diff --git a/scripts/gdb/lvglgdb/__init__.py b/scripts/gdb/lvglgdb/__init__.py
index 91f89a0127..d8436fddf1 100644
--- a/scripts/gdb/lvglgdb/__init__.py
+++ b/scripts/gdb/lvglgdb/__init__.py
@@ -1,4 +1,4 @@
-from .value import Value
+from .value import Value, ValueInput
 from .lvgl import (
     curr_inst,
     LVDisplay,
@@ -44,6 +44,7 @@ __all__ = [
     "decode_selector",
     "format_style_value",
     "Value",
+    "ValueInput",
     "LVCacheEntry",
     "LVCacheLRURB",
     "LVCacheLRURBIterator",
diff --git a/scripts/gdb/lvglgdb/cmds/core/lv_obj.py b/scripts/gdb/lvglgdb/cmds/core/lv_obj.py
index 8f59e1fa07..9b98d58730 100644
--- a/scripts/gdb/lvglgdb/cmds/core/lv_obj.py
+++ b/scripts/gdb/lvglgdb/cmds/core/lv_obj.py
@@ -3,7 +3,6 @@ import gdb
 
 from lvglgdb.lvgl import curr_inst
 from lvglgdb.lvgl import LVObject, dump_obj_info
-from lvglgdb.value import Value
 
 
 class DumpObj(gdb.Command):
@@ -52,7 +51,7 @@ class DumpObj(gdb.Command):
 
         if args.root:
             root = gdb.parse_and_eval(args.root)
-            root = LVObject(Value(root))
+            root = LVObject(root)
             self.dump_obj(root, limit=args.level)
         else:
             # dump all displays
diff --git a/scripts/gdb/lvglgdb/cmds/misc/lv_style.py b/scripts/gdb/lvglgdb/cmds/misc/lv_style.py
index dc6f609c2e..61c6f65b36 100644
--- a/scripts/gdb/lvglgdb/cmds/misc/lv_style.py
+++ b/scripts/gdb/lvglgdb/cmds/misc/lv_style.py
@@ -1,7 +1,6 @@
 import argparse
 import gdb
 
-from lvglgdb.value import Value
 from lvglgdb.lvgl import LVStyle, dump_obj_styles
 
 
@@ -38,12 +37,12 @@ class InfoStyle(gdb.Command):
             if not obj:
                 print("Invalid obj:", args.obj)
                 return
-            dump_obj_styles(Value(obj))
+            dump_obj_styles(obj)
         elif args.style:
             style = gdb.parse_and_eval(args.style)
             if not style:
                 print("Invalid style:", args.style)
                 return
-            LVStyle(Value(style)).print_entries()
+            LVStyle(style).print_entries()
         else:
             print("Usage: info style <style_var> or info style --obj <obj_var>")
diff --git a/scripts/gdb/lvglgdb/lvgl/core/lv_obj.py b/scripts/gdb/lvglgdb/lvgl/core/lv_obj.py
index 25fc61bad6..362fdfb738 100644
--- a/scripts/gdb/lvglgdb/lvgl/core/lv_obj.py
+++ b/scripts/gdb/lvglgdb/lvgl/core/lv_obj.py
@@ -1,4 +1,4 @@
-from lvglgdb.value import Value
+from lvglgdb.value import Value, ValueInput
 from lvglgdb.lvgl.misc.lv_style import LVStyle, StyleEntry, decode_selector
 
 
@@ -29,8 +29,8 @@ class ObjStyle:
 class LVObject(Value):
     """LVGL object"""
 
-    def __init__(self, obj: Value):
-        super().__init__(obj.cast("lv_obj_t", ptr=True))
+    def __init__(self, obj: ValueInput):
+        super().__init__(Value.normalize(obj, "lv_obj_t"))
 
     @property
     def class_name(self):
@@ -102,9 +102,9 @@ def dump_obj_info(obj: LVObject):
     print(f"{clzname}@{hex(obj)} {coords}")
 
