diff --git a/CHANGELOG.md b/CHANGELOG.md
index a3a93b8e0..715388e37 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,14 @@ Newest first. `Unreleased` is what is on `main` and not yet tagged.
 
 ## Unreleased
 
+### The Python LangGraph Bot tells its model why the deployment refused a tool call
+
+When the deployment would not run a tool call from the Python LangGraph Bot — a token it no longer
+accepts, one issued to another Bot, or a malformed call — it answered with the status and a reason
+under `error`, and the Bot told its model only "Refused. Tool callback returned HTTP 403." The model
+could say a call was refused but not why, and could not correct a call the deployment had named as
+malformed. The reason now follows the status, the way the TypeScript LangGraph Bot already passes it
+on. A refusal with no readable reason reads exactly as before.
 ### A tool argument that starts with "Basic" or "Bearer" is no longer refused as a credential
 
 Content inspection read any MCP tool argument whose first word was "basic" or "bearer", in any case,
diff --git a/agent-langgraph-agui/src/tool_runtime.py b/agent-langgraph-agui/src/tool_runtime.py
index 4e52ffb8d..c6d5311e2 100644
--- a/agent-langgraph-agui/src/tool_runtime.py
+++ b/agent-langgraph-agui/src/tool_runtime.py
@@ -135,6 +135,21 @@ def next_step(state):
     return "tools"
 
 
+def _refusal_reason(response):
+    """The deployment's own reason for a callback it would not run, or nothing.
+
+    `/api/agent-tools/call` refuses with the reason under `error`, and the model can only tell the
+    person why, or correct a malformed call, if it is told. Read here rather than inside the
+    callback's error handler, so a body that is not JSON costs the reason and not the refusal.
+    """
+    try:
+        body = response.json()
+    except ValueError:
+        return ""
+    error = body.get("error") if isinstance(body, dict) else None
+    return f" {error.strip()}" if isinstance(error, str) and error.strip() else ""
+
+
 async def _call_tool(call, context):
     async def result():
         token = (os.environ.get("AGENT_TOOL_TOKEN") or "").strip()
@@ -166,7 +181,8 @@ async def result():
                 )
             if not response.is_success:
                 return (
-                    f"Refused. Tool callback returned HTTP {response.status_code}.",
+                    f"Refused. Tool callback returned HTTP {response.status_code}."
+                    f"{_refusal_reason(response)}",
                     True,
                 )
             body = response.json()
diff --git a/agent-langgraph-agui/tests/test_tool_protocol.py b/agent-langgraph-agui/tests/test_tool_protocol.py
index 627aedb66..70ffb00bd 100644
--- a/agent-langgraph-agui/tests/test_tool_protocol.py
+++ b/agent-langgraph-agui/tests/test_tool_protocol.py
@@ -74,8 +74,11 @@ def do_POST(self):
                 self.send_response(status)
                 self.send_header("Content-Type", "application/json")
                 self.end_headers()
+                reply = captured.get(
+                    "callback_body", {"text": "deployment result: public marker 43"}
+                )
                 self.wfile.write(
-                    json.dumps({"text": "deployment result: public marker 43"}).encode()
+                    reply if isinstance(reply, bytes) else json.dumps(reply).encode()
                 )
                 return
             captured["model"].append(body)
@@ -379,6 +382,36 @@ async def test_http_refusal_is_not_reported_as_tool_success(boundary):
     assert "deployment result" not in boundary["model"][-1]["messages"][-1]["content"]
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    ("status", "reply", "expected"),
+    [
+        (
+            403,
+            {"error": "That token is not for this Bot."},
+            "Refused. Tool callback returned HTTP 403. That token is not for this Bot.",
+        ),
+        (
+            400,
+            {"error": "  Tool args must be a JSON object.  "},
+            "Refused. Tool callback returned HTTP 400. Tool args must be a JSON object.",
+        ),
+        (401, {"error": "   "}, "Refused. Tool callback returned HTTP 401."),
+        (502, b"<html>Bad Gateway</html>", "Refused. Tool callback returned HTTP 502."),
+    ],
+)
+async def test_http_refusal_tells_the_model_the_deployments_reason(
+    boundary, status, reply, expected
+):
+    # `/api/agent-tools/call` answers a callback it will not run with the reason under `error`. The
+    # TypeScript LangGraph Bot passes that reason on (`agent-langgraph/src/tool-answer.ts`); without
+    # it the model knows only a status code, and cannot tell the person why or repair its call.
+    boundary["callback_status"] = status
+    boundary["callback_body"] = reply
+    await run_protocol(run_input(["granted_lookup"], deployment=["granted_lookup"]))
+    assert boundary["model"][-1]["messages"][-1]["content"] == expected
+
+
 @pytest.mark.asyncio
 async def test_next_request_does_not_inherit_old_tool_offer(boundary):
     body = run_input(["computer_navigate"])