1/"
+const APIPathPrefix = "/scheduling/api/v1"
 
 var (
 	once            sync.Once
diff --git a/pkg/utils/apiutil/apiutil.go b/pkg/utils/apiutil/apiutil.go
index 6c32640218e0..c5d7c247aca7 100644
--- a/pkg/utils/apiutil/apiutil.go
+++ b/pkg/utils/apiutil/apiutil.go
@@ -196,12 +196,14 @@ func PostJSON(client *http.Client, url string, data []byte) (*http.Response, err
 		return nil, err
 	}
 	req.Header.Set("Content-Type", "application/json")
+	req.Header.Add("Accept-Encoding", "identity")
 	return client.Do(req)
 }
 
 // GetJSON is used to send GET request to specific url
 func GetJSON(client *http.Client, url string, data []byte) (*http.Response, error) {
 	req, err := http.NewRequest(http.MethodGet, url, bytes.NewBuffer(data))
+	req.Header.Add("Accept-Encoding", "identity")
 	if err != nil {
 		return nil, err
 	}
diff --git a/pkg/utils/apiutil/serverapi/middleware.go b/pkg/utils/apiutil/serverapi/middleware.go
index 7d403ecef13d..d7850029e2ed 100644
--- a/pkg/utils/apiutil/serverapi/middleware.go
+++ b/pkg/utils/apiutil/serverapi/middleware.go
@@ -17,6 +17,7 @@ package serverapi
 import (
 	"net/http"
 	"net/url"
+	"strings"
 
 	"github.com/pingcap/log"
 	"github.com/tikv/pd/pkg/errs"
@@ -108,13 +109,19 @@ func (h *redirector) matchMicroServiceRedirectRules(r *http.Request) (bool, stri
 		return false, ""
 	}
 	for _, rule := range h.microserviceRedirectRules {
-		if rule.matchPath == r.URL.Path {
+		if strings.HasPrefix(r.URL.Path, rule.matchPath) {
 			addr, ok := h.s.GetServicePrimaryAddr(r.Context(), rule.targetServiceName)
 			if !ok || addr == "" {
 				log.Warn("failed to get the service primary addr when try match redirect rules",
 					zap.String("path", r.URL.Path))
 			}
-			r.URL.Path = rule.targetPath
+			// Extract parameters from the URL path
+			pathParams := strings.TrimPrefix(r.URL.Path, rule.matchPath)
+			if len(pathParams) > 0 && pathParams[0] == '/' {
+				pathParams = pathParams[1:] // Remove leading '/'
+			}
+			r.URL.Path = rule.targetPath + "/" + pathParams
+			r.URL.Path = strings.TrimRight(r.URL.Path, "/")
 			return true, addr
 		}
 	}
@@ -122,10 +129,10 @@ func (h *redirector) matchMicroServiceRedirectRules(r *http.Request) (bool, stri
 }
 
 func (h *redirector) ServeHTTP(w http.ResponseWriter, r *http.Request, next http.HandlerFunc) {
-	matchedFlag, targetAddr := h.matchMicroServiceRedirectRules(r)
+	needRedirectToMicroService, targetAddr := h.matchMicroServiceRedirectRules(r)
 	allowFollowerHandle := len(r.Header.Get(apiutil.PDAllowFollowerHandleHeader)) > 0
 	isLeader := h.s.GetMember().IsLeader()
-	if !h.s.IsClosed() && (allowFollowerHandle || isLeader) && !matchedFlag {
+	if !h.s.IsClosed() && (allowFollowerHandle || isLeader) && !needRedirectToMicroService {
 		next(w, r)
 		return
 	}
@@ -150,7 +157,7 @@ func (h *redirector) ServeHTTP(w http.ResponseWriter, r *http.Request, next http
 	}
 
 	var clientUrls []string
-	if matchedFlag {
+	if needRedirectToMicroService {
 		if len(targetAddr) == 0 {
 			http.Error(w, apiutil.ErrRedirectFailed, http.StatusInternalServerError)
 			return
diff --git a/server/api/server.go b/server/api/server.go
index 1d881022c042..5df5d22f2d03 100644
--- a/server/api/server.go
+++ b/server/api/server.go
@@ -19,6 +19,7 @@ import (
 	"net/http"
 
