diff --git a/apps/application/flow/step_node/variable_splitting_node/impl/base_variable_splitting_node.py b/apps/application/flow/step_node/variable_splitting_node/impl/base_variable_splitting_node.py
index f19d45b1d37..90a47613a46 100644
--- a/apps/application/flow/step_node/variable_splitting_node/impl/base_variable_splitting_node.py
+++ b/apps/application/flow/step_node/variable_splitting_node/impl/base_variable_splitting_node.py
@@ -7,11 +7,26 @@
     @desc:
 """
 import json
-from jsonpath_ng import parse
+from jsonpath_ng.ext import parse
+from common.cache.mem_cache import MemCache
 
 from application.flow.i_step_node import NodeResult
 from application.flow.step_node.variable_splitting_node.i_variable_splitting_node import IVariableSplittingNode
 
+jsonpath_expr_cache = MemCache('parse_path', {
+    'TIMEOUT': 3600, # 缓存有效期为 1 小时
+    'OPTIONS': {
+        'MAX_ENTRIES': 1000, # 最多缓存 500 个条目
+        'CULL_FREQUENCY': 10, # 达到上限时，删除约 1/10 的缓存
+    },
+})
+
+def parse_and_cache(path):
+    jsonpath_expr = jsonpath_expr_cache.get(path)
+    if not jsonpath_expr:
+        jsonpath_expr = parse(path)
+        jsonpath_expr_cache.set(path, jsonpath_expr)
+    return jsonpath_expr
 
 def smart_jsonpath_search(data: dict, path: str):
     """
@@ -21,7 +36,7 @@ def smart_jsonpath_search(data: dict, path: str):
     - 多个匹配: 返回值的列表
     - 无匹配: 返回None
     """
-    jsonpath_expr = parse(path)
+    jsonpath_expr = parse_and_cache(path)
     matches = jsonpath_expr.find(data)
 
     if not matches:
diff --git a/pyproject.toml b/pyproject.toml
index 4bb07772be0..64cb650f705 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -61,7 +61,7 @@ dependencies = [
     "websockets==15.0.1",
     "pylint==3.3.7",
     "cohere==5.17.0",
-    "jsonpath-ng==1.7.0",
+    "jsonpath-ng==1.8.0",
 ]
 
 [tool.uv]
diff --git a/ui/src/locales/lang/en-US/workflow.ts b/ui/src/locales/lang/en-US/workflow.ts
index 74fa49f04b4..d4268a6f242 100644
--- a/ui/src/locales/lang/en-US/workflow.ts
+++ b/ui/src/locales/lang/en-US/workflow.ts
@@ -507,7 +507,7 @@ You are a master of problem optimization, adept at accurately inferring user int
       expression: {
         label: 'Expression',
         placeholder: 'Please enter expression',
-        tooltip: 'Please use JSON Path expressions to split variables, e.g.: $.store.book',
+        tooltip: 'Please use JSON Path expressions to split variables, e.g.: $.store.book <a href="https://pypi.org/project/jsonpath-ng/1.8.0/" target="_blank" class="expression_tip">Click for details ➜ pypi.org</a>',
       },
     },
     parameterExtractionNode: {
diff --git a/ui/src/locales/lang/zh-CN/workflow.ts b/ui/src/locales/lang/zh-CN/workflow.ts
index 0f069ddeccd..cdb243d9d6a 100644
--- a/ui/src/locales/lang/zh-CN/workflow.ts
+++ b/ui/src/locales/lang/zh-CN/workflow.ts
@@ -498,7 +498,7 @@ export default {
       expression: {
         label: '表达式',
         placeholder: '请输入表达式',
-        tooltip: '请使用JSON Path 表达式拆分变量，例如：$.store.book',
+        tooltip: '请使用 JSON Path 表达式拆分变量，例如：$.store.book <a href="https://pypi.org/project/jsonpath-ng/1.8.0/" target="_blank" class="expression_tip">点击查看详情 ➜ pypi.org</a>',
       },
     },
     parameterExtractionNode: {
diff --git a/ui/src/locales/lang/zh-Hant/workflow.ts b/ui/src/locales/lang/zh-Hant/workflow.ts
index 25d844d783f..51ceadff86a 100644
--- a/ui/src/locales/lang/zh-Hant/workflow.ts
+++ b/ui/src/locales/lang/zh-Hant/workflow.ts
@@ -492,7 +492,7 @@ export default {
       expression: {
         label: '表達式',
         placeholder: '請輸入表達式',
-        tooltip: '請使用 JSON Path 表達式拆分變量，例如：$.store.book',
+        tooltip: '請使用 JSON Path 表達式拆分變量，例如：$.store.book <a href="https://pypi.org/project/jsonpath-ng/1.8.0/" target="_blank" class="expression_tip">點擊查看詳情 ➜ pypi.org</a>',
       },
     },
     parameterExtractionNode: {
diff --git a/ui/src/workflow/nodes/variable-splitting/component/VariableFieldDialog.vue b/ui/src/workflow/nodes/variable-splitting/component/VariableFieldDialog.vue
index 23af2555f7f..71834519fee 100644
--- a/ui/src/workflow/nodes/variable-splitting/component/VariableFieldDialog.vue
+++ b/ui/src/workflow/nodes/variable-splitting/component/VariableFieldDialog.vue
@@ -57,11 +57,11 @@
             >
             <el-tooltip
               effect="dark"
-              :content="
-                $t('workflow.nodes.variableSplittingNode.expression.tooltip')
-              "
               placement="right"
             >
+              <template #content>
+                <span v-html="$t('workflow.nodes.variableSplittingNode.expression.tooltip')"></span>
+              </template>
               <AppIcon iconName="app-warning" class="app-warning-icon"></AppIcon>
             </el-tooltip>
           </div>
@@ -161,4 +161,12 @@ const submit = async (formEl: FormInstance | undefined) => {
 
 defineExpose({ open, close })
 </script>
-<style lang="scss" scoped></style>
+<style lang="scss">
+.expression_tip {
+  color: var(--el-color-primary-light-5);
+
+  &:hover {
+    color: var(--el-color-primary-light-3);
+  }
+}
+</style>