 
-def dump_obj_styles(obj: Value):
+def dump_obj_styles(obj: ValueInput):
     """Print all styles of an object, reusing LVStyle.print_entries()."""
-    lv_obj = LVObject(Value(obj))
+    lv_obj = LVObject(obj)
 
     has_any = False
     for obj_style in lv_obj.obj_styles:
diff --git a/scripts/gdb/lvglgdb/lvgl/display/lv_display.py b/scripts/gdb/lvglgdb/lvgl/display/lv_display.py
index e6643c572d..f27f466e09 100644
--- a/scripts/gdb/lvglgdb/lvgl/display/lv_display.py
+++ b/scripts/gdb/lvglgdb/lvgl/display/lv_display.py
@@ -1,13 +1,13 @@
 from ..core.lv_obj import LVObject
 from ..draw.lv_draw_buf import LVDrawBuf
-from lvglgdb.value import Value
+from lvglgdb.value import Value, ValueInput
 
 
 class LVDisplay(Value):
     """LVGL display"""
 
-    def __init__(self, disp: Value):
-        super().__init__(disp)
+    def __init__(self, disp: ValueInput):
+        super().__init__(Value.normalize(disp, "lv_display_t"))
 
     @property
     def hor_res(self) -> int:
diff --git a/scripts/gdb/lvglgdb/lvgl/draw/lv_draw_buf.py b/scripts/gdb/lvglgdb/lvgl/draw/lv_draw_buf.py
index 96e52874d7..8037702f72 100644
--- a/scripts/gdb/lvglgdb/lvgl/draw/lv_draw_buf.py
+++ b/scripts/gdb/lvglgdb/lvgl/draw/lv_draw_buf.py
@@ -5,7 +5,7 @@ import gdb
 import numpy as np
 from PIL import Image
 
-from lvglgdb.value import Value
+from lvglgdb.value import Value, ValueInput
 
 
 class LVDrawBuf(Value):
@@ -25,8 +25,8 @@ class LVDrawBuf(Value):
         "XRGB8888": 32,
     }
 
-    def __init__(self, draw_buf: Value):
-        super().__init__(draw_buf)
+    def __init__(self, draw_buf: ValueInput):
+        super().__init__(Value.normalize(draw_buf, "lv_draw_buf_t"))
         self._init_color_formats()
 
     def _init_color_formats(self):
diff --git a/scripts/gdb/lvglgdb/lvgl/misc/lv_cache.py b/scripts/gdb/lvglgdb/lvgl/misc/lv_cache.py
index beeea4cc75..8fbc910b8b 100644
--- a/scripts/gdb/lvglgdb/lvgl/misc/lv_cache.py
+++ b/scripts/gdb/lvglgdb/lvgl/misc/lv_cache.py
@@ -1,34 +1,21 @@
 from typing import Union, List, Optional, Dict
 import gdb
 
-from lvglgdb.value import Value
+from lvglgdb.value import Value, ValueInput
 from .lv_cache_iter_factory import create_cache_iterator
 
 
 class LVCache(Value):
     """LVGL cache wrapper - focuses on cache-level operations"""
 
-    def __init__(
-        self, cache: Union[Value, gdb.Value, int], datatype: Union[gdb.Type, str]
-    ):
-        # Convert to Value first if needed
-        if isinstance(cache, int):
-            cache = Value(cache).cast("lv_cache_t", ptr=True)
-            if cache is None:
-                raise ValueError("Failed to cast pointer to lv_cache_t")
-        elif isinstance(cache, gdb.Value) and not isinstance(cache, Value):
-            cache = Value(cache)
-        elif not cache:
-            raise ValueError("Invalid cache")
-
+    def __init__(self, cache: ValueInput, datatype: Union[gdb.Type, str]):
+        super().__init__(Value.normalize(cache, "lv_cache_t"))
         self.datatype = (
             gdb.lookup_type(datatype).pointer()
             if isinstance(datatype, str)
             else datatype
         )
 
