diff --git a/telemetry/label.go b/telemetry/label.go
new file mode 100644
index 00000000..7699c8ad
--- /dev/null
+++ b/telemetry/label.go
@@ -0,0 +1,9 @@
+package telemetry
+
+const (
+	LabelSender   = "sender"
+	LabelReceiver = "receiver"
+	LabelTo       = "to"
+	LabelSuccess  = "success"
+	LabelToken    = "token"
+)
diff --git a/telemetry/metrics.go b/telemetry/metrics.go
new file mode 100644
index 00000000..a54313f9
--- /dev/null
+++ b/telemetry/metrics.go
@@ -0,0 +1,32 @@
+package telemetry
+
+import (
+	"fmt"
+	"math"
+	"math/big"
+
+	"github.com/armon/go-metrics"
+	"github.com/cosmos/cosmos-sdk/telemetry"
+	sdk "github.com/cosmos/cosmos-sdk/types"
+)
+
+var maxFloat32, _ = big.NewInt(0).SetString(fmt.Sprintf("%.0f", math.MaxFloat32), 10)
+
+func SetGaugeLabelsWithToken(keys []string, token string, amount *big.Int, labels ...metrics.Label) {
+	if amount.Cmp(maxFloat32) == 1 {
+		return
+	}
+	amountFloat32, _ := new(big.Float).SetInt(amount).Float32()
+	telemetry.SetGaugeWithLabels(append(keys, token), amountFloat32,
+		append(labels, telemetry.NewLabel(LabelToken, token)))
+}
+
+func SetGaugeLabelsWithCoin(keys []string, coin sdk.Coin, labels ...metrics.Label) {
+	SetGaugeLabelsWithToken(keys, coin.Denom, coin.Amount.BigInt(), labels...)
+}
+
+func SetGaugeLabelsWithCoins(keys []string, coins sdk.Coins, labels ...metrics.Label) {
+	for _, coin := range coins {
+		SetGaugeLabelsWithCoin(keys, coin, labels...)
+	}
+}
diff --git a/x/crosschain/keeper/bridge_call_in.go b/x/crosschain/keeper/bridge_call_in.go
index d0b84eeb..b0e376c1 100644
--- a/x/crosschain/keeper/bridge_call_in.go
+++ b/x/crosschain/keeper/bridge_call_in.go
@@ -4,13 +4,17 @@ import (
 	"bytes"
 	"fmt"
 	"math/big"
+	"strconv"
 
 	errorsmod "cosmossdk.io/errors"
 	sdkmath "cosmossdk.io/math"
+	"github.com/armon/go-metrics"
+	"github.com/cosmos/cosmos-sdk/telemetry"
 	sdk "github.com/cosmos/cosmos-sdk/types"
 	authtypes "github.com/cosmos/cosmos-sdk/x/auth/types"
 	"github.com/ethereum/go-ethereum/common"
 
+	fxtelemetry "github.com/functionx/fx-core/v7/telemetry"
 	fxtypes "github.com/functionx/fx-core/v7/types"
 	"github.com/functionx/fx-core/v7/x/crosschain/types"
 	erc20types "github.com/functionx/fx-core/v7/x/erc20/types"
@@ -32,6 +36,21 @@ func (k Keeper) BridgeCallHandler(ctx sdk.Context, msg *types.MsgBridgeCallClaim
 		commit()
 	}
 
+	if !ctx.IsCheckTx() {
+		telemetry.IncrCounterWithLabels(
+			[]string{types.ModuleName, types.MetricsKeyBridgeCallIn},
+			float32(1),
+			[]metrics.Label{
+				telemetry.NewLabel(types.MetricsLabelModule, k.moduleName),
+				telemetry.NewLabel(fxtelemetry.LabelSender, msg.GetSender()),
+				telemetry.NewLabel(fxtelemetry.LabelTo, msg.GetTo()),
+				telemetry.NewLabel(fxtelemetry.LabelSuccess, strconv.FormatBool(err == nil)),
+				telemetry.NewLabel(types.MetricsLabelRefund, msg.GetRefund()),
+				telemetry.NewLabel(types.MetricsLabelTxOrigin, msg.GetTxOrigin()),
+			},
+		)
+	}
+
 	if err != nil && len(tokens) > 0 {
 		// new outgoing bridge call to refund
 		outCallNonce, err := k.AddOutgoingBridgeCall(ctx, refundAddr, refundAddr, erc20Token, common.Address{}, nil, nil, msg.EventNonce)
@@ -71,6 +90,15 @@ func (k Keeper) BridgeCallTransferAndCallEvm(ctx sdk.Context, sender, refundAddr
 	if err != nil {
 		return err
 	}
+
+	if !ctx.IsCheckTx() {
+		fxtelemetry.SetGaugeLabelsWithCoins(
+			[]string{types.ModuleName, types.MetricsKeyBridgeCallIn},
+			coins,
+			telemetry.NewLabel(types.MetricsLabelModule, k.moduleName),
+		)
+	}
+
 	if err = k.bridgeCallTransferTokens(ctx, receiverTokenAddr.Bytes(), receiverTokenAddr.Bytes(), coins); err != nil {
 		return err
 	}
diff --git a/x/crosschain/keeper/bridge_call_out.go b/x/crosschain/keeper/bridge_call_out.go
index 055eec7e..ceeff776 100644
--- a/x/crosschain/keeper/bridge_call_out.go
+++ b/x/crosschain/keeper/bridge_call_out.go
@@ -7,10 +7,13 @@ import (
 	"strconv"
 
 	errorsmod "cosmossdk.io/errors"
+	"github.com/armon/go-metrics"
+	"github.com/cosmos/cosmos-sdk/telemetry"
 	sdk "github.com/cosmos/cosmos-sdk/types"
 	"github.com/ethereum/go-ethereum/common"
 	gogotypes "github.com/gogo/protobuf/types"
 
