diff --git a/internal/push/push_rpc_server.go b/internal/push/push_rpc_server.go
index 6890cc086..ca45a58fa 100644
--- a/internal/push/push_rpc_server.go
+++ b/internal/push/push_rpc_server.go
@@ -11,6 +11,7 @@ import (
 	"github.com/OpenIMSDK/Open-IM-Server/pkg/common/log"
 	"github.com/OpenIMSDK/Open-IM-Server/pkg/discoveryregistry"
 	pbPush "github.com/OpenIMSDK/Open-IM-Server/pkg/proto/push"
+	"github.com/OpenIMSDK/Open-IM-Server/pkg/rpcclient"
 	"google.golang.org/grpc"
 )
 
@@ -26,7 +27,10 @@ func Start(client discoveryregistry.SvcDiscoveryRegistry, server *grpc.Server) e
 	cacheModel := cache.NewMsgCacheModel(rdb)
 	offlinePusher := NewOfflinePusher(cacheModel)
 	database := controller.NewPushDatabase(cacheModel)
-	pusher := NewPusher(client, offlinePusher, database, localcache.NewGroupLocalCache(client), localcache.NewConversationLocalCache(client))
+	groupRpcClient := rpcclient.NewGroupRpcClient(client)
+	conversationRpcClient := rpcclient.NewConversationRpcClient(client)
+	msgRpcClient := rpcclient.NewMessageRpcClient(client)
+	pusher := NewPusher(client, offlinePusher, database, localcache.NewGroupLocalCache(&groupRpcClient), localcache.NewConversationLocalCache(&conversationRpcClient), &conversationRpcClient, &groupRpcClient, &msgRpcClient)
 	var wg sync.WaitGroup
 	wg.Add(2)
 	go func() {
diff --git a/internal/push/push_to_client.go b/internal/push/push_to_client.go
index df38f06cf..7f08ee0aa 100644
--- a/internal/push/push_to_client.go
+++ b/internal/push/push_to_client.go
@@ -30,7 +30,7 @@ type Pusher struct {
 	offlinePusher          offlinepush.OfflinePusher
 	groupLocalCache        *localcache.GroupLocalCache
 	conversationLocalCache *localcache.ConversationLocalCache
-	msgClient              *rpcclient.MessageRpcClient
+	msgRpcClient           *rpcclient.MessageRpcClient
 	conversationRpcClient  *rpcclient.ConversationRpcClient
 	groupRpcClient         *rpcclient.GroupRpcClient
 	successCount           int
@@ -39,19 +39,17 @@ type Pusher struct {
 var errNoOfflinePusher = errors.New("no offlinePusher is configured")
 
 func NewPusher(discov discoveryregistry.SvcDiscoveryRegistry, offlinePusher offlinepush.OfflinePusher, database controller.PushDatabase,
-	groupLocalCache *localcache.GroupLocalCache, conversationLocalCache *localcache.ConversationLocalCache) *Pusher {
-	msgClient := rpcclient.NewMessageRpcClient(discov)
-	conversationRpcClient := rpcclient.NewConversationRpcClient(discov)
-	groupRpcClient := rpcclient.NewGroupRpcClient(discov)
+	groupLocalCache *localcache.GroupLocalCache, conversationLocalCache *localcache.ConversationLocalCache,
+	conversationRpcClient *rpcclient.ConversationRpcClient, groupRpcClient *rpcclient.GroupRpcClient, msgRpcClient *rpcclient.MessageRpcClient) *Pusher {
 	return &Pusher{
 		discov:                 discov,
 		database:               database,
 		offlinePusher:          offlinePusher,
 		groupLocalCache:        groupLocalCache,
 		conversationLocalCache: conversationLocalCache,
-		msgClient:              &msgClient,
-		conversationRpcClient:  &conversationRpcClient,
-		groupRpcClient:         &groupRpcClient,
+		msgRpcClient:           msgRpcClient,
+		conversationRpcClient:  conversationRpcClient,
+		groupRpcClient:         groupRpcClient,
 	}
 }
 