-        super().__init__(cache)
-
     def print_info(self):
         """Dump cache information"""
         print(f"Cache Info:")
@@ -91,9 +78,7 @@ class LVCache(Value):
             print(f"  ... {cache_entries_cnt - count} more entries not shown")
 
 
-def dump_cache_info(
-    cache: Union[Value, gdb.Value, int], datatype: Union[gdb.Type, str]
-):
+def dump_cache_info(cache: ValueInput, datatype: Union[gdb.Type, str]):
     """Dump cache information"""
     cache_obj = LVCache(cache, datatype)
     cache_obj.print_info()
diff --git a/scripts/gdb/lvglgdb/lvgl/misc/lv_cache_entry.py b/scripts/gdb/lvglgdb/lvgl/misc/lv_cache_entry.py
index 1120bb058c..a29b8e79d8 100644
--- a/scripts/gdb/lvglgdb/lvgl/misc/lv_cache_entry.py
+++ b/scripts/gdb/lvglgdb/lvgl/misc/lv_cache_entry.py
@@ -1,37 +1,22 @@
 from typing import Union
 import gdb
 
-from lvglgdb.value import Value
+from lvglgdb.value import Value, ValueInput
 
 
 class LVCacheEntry(Value):
     """LVGL cache entry wrapper - focuses on entry-level operations"""
 
-    def __init__(
-        self, entry: Union[Value, gdb.Value, int], datatype: Union[gdb.Type, str]
-    ):
-        # Convert to Value first if needed
-        if isinstance(entry, int):
-            entry = Value(entry).cast("lv_cache_entry_t", ptr=True)
-            if entry is None:
-                raise ValueError("Failed to cast pointer to lv_cache_entry_t")
-        elif isinstance(entry, gdb.Value) and not isinstance(entry, Value):
-            entry = Value(entry)
-        elif not entry:
-            raise ValueError("Invalid cache entry")
-
+    def __init__(self, entry: ValueInput, datatype: Union[gdb.Type, str]):
+        super().__init__(Value.normalize(entry, "lv_cache_entry_t"))
         self.datatype = (
             gdb.lookup_type(datatype).pointer()
             if isinstance(datatype, str)
             else datatype
         )
 
-        super().__init__(entry)
-
     @classmethod
-    def from_data_ptr(
-        cls, data_ptr: Union[Value, gdb.Value, int], datatype: Union[gdb.Type, str]
-    ):
+    def from_data_ptr(cls, data_ptr: ValueInput, datatype: Union[gdb.Type, str]):
         """Create LVCacheEntry from data pointer"""
 
         if data_ptr.type == gdb.lookup_type("void").pointer() and datatype is None:
@@ -95,9 +80,7 @@ class LVCacheEntry(Value):
         return super().__str__()
 
 
-def dump_cache_entry_info(
-    entry: Union[Value, gdb.Value, int], datatype: Union[gdb.Type, str]
-):
+def dump_cache_entry_info(entry: ValueInput, datatype: Union[gdb.Type, str]):
     """Dump cache entry information"""
     entry_obj = LVCacheEntry(entry, datatype)
     entry_obj.print_info()
diff --git a/scripts/gdb/lvglgdb/lvgl/misc/lv_cache_lru_rb.py b/scripts/gdb/lvglgdb/lvgl/misc/lv_cache_lru_rb.py
index 5f784d3014..6b444d0816 100644
--- a/scripts/gdb/lvglgdb/lvgl/misc/lv_cache_lru_rb.py
+++ b/scripts/gdb/lvglgdb/lvgl/misc/lv_cache_lru_rb.py
@@ -1,7 +1,6 @@
-from typing import Union, List, Optional
 import gdb
 
-from lvglgdb.value import Value
+from lvglgdb.value import Value, ValueInput
 from .lv_cache_iter_base import LVCacheIteratorBase
 from .lv_rb import LVRedBlackTree
 from .lv_cache_entry import LVCacheEntry
@@ -42,18 +41,10 @@ class LVCacheLRURBIterator(LVCacheIteratorBase):
 class LVCacheLRURB(LVCache):
     """LVGL LRU-based cache using red-black tree iterator"""
 
