diff --git a/src/plyngent/agent/__init__.py b/src/plyngent/agent/__init__.py
index f3d9c50..e158b9f 100644
--- a/src/plyngent/agent/__init__.py
+++ b/src/plyngent/agent/__init__.py
@@ -10,6 +10,8 @@ from .events import ToolCallEvent as ToolCallEvent
 from .events import ToolResultEvent as ToolResultEvent
 from .loop import DEFAULT_MAX_ROUNDS as DEFAULT_MAX_ROUNDS
 from .loop import run_chat_loop as run_chat_loop
+from .tools import DangerClassifier as DangerClassifier
+from .tools import ToolConfirmHook as ToolConfirmHook
 from .tools import ToolDefinition as ToolDefinition
 from .tools import ToolRegistry as ToolRegistry
 from .tools import schema_from_callable as schema_from_callable
diff --git a/src/plyngent/agent/tools.py b/src/plyngent/agent/tools.py
index f7070ef..025b6e7 100644
--- a/src/plyngent/agent/tools.py
+++ b/src/plyngent/agent/tools.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import asyncio
 import inspect
 import types
 from collections.abc import Awaitable, Callable, Mapping
@@ -11,6 +12,8 @@ from plyngent.lmproto.openai_compatible.model import ToolFunction, ToolFunctionI
 from plyngent.typedef import JSONSchema  # noqa: TC001
 
 type ToolHandler = Callable[..., Any | Awaitable[Any]]
+type DangerClassifier = Callable[[str, Mapping[str, object]], str | None]
+type ToolConfirmHook = Callable[[str, Mapping[str, object], str], bool]
 
 _PRIMITIVE_SCHEMA: dict[type, JSONSchema] = {
     str: {"type": "string"},
@@ -146,9 +149,21 @@ class ToolRegistry:
     """Name → tool definition map with execution helpers."""
 
     _tools: dict[str, ToolDefinition]
+    _danger: DangerClassifier | None
+    _on_confirm: ToolConfirmHook | None
+    _confirm_lock: asyncio.Lock
 
-    def __init__(self, tools: Mapping[str, ToolDefinition] | list[ToolDefinition] | None = None) -> None:
+    def __init__(
+        self,
+        tools: Mapping[str, ToolDefinition] | list[ToolDefinition] | None = None,
+        *,
+        danger: DangerClassifier | None = None,
+        on_confirm: ToolConfirmHook | None = None,
+    ) -> None:
         self._tools = {}
+        self._danger = danger
+        self._on_confirm = on_confirm
+        self._confirm_lock = asyncio.Lock()
         if tools is None:
             return
         if isinstance(tools, list):
@@ -186,6 +201,22 @@ class ToolRegistry:
             return result
         return msgspec.json.encode(result).decode()
 
+    async def _maybe_confirm(self, name: str, args: dict[str, object]) -> str | None:
+        """Return an error string if the user denies a dangerous tool, else None."""
+        if self._danger is None or self._on_confirm is None:
+            return None
+        reason = self._danger(name, args)
+        if reason is None:
+            return None
+        async with self._confirm_lock:
+            # Re-check under the lock so parallel tools do not race the prompt.
+            reason = self._danger(name, args)
+            if reason is None:
+                return None
+            if self._on_confirm(name, args, reason):
+                return None
+        return f"error: user denied tool {name!r} ({reason})"
+
     async def execute(self, name: str, arguments_json: str) -> str:
         """Run a tool by name; returns a string result (errors become error text)."""
         definition = self._tools.get(name)
@@ -198,4 +229,7 @@ class ToolRegistry:
         if not isinstance(raw_args, dict):
             return "error: tool arguments must be a JSON object"
         args = {str(key): value for key, value in cast("dict[object, object]", raw_args).items()}
+        denied = await self._maybe_confirm(name, args)
+        if denied is not None:
+            return denied
         return await self._invoke(definition, args)
diff --git a/tests/test_agent/test_confirm.py b/tests/test_agent/test_confirm.py
new file mode 100644
index 0000000..96d3972
--- /dev/null
+++ b/tests/test_agent/test_confirm.py
@@ -0,0 +1,59 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+from plyngent.agent import ToolRegistry, tool
+from plyngent.tools.danger import classify_danger
+
+if TYPE_CHECKING:
+    from collections.abc import Mapping
+
+
+@tool
+def delete_path(path: str, *, recursive: bool = False) -> str:
+    del recursive
+    return f"deleted {path}"
+
+
+@tool
+def read_file(path: str) -> str:
+    return f"read {path}"
+
+
+async def test_confirm_allow() -> None:
+    decisions: list[str] = []
+
+    def on_confirm(name: str, args: Mapping[str, object], reason: str) -> bool:
+        del args
+        decisions.append(f"{name}:{reason}")
+        return True
+
+    registry = ToolRegistry(
+        [delete_path, read_file],
+        danger=classify_danger,
+        on_confirm=on_confirm,
+    )
+    assert await registry.execute("delete_path", '{"path": "a.txt"}') == "deleted a.txt"
+    assert len(decisions) == 1
+    assert await registry.execute("read_file", '{"path": "a.txt"}') == "read a.txt"
+    assert len(decisions) == 1
+
+
+async def test_confirm_deny() -> None:
+    def on_confirm(name: str, args: Mapping[str, object], reason: str) -> bool:
+        del name, args, reason
+        return False
+
+    registry = ToolRegistry(
+        [delete_path],
+        danger=classify_danger,
+        on_confirm=on_confirm,
+    )
+    out = await registry.execute("delete_path", '{"path": "a.txt"}')
+    assert "denied" in out
+    assert "delete" in out
+
+
+async def test_no_hooks_skips_confirm() -> None:
+    registry = ToolRegistry([delete_path])
+    assert await registry.execute("delete_path", '{"path": "a.txt"}') == "deleted a.txt"