 	"github.com/gorilla/mux"
+	scheapi "github.com/tikv/pd/pkg/mcs/scheduling/server/apis/v1"
 	tsoapi "github.com/tikv/pd/pkg/mcs/tso/server/apis/v1"
 	mcs "github.com/tikv/pd/pkg/mcs/utils"
 	"github.com/tikv/pd/pkg/utils/apiutil"
@@ -35,14 +36,29 @@ func NewHandler(_ context.Context, svr *server.Server) (http.Handler, apiutil.AP
 		Name:   "core",
 		IsCore: true,
 	}
-	router := mux.NewRouter()
+	prefix := apiPrefix + "/api/v1"
 	r := createRouter(apiPrefix, svr)
+	router := mux.NewRouter()
 	router.PathPrefix(apiPrefix).Handler(negroni.New(
 		serverapi.NewRuntimeServiceValidator(svr, group),
-		serverapi.NewRedirector(svr, serverapi.MicroserviceRedirectRule(
-			apiPrefix+"/api/v1"+"/admin/reset-ts",
-			tsoapi.APIPathPrefix+"/admin/reset-ts",
-			mcs.TSOServiceName)),
+		serverapi.NewRedirector(svr,
+			serverapi.MicroserviceRedirectRule(
+				prefix+"/admin/reset-ts",
+				tsoapi.APIPathPrefix+"/admin/reset-ts",
+				mcs.TSOServiceName),
+			serverapi.MicroserviceRedirectRule(
+				prefix+"/operators",
+				scheapi.APIPathPrefix+"/operators",
+				mcs.SchedulingServiceName),
+			serverapi.MicroserviceRedirectRule(
+				prefix+"/checker", // Note: this is a typo in the original code
+				scheapi.APIPathPrefix+"/checkers",
+				mcs.SchedulingServiceName),
+			serverapi.MicroserviceRedirectRule(
+				prefix+"/schedulers",
+				scheapi.APIPathPrefix+"/schedulers",
+				mcs.SchedulingServiceName),
+		),
 		negroni.Wrap(r)),
 	)
 
diff --git a/tests/integrations/mcs/scheduling/api_test.go b/tests/integrations/mcs/scheduling/api_test.go
index 48bdf1ab95c6..03db3433ec94 100644
--- a/tests/integrations/mcs/scheduling/api_test.go
+++ b/tests/integrations/mcs/scheduling/api_test.go
@@ -106,3 +106,34 @@ func (suite *apiTestSuite) TestGetCheckerByName() {
 		suite.False(resp["paused"].(bool))
 	}
 }
+
+func (suite *apiTestSuite) TestAPIForward() {
+	re := suite.Require()
+	tc, err := tests.NewTestSchedulingCluster(suite.ctx, 2, suite.backendEndpoints)
+	re.NoError(err)
+	defer tc.Destroy()
+	tc.WaitForPrimaryServing(re)
+
+	urlPrefix := fmt.Sprintf("%s/pd/api/v1", suite.backendEndpoints)
+	var slice []string
+	var resp map[string]interface{}
+
+	// Test opeartor
+	err = testutil.ReadGetJSON(re, testDialClient, fmt.Sprintf("%s/%s", urlPrefix, "operators"), &slice)
+	re.NoError(err)
+	re.Len(slice, 0)
+
+	err = testutil.ReadGetJSON(re, testDialClient, fmt.Sprintf("%s/%s", urlPrefix, "operators/2"), &resp)
+	re.NoError(err)
+	re.Nil(resp)
+
+	// Test checker
+	err = testutil.ReadGetJSON(re, testDialClient, fmt.Sprintf("%s/%s", urlPrefix, "checker/merge"), &resp)
+	re.NoError(err)
+	suite.False(resp["paused"].(bool))
+
+	// Test scheduler
+	err = testutil.ReadGetJSON(re, testDialClient, fmt.Sprintf("%s/%s", urlPrefix, "schedulers"), &slice)
+	re.NoError(err)
+	re.Contains(slice, "balance-leader-scheduler")
+}
diff --git a/tests/integrations/mcs/tso/api_test.go b/tests/integrations/mcs/tso/api_test.go
index fde6bcb8da05..9040ab41b36f 100644
--- a/tests/integrations/mcs/tso/api_test.go
+++ b/tests/integrations/mcs/tso/api_test.go
@@ -30,6 +30,7 @@ import (
 	apis "github.com/tikv/pd/pkg/mcs/tso/server/apis/v1"
 	mcsutils "github.com/tikv/pd/pkg/mcs/utils"
 	"github.com/tikv/pd/pkg/storage/endpoint"
+	"github.com/tikv/pd/pkg/utils/testutil"
 	"github.com/tikv/pd/server/config"
 	"github.com/tikv/pd/tests"
 )
@@ -47,10 +48,11 @@ var dialClient = &http.Client{
 