@@ -70,7 +68,7 @@ func NewOfflinePusher(cache cache.MsgModel) offlinepush.OfflinePusher {
 
 func (p *Pusher) DeleteMemberAndSetConversationSeq(ctx context.Context, groupID string, userIDs []string) error {
 	conevrsationID := utils.GetConversationIDBySessionType(constant.SuperGroupChatType, groupID)
-	maxSeq, err := p.msgClient.GetConversationMaxSeq(ctx, conevrsationID)
+	maxSeq, err := p.msgRpcClient.GetConversationMaxSeq(ctx, conevrsationID)
 	if err != nil {
 		return err
 	}
diff --git a/internal/rpc/msg/server.go b/internal/rpc/msg/server.go
index 40e494fb1..c70d28e35 100644
--- a/internal/rpc/msg/server.go
+++ b/internal/rpc/msg/server.go
@@ -77,8 +77,8 @@ func Start(client discoveryregistry.SvcDiscoveryRegistry, server *grpc.Server) e
 		MsgDatabase:            msgDatabase,
 		ExtendMsgDatabase:      extendMsgDatabase,
 		RegisterCenter:         client,
-		GroupLocalCache:        localcache.NewGroupLocalCache(client),
-		ConversationLocalCache: localcache.NewConversationLocalCache(client),
+		GroupLocalCache:        localcache.NewGroupLocalCache(&groupRpcClient),
+		ConversationLocalCache: localcache.NewConversationLocalCache(&conversationClient),
 		friend:                 &friendRpcClient,
 		MessageLocker:          NewLockerMessage(cacheModel),
 	}
diff --git a/pkg/common/db/localcache/conversation.go b/pkg/common/db/localcache/conversation.go
index 3cb647217..3c188c90e 100644
--- a/pkg/common/db/localcache/conversation.go
+++ b/pkg/common/db/localcache/conversation.go
@@ -4,7 +4,6 @@ import (
 	"context"
 	"sync"
 
-	"github.com/OpenIMSDK/Open-IM-Server/pkg/discoveryregistry"
 	"github.com/OpenIMSDK/Open-IM-Server/pkg/proto/conversation"
 	"github.com/OpenIMSDK/Open-IM-Server/pkg/rpcclient"
 )
@@ -13,7 +12,7 @@ type ConversationLocalCache struct {
 	lock                              sync.Mutex
 	superGroupRecvMsgNotNotifyUserIDs map[string]Hash
 	conversationIDs                   map[string]Hash
-	client                            *rpcclient.Conversation
+	client                            *rpcclient.ConversationRpcClient
 }
 
 type Hash struct {
@@ -21,11 +20,11 @@ type Hash struct {
 	ids  []string
 }
 
-func NewConversationLocalCache(discov discoveryregistry.SvcDiscoveryRegistry) *ConversationLocalCache {
+func NewConversationLocalCache(client *rpcclient.ConversationRpcClient) *ConversationLocalCache {
 	return &ConversationLocalCache{
 		superGroupRecvMsgNotNotifyUserIDs: make(map[string]Hash),
 		conversationIDs:                   make(map[string]Hash),
-		client:                            rpcclient.NewConversation(discov),
+		client:                            client,
 	}
 }
 
diff --git a/pkg/common/db/localcache/group.go b/pkg/common/db/localcache/group.go
index 49443412c..ea66d122c 100644
--- a/pkg/common/db/localcache/group.go
+++ b/pkg/common/db/localcache/group.go
@@ -4,7 +4,6 @@ import (
 	"context"
 	"sync"
 
-	"github.com/OpenIMSDK/Open-IM-Server/pkg/discoveryregistry"
 	"github.com/OpenIMSDK/Open-IM-Server/pkg/errs"
 	"github.com/OpenIMSDK/Open-IM-Server/pkg/proto/group"
 	"github.com/OpenIMSDK/Open-IM-Server/pkg/rpcclient"
@@ -13,7 +12,7 @@ import (
 type GroupLocalCache struct {
 	lock   sync.Mutex
 	cache  map[string]GroupMemberIDsHash
-	client *rpcclient.Group
+	client *rpcclient.GroupRpcClient
 }
 
 type GroupMemberIDsHash struct {
@@ -21,8 +20,7 @@ type GroupMemberIDsHash struct {
 	userIDs        []string
 }
 
-func NewGroupLocalCache(discov discoveryregistry.SvcDiscoveryRegistry) *GroupLocalCache {
-	client := rpcclient.NewGroup(discov)
+func NewGroupLocalCache(client *rpcclient.GroupRpcClient) *GroupLocalCache {
 	return &GroupLocalCache{
 		cache:  make(map[string]GroupMemberIDsHash, 0),
 		client: client,