diff --git a/astrbot/core/agent/mcp_client.py b/astrbot/core/agent/mcp_client.py
index a8ff0fdb9..e514410a2 100644
--- a/astrbot/core/agent/mcp_client.py
+++ b/astrbot/core/agent/mcp_client.py
@@ -1,8 +1,9 @@
 import asyncio
+import copy
 import logging
 from contextlib import AsyncExitStack
 from datetime import timedelta
-from typing import Generic
+from typing import Any, Generic
 
 from tenacity import (
     before_sleep_log,
@@ -107,6 +108,55 @@ async def _quick_test_mcp_connection(config: dict) -> tuple[bool, str]:
         return False, f"{e!s}"
 
 
+def _normalize_mcp_input_schema(schema: dict[str, Any]) -> dict[str, Any]:
+    """Normalize common non-standard MCP JSON Schema variants.
+
+    Some MCP servers incorrectly mark required properties with a boolean
+    `required: true` on the property schema itself. Draft 2020-12 requires the
+    parent object to declare `required` as an array of property names instead.
+    We lift those booleans to the parent object so the schema remains usable
+    without disabling validation entirely.
+    """
+
+    def _normalize(node: Any) -> Any:
+        if isinstance(node, list):
+            return [_normalize(item) for item in node]
+
+        if not isinstance(node, dict):
+            return node
+
+        normalized = {key: _normalize(value) for key, value in node.items()}
+
+        properties = normalized.get("properties")
+        if isinstance(properties, dict):
+            required = normalized.get("required")
+            required_list = required[:] if isinstance(required, list) else []
+
+            for prop_name, prop_schema in properties.items():
+                if not isinstance(prop_schema, dict):
+                    continue
+
+                prop_required = prop_schema.get("required")
+                if isinstance(prop_required, bool):
+                    prop_schema.pop("required", None)
+                    if prop_required:
+                        required_list.append(prop_name)
+
+            if required_list:
+                seen: set[str] = set()
+                normalized["required"] = [
+                    name
+                    for name in required_list
+                    if not (name in seen or seen.add(name))
+                ]
+            elif isinstance(required, list):
+                normalized.pop("required", None)
+
+        return normalized
+
+    return _normalize(copy.deepcopy(schema))
+
+
 class MCPClient:
     def __init__(self) -> None:
         # Initialize session and client objects
@@ -382,7 +432,7 @@ def __init__(
         super().__init__(
             name=mcp_tool.name,
             description=mcp_tool.description or "",
-            parameters=mcp_tool.inputSchema,
+            parameters=_normalize_mcp_input_schema(mcp_tool.inputSchema),
         )
         self.mcp_tool = mcp_tool
         self.mcp_client = mcp_client
diff --git a/tests/unit/test_mcp_client_schema.py b/tests/unit/test_mcp_client_schema.py
new file mode 100644
index 000000000..d8d024634
--- /dev/null
+++ b/tests/unit/test_mcp_client_schema.py
@@ -0,0 +1,70 @@
+from types import SimpleNamespace
+from unittest.mock import MagicMock
+
+from astrbot.core.agent.mcp_client import MCPTool, _normalize_mcp_input_schema
+
+
+class TestNormalizeMcpInputSchema:
+    def test_lifts_property_level_required_booleans_to_parent_required_array(self):
+        schema = {
+            "type": "object",
+            "properties": {
+                "stock_code": {"type": "string", "required": True},
+                "market": {"type": "string", "required": False},
+            },
+        }
+
+        normalized = _normalize_mcp_input_schema(schema)
+
+        assert normalized["required"] == ["stock_code"]
+        assert "required" not in normalized["properties"]["stock_code"]
+        assert "required" not in normalized["properties"]["market"]
+        assert schema["properties"]["stock_code"]["required"] is True
+
+    def test_preserves_existing_required_arrays_while_fixing_nested_objects(self):
+        schema = {
+            "type": "object",
+            "required": ["server"],
+            "properties": {
+                "server": {
+                    "type": "object",
+                    "required": ["transport"],
+                    "properties": {
+                        "transport": {"type": "string"},
+                        "stock_code": {"type": "string", "required": True},
+                        "market": {"type": "string", "required": False},
+                    },
+                }
+            },
+        }
+
+        normalized = _normalize_mcp_input_schema(schema)
+
+        assert normalized["required"] == ["server"]
+        assert normalized["properties"]["server"]["required"] == [
+            "transport",
+            "stock_code",
+        ]
+        assert "required" not in normalized["properties"]["server"]["properties"]["stock_code"]
+        assert "required" not in normalized["properties"]["server"]["properties"]["market"]
+
+
+class TestMCPToolSchemaNormalization:
+    def test_mcp_tool_accepts_property_level_required_booleans(self):
+        mcp_tool = SimpleNamespace(
+            name="quote_lookup",
+            description="Lookup a quote",
+            inputSchema={
+                "type": "object",
+                "properties": {
+                    "stock_code": {"type": "string", "required": True},
+                    "market": {"type": "string", "required": False},
+                },
+            },
+        )
+
+        tool = MCPTool(mcp_tool, MagicMock(), "gf-securities")
+
+        assert tool.parameters["required"] == ["stock_code"]
+        assert "required" not in tool.parameters["properties"]["stock_code"]
+        assert "required" not in tool.parameters["properties"]["market"]