-    def __init__(self, cache: Union[Value, gdb.Value, int]):
-        # Convert to Value first if needed
-        if isinstance(cache, int):
-            cache = Value(cache).cast("lv_cache_lru_rb_t", ptr=True)
-            if cache is None:
-                raise ValueError("Failed to cast pointer to lv_cache_lru_rb_t")
-        elif isinstance(cache, gdb.Value) and not isinstance(cache, Value):
-            cache = Value(cache)
-        elif not cache:
-            raise ValueError("Invalid cache")
-        self.cache_base = cache
-        super().__init__(cache, cache.datatype)
+    def __init__(self, cache: ValueInput):
+        datatype = cache.datatype if isinstance(cache, LVCache) else None
+        super().__init__(cache, datatype)
+        self.cache_base = Value(self)
 
     def print_info(self):
         """Dump LRU RB cache information"""
@@ -98,7 +89,7 @@ class LVCacheLRURB(LVCache):
         return entries
 
 
-def dump_lru_rb_cache_info(cache: Union[Value, gdb.Value, int]):
+def dump_lru_rb_cache_info(cache: ValueInput):
     """Dump LRU RB cache information"""
     cache_obj = LVCacheLRURB(cache)
     cache_obj.print_info()
diff --git a/scripts/gdb/lvglgdb/lvgl/misc/lv_ll.py b/scripts/gdb/lvglgdb/lvgl/misc/lv_ll.py
index abb038c88c..4e5c369532 100644
--- a/scripts/gdb/lvglgdb/lvgl/misc/lv_ll.py
+++ b/scripts/gdb/lvglgdb/lvgl/misc/lv_ll.py
@@ -1,16 +1,14 @@
 from typing import Union
 import gdb
 
-from lvglgdb.value import Value
+from lvglgdb.value import Value, ValueInput
 
 
 class LVList(Value):
     """LVGL linked list iterator"""
 
-    def __init__(self, ll: Value, nodetype: Union[gdb.Type, str] = None):
-        if not ll:
-            raise ValueError("Invalid linked list")
-        super().__init__(ll)
+    def __init__(self, ll: ValueInput, nodetype: Union[gdb.Type, str] = None):
+        super().__init__(Value.normalize(ll, "lv_ll_t"))
 
         self.nodetype = (
             gdb.lookup_type(nodetype).pointer()
diff --git a/scripts/gdb/lvglgdb/lvgl/misc/lv_rb.py b/scripts/gdb/lvglgdb/lvgl/misc/lv_rb.py
index 9148986e44..b3f0b02a67 100644
--- a/scripts/gdb/lvglgdb/lvgl/misc/lv_rb.py
+++ b/scripts/gdb/lvglgdb/lvgl/misc/lv_rb.py
@@ -1,28 +1,15 @@
 from typing import Union
 import gdb
 
-from lvglgdb.value import Value
+from lvglgdb.value import Value, ValueInput
 
 
 class LVRedBlackTree(Value):
     """LVGL red-black tree iterator"""
 
-    def __init__(
-        self, rb: Union[Value, gdb.Value, int], datatype: Union[gdb.Type, str] = None
-    ):
-        # Convert to Value first if needed
-        if isinstance(rb, int):
-            rb = Value(rb).cast("lv_rb_t", ptr=True)
-            if rb is None:
-                raise ValueError("Failed to cast pointer to lv_rb_t")
-        elif isinstance(rb, gdb.Value) and not isinstance(rb, Value):
-            rb = Value(rb)
-        elif not rb:
-            raise ValueError("Invalid red-black tree")
-        super().__init__(rb)
-
+    def __init__(self, rb: ValueInput, datatype: Union[gdb.Type, str] = None):
+        super().__init__(Value.normalize(rb, "lv_rb_t"))
         self.lv_rb_node_t = gdb.lookup_type("lv_rb_node_t").pointer()
-
         self.datatype = (
             gdb.lookup_type(datatype).pointer()
             if isinstance(datatype, str)
@@ -175,9 +162,7 @@ class LVRedBlackTreeIterator:
         return f"LVRedBlackTreeIterator(current=0x{int(current):x})"
 