 type tsoAPITestSuite struct {
 	suite.Suite
-	ctx        context.Context
-	cancel     context.CancelFunc
-	pdCluster  *tests.TestCluster
-	tsoCluster *tests.TestTSOCluster
+	ctx              context.Context
+	cancel           context.CancelFunc
+	pdCluster        *tests.TestCluster
+	tsoCluster       *tests.TestTSOCluster
+	backendEndpoints string
 }
 
 func TestTSOAPI(t *testing.T) {
@@ -69,7 +71,8 @@ func (suite *tsoAPITestSuite) SetupTest() {
 	leaderName := suite.pdCluster.WaitLeader()
 	pdLeaderServer := suite.pdCluster.GetServer(leaderName)
 	re.NoError(pdLeaderServer.BootstrapCluster())
-	suite.tsoCluster, err = tests.NewTestTSOCluster(suite.ctx, 1, pdLeaderServer.GetAddr())
+	suite.backendEndpoints = pdLeaderServer.GetAddr()
+	suite.tsoCluster, err = tests.NewTestTSOCluster(suite.ctx, 1, suite.backendEndpoints)
 	re.NoError(err)
 }
 
@@ -95,6 +98,25 @@ func (suite *tsoAPITestSuite) TestGetKeyspaceGroupMembers() {
 	re.Equal(primaryMember.GetLeaderID(), defaultGroupMember.PrimaryID)
 }
 
+func (suite *tsoAPITestSuite) TestResetTS() {
+	re := suite.Require()
+	primary := suite.tsoCluster.WaitForDefaultPrimaryServing(re)
+	re.NotNil(primary)
+	url := suite.backendEndpoints + "/pd/api/v1/admin/reset-ts"
+
+	// Test reset ts
+	input := []byte(`{"tso":"121312", "force-use-larger":true}`)
+	err := testutil.CheckPostJSON(dialClient, url, input,
+		testutil.StatusOK(re), testutil.StringContain(re, "Reset ts successfully"))
+	suite.NoError(err)
+
+	// Test reset ts with invalid tso
+	input = []byte(`{}`)
+	err = testutil.CheckPostJSON(dialClient, url, input,
+		testutil.StatusNotOK(re), testutil.StringContain(re, "invalid tso value"))
+	re.NoError(err)
+}
+
 func mustGetKeyspaceGroupMembers(re *require.Assertions, server *tso.Server) map[uint32]*apis.KeyspaceGroupMember {
 	httpReq, err := http.NewRequest(http.MethodGet, server.GetAddr()+tsoKeyspaceGroupsPrefix+"/members", nil)
 	re.NoError(err)
diff --git a/tests/integrations/mcs/tso/server_test.go b/tests/integrations/mcs/tso/server_test.go
index d87f15421799..58006b87eebf 100644
--- a/tests/integrations/mcs/tso/server_test.go
+++ b/tests/integrations/mcs/tso/server_test.go
@@ -106,23 +106,19 @@ func (suite *tsoServerTestSuite) TestTSOServerStartAndStopNormally() {
 	cc, err := grpc.DialContext(suite.ctx, s.GetAddr(), grpc.WithInsecure())
 	re.NoError(err)
 	cc.Close()
-	url := s.GetAddr() + tsoapi.APIPathPrefix
-	{
-		resetJSON := `{"tso":"121312", "force-use-larger":true}`
-		re.NoError(err)
-		resp, err := http.Post(url+"/admin/reset-ts", "application/json", strings.NewReader(resetJSON))
-		re.NoError(err)
-		defer resp.Body.Close()
-		re.Equal(http.StatusOK, resp.StatusCode)
-	}
-	{
-		resetJSON := `{}`
-		re.NoError(err)
-		resp, err := http.Post(url+"/admin/reset-ts", "application/json", strings.NewReader(resetJSON))
-		re.NoError(err)
-		defer resp.Body.Close()
-		re.Equal(http.StatusBadRequest, resp.StatusCode)
-	}
+
+	url := s.GetAddr() + tsoapi.APIPathPrefix + "/admin/reset-ts"
+	// Test reset ts
+	input := []byte(`{"tso":"121312", "force-use-larger":true}`)
+	err = testutil.CheckPostJSON(dialClient, url, input,
+		testutil.StatusOK(re), testutil.StringContain(re, "Reset ts successfully"))
+	suite.NoError(err)
+
+	// Test reset ts with invalid tso
+	input = []byte(`{}`)
+	err = testutil.CheckPostJSON(dialClient, suite.backendEndpoints+"/pd/api/v1/admin/reset-ts", input,
+		testutil.StatusNotOK(re), testutil.StringContain(re, "invalid tso value"))
+	re.NoError(err)
 }
 
