Use explicit golangci-lint version via Makefile instead of action

Co-authored-by: hzxuzhonghu <13374016+hzxuzhonghu@users.noreply.github.com>

Author: Copilot

.github/workflows/lint.yml

@@ -31,10 +31,4 @@ jobs:
           go-version: '1.24'
 
       - name: Run golangci-lint
-        uses: golangci/golangci-lint-action@v6
-        with:
-          version: latest
-          # Optional: show only new issues if it's a pull request
-          only-new-issues: false
-          # Optional: if set to true then the action will use pre-installed Go
-          skip-go-installation: true
+        run: make lint

Makefile

@@ -132,9 +132,9 @@ vet: ## Run go vet against code.
 	go vet ./...
 
 # Run linter
-lint:
-	@echo "Running linter..."
-	golangci-lint run ./...
+.PHONY: lint
+lint: golangci-lint ## Run golangci-lint
+	$(GOLANGCI_LINT) run ./...
 
 # Install to system
 install: build
@@ -273,15 +273,22 @@ $(LOCALBIN):
 
 ## Tool Binaries
 CONTROLLER_GEN ?= $(LOCALBIN)/controller-gen
+GOLANGCI_LINT ?= $(LOCALBIN)/golangci-lint
 
 ## Tool Versions
 CONTROLLER_TOOLS_VERSION ?= v0.17.2
+GOLANGCI_LINT_VERSION ?= v1.64.1
 
 .PHONY: controller-gen
 controller-gen: $(CONTROLLER_GEN) ## Download controller-gen locally if necessary.
 $(CONTROLLER_GEN): $(LOCALBIN)
 	$(call go-install-tool,$(CONTROLLER_GEN),sigs.k8s.io/controller-tools/cmd/controller-gen,$(CONTROLLER_TOOLS_VERSION))
 
+.PHONY: golangci-lint
+golangci-lint: $(GOLANGCI_LINT) ## Download golangci-lint locally if necessary.
+$(GOLANGCI_LINT): $(LOCALBIN)
+	$(call go-install-tool,$(GOLANGCI_LINT),github.com/golangci/golangci-lint/cmd/golangci-lint,$(GOLANGCI_LINT_VERSION))
+
 # go-install-tool will 'go install' any package with custom target and name of binary, if it doesn't exist
 # $1 - target path with name of binary
 # $2 - package url which can be installed