diff --git a/scripts/ci.sh b/scripts/ci.sh
index 7e7a165..a629068 100755
--- a/scripts/ci.sh
+++ b/scripts/ci.sh
@@ -7,7 +7,6 @@
 set -euo pipefail
 
 ROOT="$(cd "$(dirname "$0")/.." && pwd)"
-export PATH="$HOME/go/bin:$PATH"
 
 cd "$ROOT"
 
@@ -24,8 +23,7 @@ echo "========================================"
 # 1. 格式检查
 echo ""
 echo "==> 1/3 格式检查 (gofumpt + goimports)"
-test -z "$(gofumpt -l internal/ cmd/)" || { echo "gofumpt: 以下文件格式不正确："; gofumpt -l internal/ cmd/; exit 1; }
-test -z "$(goimports -l internal/ cmd/)" || { echo "goimports: 以下文件 import 不规范："; goimports -l internal/ cmd/; exit 1; }
+make fmt-check
 
 # 2. 编译检查
 echo ""
@@ -36,9 +34,9 @@ go build ./...
 echo ""
 echo "==> 3/3 静态分析 (golangci-lint)"
 if $STRICT; then
-    golangci-lint run ./...
+    make lint-strict
 else
-    golangci-lint run ./... || true
+    make lint
 fi
 
 echo ""