 func (suite *tsoServerTestSuite) TestParticipantStartWithAdvertiseListenAddr() {
diff --git a/tests/pdctl/operator/operator_test.go b/tests/pdctl/operator/operator_test.go
index ab5687cdc042..63d62c8a8748 100644
--- a/tests/pdctl/operator/operator_test.go
+++ b/tests/pdctl/operator/operator_test.go
@@ -17,6 +17,7 @@ package operator_test
 import (
 	"context"
 	"encoding/hex"
+	"encoding/json"
 	"strconv"
 	"strings"
 	"testing"
@@ -251,3 +252,32 @@ func TestOperator(t *testing.T) {
 		return strings.Contains(string(output1), "Success!") || strings.Contains(string(output2), "Success!")
 	})
 }
+
+func TestMicroservice(t *testing.T) {
+	re := require.New(t)
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+	cluster, err := tests.NewTestAPICluster(ctx, 1)
+	re.NoError(err)
+	re.NoError(cluster.RunInitialServers())
+	re.NotEmpty(cluster.WaitLeader())
+	server := cluster.GetServer(cluster.GetLeader())
+	re.NoError(server.BootstrapCluster())
+	backendEndpoints := server.GetAddr()
+	tc, err := tests.NewTestSchedulingCluster(ctx, 2, backendEndpoints)
+	re.NoError(err)
+	defer tc.Destroy()
+	tc.WaitForPrimaryServing(re)
+
+	cmd := pdctlCmd.GetRootCmd()
+	args := []string{"-u", backendEndpoints, "operator", "show"}
+	var slice []string
+	output, err := pdctl.ExecuteCommand(cmd, args...)
+	re.NoError(err)
+	re.NoError(json.Unmarshal(output, &slice))
+	re.Len(slice, 0)
+	args = []string{"-u", backendEndpoints, "operator", "check", "2"}
+	output, err = pdctl.ExecuteCommand(cmd, args...)
+	re.NoError(err)
+	re.Contains(string(output), "null")
+}
diff --git a/tests/pdctl/scheduler/scheduler_test.go b/tests/pdctl/scheduler/scheduler_test.go
index e1c0a210c01c..bc3cf6e931e1 100644
--- a/tests/pdctl/scheduler/scheduler_test.go
+++ b/tests/pdctl/scheduler/scheduler_test.go
@@ -486,3 +486,28 @@ func TestScheduler(t *testing.T) {
 	re.NoError(err)
 	checkSchedulerWithStatusCommand(nil, "disabled", nil)
 }
+
+func TestMicroservice(t *testing.T) {
+	re := require.New(t)
+	ctx, cancel := context.WithCancel(context.Background())
+	defer cancel()
+	cluster, err := tests.NewTestAPICluster(ctx, 1)
+	re.NoError(err)
+	re.NoError(cluster.RunInitialServers())
+	re.NotEmpty(cluster.WaitLeader())
+	server := cluster.GetServer(cluster.GetLeader())
+	re.NoError(server.BootstrapCluster())
+	backendEndpoints := server.GetAddr()
+	tc, err := tests.NewTestSchedulingCluster(ctx, 2, backendEndpoints)
+	re.NoError(err)
+	defer tc.Destroy()
+	tc.WaitForPrimaryServing(re)
+
+	cmd := pdctlCmd.GetRootCmd()
+	args := []string{"-u", backendEndpoints, "scheduler", "show"}
+	var slice []string
+	output, err := pdctl.ExecuteCommand(cmd, args...)
+	re.NoError(err)
+	re.NoError(json.Unmarshal(output, &slice))
+	re.Contains(slice, "balance-leader-scheduler")
+}
diff --git a/tools/pd-ctl/pdctl/command/global.go b/tools/pd-ctl/pdctl/command/global.go
index 5d8552da51a0..47e8a18eceff 100644
--- a/tools/pd-ctl/pdctl/command/global.go
+++ b/tools/pd-ctl/pdctl/command/global.go
@@ -185,6 +185,7 @@ func requestJSON(cmd *cobra.Command, method, prefix string, input map[string]int
 				return err
 			}
 			req.Header.Set("Content-Type", "application/json")
+			req.Header.Add("Accept-Encoding", "identity")
 			resp, err = dialClient.Do(req)
 		default:
 			err := errors.Errorf("method %s not supported", method)
@@ -228,6 +229,7 @@ func do(endpoint, prefix, method string, resp *string, customHeader http.Header,
 	var req *http.Request
 
 	req, err = http.NewRequest(method, url, b.body)
+	req.Header.Add("Accept-Encoding", "identity")
 	if err != nil {
 		return err
 	}