diff --git a/plugins/py_detect.py b/plugins/py_detect.py
index e5094f7..ddccb7a 100644
--- a/plugins/py_detect.py
+++ b/plugins/py_detect.py
@@ -351,6 +351,22 @@ class _ScopeAnalyzer(ast.NodeVisitor):
         self.generic_visit(node)
         self.scope_stack.pop()
 
+    def visit_Import(self, node: ast.Import):
+        if self.scope_stack:
+            for alias in node.names:
+                name = (alias.asname or alias.name).split(".")[0]
+                self.scope_stack[-1][name] = "导入"   # 函数内 import (局部导入)
+        self.generic_visit(node)
+
+    def visit_ImportFrom(self, node: ast.ImportFrom):
+        if self.scope_stack:
+            for alias in node.names:
+                if alias.name == "*":
+                    continue
+                name = alias.asname or alias.name
+                self.scope_stack[-1][name] = "导入"
+        self.generic_visit(node)
+
     def visit_Lambda(self, node: ast.Lambda):
         for a in node.args.args:
             self._declare(a.arg)
diff --git a/tests/test_py_detect.py b/tests/test_py_detect.py
index 7e2a74c..c1cf499 100644
--- a/tests/test_py_detect.py
+++ b/tests/test_py_detect.py
@@ -580,6 +580,19 @@ class TestDataFlow:
         assert "E002" not in {d["code"] for d in pd.analyze(src, "t.py")}
         assert "E004" not in {d["code"] for d in pd.analyze(src, "t.py")}
 
+    def test_function_local_import_ok(self, pd):
+        """函数内 import 不得误报 E002 (标准库 aifc math / argparse copy 场景)"""
+        src = ("def f(x):\n"
+               "    import math\n"
+               "    return math.frexp(x)\n")
+        assert "E002" not in {d["code"] for d in pd.analyze(src, "t.py")}
+
+    def test_function_local_import_from_ok(self, pd):
+        src = ("def f():\n"
+               "    from math import sqrt\n"
+               "    return sqrt(4)\n")
+        assert "E002" not in {d["code"] for d in pd.analyze(src, "t.py")}
+
     def test_const_iter_always_runs(self, pd):
         """for f in ('a','b','c'): 常量非空 → 循环变量确定 (pydantic v1 host 场景)"""
         src = ("def f(parts):\n"