diff --git a/pdctl/command/global.go b/pdctl/command/global.go
index f65aee3ea649..9540433976a2 100644
--- a/pdctl/command/global.go
+++ b/pdctl/command/global.go
@@ -14,6 +14,8 @@
 package command
 
 import (
+	"bytes"
+	"encoding/json"
 	"fmt"
 	"io"
 	"io/ioutil"
@@ -139,6 +141,26 @@ func validPDAddr(pd string) error {
 	return nil
 }
 
+func postJSON(cmd *cobra.Command, prefix string, input map[string]interface{}) {
+	data, err := json.Marshal(input)
+	if err != nil {
+		fmt.Println(err)
+		return
+	}
+
+	url := getAddressFromCmd(cmd, prefix)
+	r, err := http.Post(url, "application/json", bytes.NewBuffer(data))
+	if err != nil {
+		fmt.Println(err)
+		return
+	}
+	defer r.Body.Close()
+
+	if r.StatusCode != http.StatusOK {
+		printResponseError(r)
+	}
+}
+
 // UsageTemplate will used to generate a help information
 const UsageTemplate = `Usage:{{if .Runnable}}
   {{if .HasAvailableFlags}}{{appendIfNotPresent .UseLine ""}}{{else}}{{.UseLine}}{{end}}{{end}}{{if .HasAvailableSubCommands}}
diff --git a/pdctl/command/scheduler.go b/pdctl/command/scheduler.go
new file mode 100644
index 000000000000..a8c34fcf43b2
--- /dev/null
+++ b/pdctl/command/scheduler.go
@@ -0,0 +1,158 @@
+// Copyright 2017 PingCAP, Inc.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package command
+
+import (
+	"fmt"
+	"net/http"
+	"strconv"
+
+	"github.com/spf13/cobra"
+)
+
+var (
+	schedulersPrefix = "pd/api/v1/schedulers"
+)
+
+// NewSchedulerCommand returns a scheduler command.
+func NewSchedulerCommand() *cobra.Command {
+	c := &cobra.Command{
+		Use:   "scheduler",
+		Short: "show schedulers",
+		Run:   showSchedulerCommandFunc,
+	}
+	c.AddCommand(NewAddSchedulerCommand())
+	c.AddCommand(NewRemoveSchedulerCommand())
+	return c
+}
+
+func showSchedulerCommandFunc(cmd *cobra.Command, args []string) {
+	if len(args) != 0 {
+		fmt.Println(cmd.UsageString())
+		return
+	}
+
+	r, err := doRequest(cmd, schedulersPrefix, http.MethodGet)
+	if err != nil {
+		fmt.Println(err)
+		return
+	}
+	fmt.Println(r)
+}
+
+// NewAddSchedulerCommand returns a command to add scheduler.
+func NewAddSchedulerCommand() *cobra.Command {
+	c := &cobra.Command{
+		Use:   "add <scheduler>",
+		Short: "add a scheduler",
+	}
+	c.AddCommand(NewGrantLeaderSchedulerCommand())
+	c.AddCommand(NewEvictLeaderSchedulerCommand())
+	c.AddCommand(NewShuffleLeaderSchedulerCommand())
+	c.AddCommand(NewShuffleRegionSchedulerCommand())
+	return c
+}
+
+// NewGrantLeaderSchedulerCommand returns a command to add a grant-leader-scheduler.
+func NewGrantLeaderSchedulerCommand() *cobra.Command {
+	c := &cobra.Command{
+		Use:   "grant-leader-scheduler <store_id>",
+		Short: "add a scheduler to grant leader to a store",
+		Run:   addSchedulerForStoreCommandFunc,
+	}
+	return c
+}
+
+// NewEvictLeaderSchedulerCommand returns a command to add a evict-leader-scheduler.
+func NewEvictLeaderSchedulerCommand() *cobra.Command {
+	c := &cobra.Command{
+		Use:   "evict-leader-scheduler <store_id>",
+		Short: "add a scheduler to evict leader from a store",
+		Run:   addSchedulerForStoreCommandFunc,
+	}
+	return c
+}
+
+func addSchedulerForStoreCommandFunc(cmd *cobra.Command, args []string) {
+	if len(args) != 1 {
+		fmt.Println(cmd.UsageString())
+		return
+	}
+
+	storeID, err := strconv.ParseUint(args[0], 10, 64)
+	if err != nil {
+		fmt.Println(err)
+		return
+	}
+
+	input := make(map[string]interface{})
+	input["name"] = cmd.Name()
+	input["store_id"] = storeID
+	postJSON(cmd, schedulersPrefix, input)
+}
+
+// NewShuffleLeaderSchedulerCommand returns a command to add a shuffle-leader-scheduler.
+func NewShuffleLeaderSchedulerCommand() *cobra.Command {
+	c := &cobra.Command{
+		Use:   "shuffle-leader-scheduler",
+		Short: "add a scheduler to shuffle leaders between stores",
+		Run:   addSchedulerCommandFunc,
+	}
+	return c
+}
+
+// NewShuffleRegionSchedulerCommand returns a command to add a shuffle-region-scheduler.
+func NewShuffleRegionSchedulerCommand() *cobra.Command {
+	c := &cobra.Command{
+		Use:   "shuffle-region-scheduler",
+		Short: "add a scheduler to shuffle regions between stores",
+		Run:   addSchedulerCommandFunc,
+	}
+	return c
+}
+
+func addSchedulerCommandFunc(cmd *cobra.Command, args []string) {
+	if len(args) != 0 {
+		fmt.Println(cmd.UsageString())
+		return
+	}
+
+	input := make(map[string]interface{})
+	input["name"] = cmd.Name()
+	postJSON(cmd, schedulersPrefix, input)
+}
+
+// NewRemoveSchedulerCommand returns a command to remove scheduler.
+func NewRemoveSchedulerCommand() *cobra.Command {
+	c := &cobra.Command{
+		Use:   "remove <scheduler>",
+		Short: "remove a scheduler",
+		Run:   removeSchedulerCommandFunc,
+	}
+	return c
+}
+
+func removeSchedulerCommandFunc(cmd *cobra.Command, args []string) {
+	if len(args) != 1 {
+		fmt.Println(cmd.Usage())
+		return
+	}
+
+	path := schedulersPrefix + "/" + args[0]
+	_, err := doRequest(cmd, path, http.MethodDelete)
+	if err != nil {
+		fmt.Println(err)
+		return
+	}
+}
diff --git a/pdctl/ctl.go b/pdctl/ctl.go
index 9df4d829f78e..52ab447c9e47 100644
--- a/pdctl/ctl.go
+++ b/pdctl/ctl.go
@@ -43,6 +43,7 @@ func init() {
 		command.NewMemberCommand(),
 		command.NewExitCommand(),
 		command.NewLabelCommand(),
+		command.NewSchedulerCommand(),
 	)
 	cobra.EnablePrefixMatching = true
 }