diff --git a/.github/.codecov.yml b/.github/.codecov.yml
index f6674cde2..fab584a31 100644
--- a/.github/.codecov.yml
+++ b/.github/.codecov.yml
@@ -24,6 +24,10 @@ coverage:
         paths:
           - tools/* # only include coverage in "tools/" folder
         informational: true # Always pass check
+      test: # declare a new status context "test"
+        paths:
+          - test/* # only include coverage in "test/" folder
+        informational: true # Always pass check
       # internal: # declare a new status context "internal"
       #   paths:
       #     - internal/* # only include coverage in "internal/" folder
diff --git a/Makefile b/Makefile
index dedc25e11..1941bde6c 100644
--- a/Makefile
+++ b/Makefile
@@ -172,7 +172,7 @@ test-api:
 	@$(MAKE) go.test.api
 
 ## test-e2e: Run e2e test
-test-api:
+test-e2e:
 	@$(MAKE) go.test.e2e
 
 ## updates: Check for updates to go.mod dependencies. ✨
diff --git a/scripts/make-rules/golang.mk b/scripts/make-rules/golang.mk
index 113625ef6..44918d01c 100644
--- a/scripts/make-rules/golang.mk
+++ b/scripts/make-rules/golang.mk
@@ -201,9 +201,9 @@ go.test.api:
 
 ## go.test.e2e: Run e2e test
 .PHONY: go.test.e2e
-go.test.e2e:
+go.test.e2e: tools.verify.ginkgo
 	@echo "===========> Run e2e test"
-	@$(ROOT_DIR)/scripts/install/test.sh openim::test::e2e
+	@$(TOOLS_DIR)/ginkgo -v $(ROOT_DIR)/test/e2e
 
 ## go.demo: Run demo
 .PHONY: go.demo
diff --git a/test/e2e/README.md b/test/e2e/README.md
index 6779d0592..1e73dbaec 100644
--- a/test/e2e/README.md
+++ b/test/e2e/README.md
@@ -90,7 +90,7 @@ ginkgo -v --randomizeAllSpecs --randomizeSuites --failOnPending --cover --trace
 You can also run a specific test or group of tests by specifying the path to the test directory:
 
 ```bash
-ginkgo -v ./test/e2e/chat/
+ginkgo -v ./test/e2e/chat
 ```
 
 Or you can use Makefile to run the tests:
diff --git a/test/e2e/e2e.go b/test/e2e/e2e.go
index b70bf6651..d1d6c5509 100644
--- a/test/e2e/e2e.go
+++ b/test/e2e/e2e.go
@@ -1,2 +1,37 @@
 package e2e
 
+import (
+	"testing"
+
+	gettoken "github.com/openimsdk/open-im-server/v3/test/e2e/api/token"
+	"github.com/openimsdk/open-im-server/v3/test/e2e/api/user"
+)
+
+// RunE2ETests checks configuration parameters (specified through flags) and then runs
+// E2E tests using the Ginkgo runner.
+// If a "report directory" is specified, one or more JUnit test reports will be
+// generated in this directory, and cluster logs will also be saved.
+// This function is called on each Ginkgo node in parallel mode.
+func RunE2ETests(t *testing.T) {
+
+	// Example usage of new functions
+	token, _ := gettoken.GetUserToken("openIM123456")
+
+	// Example of getting user info
+	_ = user.GetUsersInfo(token, []string{"user1", "user2"})
+
+	// Example of updating user info
+	_ = user.UpdateUserInfo(token, "user1", "NewNickname", "https://github.com/openimsdk/open-im-server/blob/main/assets/logo/openim-logo.png")
+
+	// Example of getting users' online status
+	_ = user.GetUsersOnlineStatus(token, []string{"user1", "user2"})
+
+	// Example of forcing a logout
+	_ = user.ForceLogout(token, "4950983283", 2)
+
+	// Example of checking user account
+	_ = user.CheckUserAccount(token, []string{"openIM123456", "anotherUserID"})
+
+	// Example of getting users
+	_ = user.GetUsers(token, 1, 100)
+}
diff --git a/test/e2e/e2e_test.go b/test/e2e/e2e_test.go
index df8caf702..d578a988b 100644
--- a/test/e2e/e2e_test.go
+++ b/test/e2e/e2e_test.go
@@ -1 +1,23 @@
 package e2e
+
+import (
+	"flag"
+	"testing"
+
+	"github.com/openimsdk/open-im-server/v3/test/e2e/framework/config"
+)
+
+// handleFlags sets up all flags and parses the command line.
+func handleFlags() {
+	config.CopyFlags(config.Flags, flag.CommandLine)
+	flag.Parse()
+}
+
+func TestMain(m *testing.M) {
+	handleFlags()
+	m.Run()
+}
+
+func TestE2E(t *testing.T) {
+	RunE2ETests(t)
+}
\ No newline at end of file