diff --git a/Makefile b/Makefile
index 3032795283b..d78ddcdd65e 100644
--- a/Makefile
+++ b/Makefile
@@ -80,7 +80,7 @@ BUILD_BIN_PATH := $(ROOT_PATH)/bin
 
 build: pd-server pd-ctl pd-recover
 
-tools: pd-tso-bench pd-heartbeat-bench regions-dump stores-dump pd-api-bench
+tools: pd-tso-bench pd-heartbeat-bench regions-dump stores-dump pd-api-bench pd-ut
 
 PD_SERVER_DEP :=
 ifeq ($(SWAGGER), 1)
@@ -108,10 +108,6 @@ pd-server-basic:
 .PHONY: pre-build build tools pd-server pd-server-basic
 
 # Tools
-pd-ut: pd-xprog
-	cd tools && GOEXPERIMENT=$(BUILD_GOEXPERIMENT) CGO_ENABLED=$(BUILD_TOOL_CGO_ENABLED) go build -gcflags '$(GCFLAGS)' -ldflags '$(LDFLAGS)' -o $(BUILD_BIN_PATH)/pd-ut pd-ut/ut.go
-pd-xprog:
-	cd tools && GOEXPERIMENT=$(BUILD_GOEXPERIMENT) CGO_ENABLED=$(BUILD_TOOL_CGO_ENABLED) go build -tags xprog -gcflags '$(GCFLAGS)' -ldflags '$(LDFLAGS)' -o $(BUILD_BIN_PATH)/xprog pd-ut/xprog.go
 pd-ctl:
 	cd tools && GOEXPERIMENT=$(BUILD_GOEXPERIMENT) CGO_ENABLED=$(BUILD_TOOL_CGO_ENABLED) go build -gcflags '$(GCFLAGS)' -ldflags '$(LDFLAGS)' -o $(BUILD_BIN_PATH)/pd-ctl pd-ctl/main.go
 pd-tso-bench:
@@ -130,8 +126,12 @@ regions-dump:
 	cd tools && CGO_ENABLED=0 go build -gcflags '$(GCFLAGS)' -ldflags '$(LDFLAGS)' -o $(BUILD_BIN_PATH)/regions-dump regions-dump/main.go
 stores-dump:
 	cd tools && CGO_ENABLED=0 go build -gcflags '$(GCFLAGS)' -ldflags '$(LDFLAGS)' -o $(BUILD_BIN_PATH)/stores-dump stores-dump/main.go
+pd-ut: pd-xprog
+	cd tools && GOEXPERIMENT=$(BUILD_GOEXPERIMENT) CGO_ENABLED=$(BUILD_TOOL_CGO_ENABLED) go build -gcflags '$(GCFLAGS)' -ldflags '$(LDFLAGS)' -o $(BUILD_BIN_PATH)/pd-ut pd-ut/ut.go
+pd-xprog:
+	cd tools && GOEXPERIMENT=$(BUILD_GOEXPERIMENT) CGO_ENABLED=$(BUILD_TOOL_CGO_ENABLED) go build -tags xprog -gcflags '$(GCFLAGS)' -ldflags '$(LDFLAGS)' -o $(BUILD_BIN_PATH)/xprog pd-ut/xprog.go
 
-.PHONY: pd-ctl pd-tso-bench pd-recover pd-analysis pd-heartbeat-bench simulator regions-dump stores-dump pd-api-bench
+.PHONY: pd-ctl pd-tso-bench pd-recover pd-analysis pd-heartbeat-bench simulator regions-dump stores-dump pd-api-bench pd-ut
 
 #### Docker image ####
 
@@ -229,6 +229,7 @@ failpoint-disable: install-tools
 #### Test ####
 
 ut: pd-ut
+	@$(FAILPOINT_ENABLE)
 	./bin/pd-ut run --race
 	@$(CLEAN_UT_BINARY)
 	@$(FAILPOINT_DISABLE)
diff --git a/tools/go.mod b/tools/go.mod
index ea6f57b96e3..5caecbf7bec 100644
--- a/tools/go.mod
+++ b/tools/go.mod
@@ -35,7 +35,6 @@ require (
 	go.uber.org/goleak v1.2.0
 	go.uber.org/zap v1.26.0
 	golang.org/x/text v0.14.0
-	golang.org/x/tools v0.14.0
 	google.golang.org/grpc v1.59.0
 )
 
@@ -174,6 +173,7 @@ require (
 	golang.org/x/sync v0.4.0 // indirect
 	golang.org/x/sys v0.16.0 // indirect
 	golang.org/x/time v0.3.0 // indirect
+	golang.org/x/tools v0.14.0 // indirect
 	google.golang.org/appengine v1.6.7 // indirect
 	google.golang.org/genproto v0.0.0-20231030173426-d783a09b4405 // indirect
 	google.golang.org/genproto/googleapis/api v0.0.0-20231016165738-49dd2c1f3d0b // indirect
diff --git a/tools/pd-ut/ut.go b/tools/pd-ut/ut.go
index 52b053123b1..ab8eca12809 100644
--- a/tools/pd-ut/ut.go
+++ b/tools/pd-ut/ut.go
@@ -27,6 +27,7 @@ import (
 	"path"
 	"regexp"
 	"runtime"
+	"strconv"
 	"strings"
 	"sync"
 	"time"
@@ -597,7 +598,8 @@ func buildTestBinaryMulti(pkgs []string) error {
 		packages = append(packages, path.Join(modulePath, pkg))
 	}
 
-	cmd := exec.Command("go", "test", "--exec", xprogPath, "-vet", "off", "--tags=tso_function_test,deadlock")
+	p := strconv.Itoa(buildParallel)
+	cmd := exec.Command("go", "test", "-p", p, "--exec", xprogPath, "-vet", "off", "--tags=tso_function_test,deadlock")
 	cmd.Args = append(cmd.Args, packages...)
 	cmd.Dir = workDir
 	cmd.Stdout = os.Stdout