 
-def dump_rb_info(
-    rb: Union[Value, gdb.Value, int], datatype: Union[gdb.Type, str] = None
-):
+def dump_rb_info(rb: ValueInput, datatype: Union[gdb.Type, str] = None):
     """Dump red-black tree information"""
     tree = LVRedBlackTree(rb, datatype=datatype)
     tree.print_info()
diff --git a/scripts/gdb/lvglgdb/lvgl/misc/lv_style.py b/scripts/gdb/lvglgdb/lvgl/misc/lv_style.py
index a4dc9e800b..eff7b1edc1 100644
--- a/scripts/gdb/lvglgdb/lvgl/misc/lv_style.py
+++ b/scripts/gdb/lvglgdb/lvgl/misc/lv_style.py
@@ -3,7 +3,7 @@ from typing import Iterator
 
 import gdb
 from prettytable import PrettyTable
-from lvglgdb.value import Value
+from lvglgdb.value import Value, ValueInput
 from .lv_style_consts import (
     STYLE_PROP_NAMES,
     PART_NAMES,
@@ -74,12 +74,8 @@ class StyleEntry:
 class LVStyle(Value):
     """LVGL style wrapper for lv_style_t."""
 
-    def __init__(self, style: Value):
-        # Ensure we always hold a lv_style_t* pointer, like LVObject does
-        typ = style.type.strip_typedefs()
-        if typ.code != gdb.TYPE_CODE_PTR:
-            style = Value(style.address)
-        super().__init__(style.cast("lv_style_t", ptr=True))
+    def __init__(self, style: ValueInput):
+        super().__init__(Value.normalize(style, "lv_style_t"))
 
     def __iter__(self) -> Iterator[StyleEntry]:
         prop_cnt = int(self.prop_cnt)
diff --git a/scripts/gdb/lvglgdb/value.py b/scripts/gdb/lvglgdb/value.py
index 0ea7705406..e5e0ce3c45 100644
--- a/scripts/gdb/lvglgdb/value.py
+++ b/scripts/gdb/lvglgdb/value.py
@@ -7,6 +7,47 @@ class Value(gdb.Value):
     def __init__(self, value: Union[gdb.Value, "Value"]):
         super().__init__(value)
 
+    @staticmethod
+    def normalize(val: "ValueInput", target_type: Optional[str] = None) -> "Value":
+        """Normalize input to a typed Value pointer.
+
+        Args:
+            val: Input value - int (address), gdb.Value, or Value instance
+            target_type: C type name (e.g. "lv_obj_t"). If provided,
+                         result is cast to target_type*
+
+        Returns:
+            Value instance, optionally cast to target_type*
+
+        Raises:
+            ValueError: If target_type lookup fails or cast fails
+        """
+        if isinstance(val, int):
+            val = gdb.Value(val)
+
+        if not isinstance(val, Value):
+            val = Value(val)
+
+        if target_type is not None:
+            try:
+                gdb.lookup_type(target_type)
+            except gdb.error:
+                raise ValueError(f"Type not found: {target_type}")
+
+            typ = val.type.strip_typedefs()
+            if typ.code != gdb.TYPE_CODE_PTR:
+                if typ.code in (gdb.TYPE_CODE_INT, gdb.TYPE_CODE_ENUM):
+                    val = Value(val.cast(gdb.lookup_type(target_type).pointer()))
+                else:
+                    val = Value(val.address)
+
+            result = val.cast(target_type, ptr=True)
+            if result is None:
+                raise ValueError(f"Failed to cast to {target_type}*")
+            val = result
+
+        return val
+
     def __getitem__(self, key):
         try:
             value = super().__getitem__(key)
@@ -61,3 +102,7 @@ class Value(gdb.Value):
             pass
 
         return f"Value({self.__str__()})"
+
+
+# Type alias for all wrapper class __init__ parameters
+ValueInput = Union[int, gdb.Value, Value]