+	fxtelemetry "github.com/functionx/fx-core/v7/telemetry"
 	fxtypes "github.com/functionx/fx-core/v7/types"
 	"github.com/functionx/fx-core/v7/x/crosschain/types"
 	erc20types "github.com/functionx/fx-core/v7/x/erc20/types"
@@ -58,6 +61,28 @@ func (k Keeper) AddOutgoingBridgeCallWithoutBuild(ctx sdk.Context, outCall *type
 		sdk.NewAttribute(types.AttributeKeyBridgeCallNonce, fmt.Sprint(outCall.Nonce)),
 	))
 
+	if !ctx.IsCheckTx() {
+		tokenLabels := make([]metrics.Label, 0, len(outCall.Tokens))
+		for _, t := range outCall.Tokens {
+			fxtelemetry.SetGaugeLabelsWithToken(
+				[]string{types.ModuleName, types.MetricsKeyBridgeCallOut},
+				t.Contract, t.Amount.BigInt(),
+				telemetry.NewLabel(types.MetricsLabelModule, k.moduleName),
+			)
+			tokenLabels = append(tokenLabels, telemetry.NewLabel(fxtelemetry.LabelToken, t.Contract))
+		}
+		telemetry.IncrCounterWithLabels(
+			[]string{types.ModuleName, types.MetricsKeyBridgeCallOut},
+			float32(1),
+			append([]metrics.Label{
+				telemetry.NewLabel(types.MetricsLabelModule, k.moduleName),
+				telemetry.NewLabel(fxtelemetry.LabelSender, outCall.Sender),
+				telemetry.NewLabel(types.MetricsLabelRefund, outCall.Refund),
+				telemetry.NewLabel(fxtelemetry.LabelTo, outCall.To),
+			}, tokenLabels...),
+		)
+	}
+
 	return outCall.Nonce
 }
 
diff --git a/x/crosschain/keeper/outgoing_pool.go b/x/crosschain/keeper/outgoing_pool.go
index 3c6a8d3e..f1047032 100644
--- a/x/crosschain/keeper/outgoing_pool.go
+++ b/x/crosschain/keeper/outgoing_pool.go
@@ -5,8 +5,11 @@ import (
 
 	errorsmod "cosmossdk.io/errors"
 	sdkmath "cosmossdk.io/math"
+	"github.com/armon/go-metrics"
+	"github.com/cosmos/cosmos-sdk/telemetry"
 	sdk "github.com/cosmos/cosmos-sdk/types"
 
+	fxtelemetry "github.com/functionx/fx-core/v7/telemetry"
 	fxtypes "github.com/functionx/fx-core/v7/types"
 	"github.com/functionx/fx-core/v7/x/crosschain/types"
 )
@@ -50,6 +53,25 @@ func (k Keeper) AddToOutgoingPool(ctx sdk.Context, sender sdk.AccAddress, receiv
 		sdk.NewAttribute(types.AttributeKeyOutgoingTxID, fmt.Sprint(nextTxID)),
 	))
 
+	if !ctx.IsCheckTx() {
+		fxtelemetry.SetGaugeLabelsWithCoin(
+			[]string{types.ModuleName, types.MetricsKeyOutgoingTx},
+			amount,
+			telemetry.NewLabel(types.MetricsLabelModule, k.moduleName),
+		)
+
+		metrics.IncrCounterWithLabels(
+			[]string{types.ModuleName, types.MetricsKeyOutgoingTx},
+			1,
+			[]metrics.Label{
+				telemetry.NewLabel(types.MetricsLabelModule, k.moduleName),
+				telemetry.NewLabel(fxtelemetry.LabelSender, sender.String()),
+				telemetry.NewLabel(fxtelemetry.LabelReceiver, receiver),
+				telemetry.NewLabel(fxtelemetry.LabelToken, amount.Denom),
+			},
+		)
+	}
+
 	return nextTxID, nil
 }
 
diff --git a/x/crosschain/types/metrics.go b/x/crosschain/types/metrics.go
new file mode 100644
index 00000000..d0442472
--- /dev/null
+++ b/x/crosschain/types/metrics.go
@@ -0,0 +1,13 @@
+package types
+
+const (
+	MetricsKeyBridgeCallIn  = "bridge_call_in"
+	MetricsKeyBridgeCallOut = "bridge_call_out"
+	MetricsKeyOutgoingTx    = "outgoing_tx"
+)
+
+const (
+	MetricsLabelModule   = "module"
+	MetricsLabelRefund   = "refund"
+	MetricsLabelTxOrigin = "tx_origin"
+)