diff --git a/pkg/package/package.go b/pkg/package/package.go
index 46e2dafa..94a70a4d 100644
--- a/pkg/package/package.go
+++ b/pkg/package/package.go
@@ -92,16 +92,28 @@ func LoadKclPkgWithOpts(options ...LoadOption) (*KclPkg, error) {
 		return nil, fmt.Errorf("could not load 'kcl.mod' in '%s'\n%w", pkgPath, err)
 	}
 	// 3. Sync the dependencies information in kcl.mod.lock with the dependencies in kcl.mod.
-	for _, name := range modFile.Dependencies.Deps.Keys() {
-		modDep, ok := modFile.Dependencies.Deps.Get(name)
+	for _, name := range deps.Deps.Keys() {
+		lockDep, ok := deps.Deps.Get(name)
 		if !ok {
 			return nil, fmt.Errorf("could not load 'kcl.mod' in '%s'\n%w", pkgPath, err)
 		}
-		if lockDep, ok := deps.Deps.Get(name); ok {
+		if modDep, ok := modFile.Dependencies.Deps.Get(name); ok {
 			lockDep.Source = modDep.Source
 			lockDep.LocalFullPath = modDep.LocalFullPath
-			deps.Deps.Set(name, lockDep)
+		} else {
+			// If there is no source in the lock file, fill the default oci registry.
+			if lockDep.Source.IsNilSource() {
+				lockDep.Source.Registry = &downloader.Registry{
+					Name: lockDep.Name,
+					Oci: &downloader.Oci{
+						Reg:  opts.Settings.DefaultOciRegistry(),
+						Repo: utils.JoinPath(opts.Settings.DefaultOciRepo(), lockDep.Name),
+						Tag:  lockDep.Version,
+					},
+				}
+			}
 		}
+		deps.Deps.Set(name, lockDep)
 	}
 
 	return &KclPkg{
diff --git a/pkg/package/package_test.go b/pkg/package/package_test.go
index d083aeaf..9b7d056c 100644
--- a/pkg/package/package_test.go
+++ b/pkg/package/package_test.go
@@ -10,6 +10,7 @@ import (
 	"kcl-lang.io/kpm/pkg/opt"
 	"kcl-lang.io/kpm/pkg/reporter"
 	"kcl-lang.io/kpm/pkg/runner"
+	"kcl-lang.io/kpm/pkg/settings"
 	"kcl-lang.io/kpm/pkg/utils"
 )
 
@@ -137,3 +138,20 @@ func TestLoadKclPkgFromTar(t *testing.T) {
 	err = os.RemoveAll(filepath.Join(testDir, "kcl1-v0.0.3"))
 	assert.Equal(t, err, nil)
 }
+
+// Test load package whose dependencies in kcl.mod and kcl.mod.lock is different
+func TestLoadPkgFromLock(t *testing.T) {
+	pkgPath := getTestDir("load_from_lock")
+	kpkg, err := LoadKclPkgWithOpts(
+		WithPath(pkgPath),
+		WithSettings(settings.GetSettings()),
+	)
+
+	assert.Equal(t, err, nil)
+	assert.Equal(t, kpkg.Dependencies.Deps.Len(), 1)
+	assert.Equal(t, kpkg.Dependencies.Deps.GetOrDefault("helloworld", TestPkgDependency).Name, "helloworld")
+	assert.Equal(t, kpkg.Dependencies.Deps.GetOrDefault("helloworld", TestPkgDependency).FullName, "helloworld_0.1.2")
+	assert.Equal(t, kpkg.Dependencies.Deps.GetOrDefault("helloworld", TestPkgDependency).Source.Registry.Oci.Reg, "ghcr.io")
+	assert.Equal(t, kpkg.Dependencies.Deps.GetOrDefault("helloworld", TestPkgDependency).Source.Registry.Oci.Repo, "kcl-lang/helloworld")
+	assert.Equal(t, kpkg.Dependencies.Deps.GetOrDefault("helloworld", TestPkgDependency).Source.Registry.Oci.Tag, "0.1.2")
+}
diff --git a/pkg/package/test_data/load_from_lock/kcl.mod b/pkg/package/test_data/load_from_lock/kcl.mod
new file mode 100644
index 00000000..ab8fa110
--- /dev/null
+++ b/pkg/package/test_data/load_from_lock/kcl.mod
@@ -0,0 +1,4 @@
+[package]
+name = "load_from_lock"
+edition = "v0.10.0"
+version = "0.0.1"
diff --git a/pkg/package/test_data/load_from_lock/kcl.mod.lock b/pkg/package/test_data/load_from_lock/kcl.mod.lock
new file mode 100644
index 00000000..e64da0b4
--- /dev/null
+++ b/pkg/package/test_data/load_from_lock/kcl.mod.lock
@@ -0,0 +1,5 @@
+[dependencies]
+  [dependencies.helloworld]
+    name = "helloworld"
+    full_name = "helloworld_0.1.2"
+    version = "0.1.2"
diff --git a/pkg/package/test_data/load_from_lock/main.k b/pkg/package/test_data/load_from_lock/main.k
new file mode 100644
index 00000000..fa7048e6
--- /dev/null
+++ b/pkg/package/test_data/load_from_lock/main.k
@@ -0,0 +1 @@
+The_first_kcl_program = 'Hello World!'
\ No newline at end of file