diff --git a/cycode/cli/apps/ai_guardrails/ides/base.py b/cycode/cli/apps/ai_guardrails/ides/base.py
index 84e4315f..29b4b200 100644
--- a/cycode/cli/apps/ai_guardrails/ides/base.py
+++ b/cycode/cli/apps/ai_guardrails/ides/base.py
@@ -157,6 +157,15 @@ def matches_payload(self, raw_payload: dict) -> bool:
         event (e.g. Cursor reading Claude Code hooks from ~/.claude/settings.json).
         """
 
+    def is_synthetic_prompt(self, raw_payload: dict) -> bool:
+        """Return True when a prompt event carries IDE/harness-generated content
+        rather than text the user typed.
+
+        Synthetic prompts are skipped without scanning or telemetry.
+        Default: False. Override for IDEs that inject synthetic user turns.
+        """
+        return False
+
     @abstractmethod
     def parse_hook_payload(self, raw_payload: dict) -> AIHookPayload:
         """Normalize a raw stdin payload into the canonical ``AIHookPayload``."""
diff --git a/cycode/cli/apps/ai_guardrails/ides/claude_code.py b/cycode/cli/apps/ai_guardrails/ides/claude_code.py
index f48794ef..1b3f618b 100644
--- a/cycode/cli/apps/ai_guardrails/ides/claude_code.py
+++ b/cycode/cli/apps/ai_guardrails/ides/claude_code.py
@@ -22,6 +22,10 @@
 
 _CLAUDE_CODE_EVENT_NAMES = frozenset({'UserPromptSubmit', 'PreToolUse'})
 
+# When a fork/subagent completes, the harness injects its result into the parent
+# session as a synthetic user turn, which fires UserPromptSubmit.
+_SYNTHETIC_PROMPT_PREFIXES = ('<task-notification>',)
+
 _USER_HOOKS_DIR = Path.home() / '.claude'
 _HOOKS_FILE_NAME = 'settings.json'
 _REPO_SUBDIR = '.claude'
@@ -284,6 +288,12 @@ def matches_payload(self, raw_payload: dict) -> bool:
         # processed as Claude Code events.
         return raw_payload.get('hook_event_name', '') in _CLAUDE_CODE_EVENT_NAMES and 'transcript_path' in raw_payload
 
+    def is_synthetic_prompt(self, raw_payload: dict) -> bool:
+        if raw_payload.get('hook_event_name') != 'UserPromptSubmit':
+            return False
+        prompt = raw_payload.get('prompt') or ''
+        return prompt.lstrip().startswith(_SYNTHETIC_PROMPT_PREFIXES)
+
     def parse_hook_payload(self, raw_payload: dict) -> AIHookPayload:
         hook_event_name = raw_payload.get('hook_event_name', '')
         tool_name = raw_payload.get('tool_name', '')
diff --git a/cycode/cli/apps/ai_guardrails/scan/scan_command.py b/cycode/cli/apps/ai_guardrails/scan/scan_command.py
index cad92263..1a389d5e 100644
--- a/cycode/cli/apps/ai_guardrails/scan/scan_command.py
+++ b/cycode/cli/apps/ai_guardrails/scan/scan_command.py
@@ -116,6 +116,14 @@ def scan_command(
         output_json(ide_integration.build_hook_response(HookDecision.allow(AiHookEventType.PROMPT)))
         return
 
+    # Fork/subagent completions arrive as synthetic user turns (e.g. Claude Code's
+    # <task-notification>); they are agent-generated, not user prompts - skip before
+    # parse_hook_payload, which reads the transcript and IDE config from disk.
+    if ide_integration.is_synthetic_prompt(payload):
+        logger.debug('Synthetic prompt detected, skipping scan')
+        output_json(ide_integration.build_hook_response(HookDecision.allow(AiHookEventType.PROMPT)))
+        return
+
     unified_payload = ide_integration.parse_hook_payload(payload)
     event_name = unified_payload.event_name
     logger.debug(
diff --git a/tests/cli/commands/ai_guardrails/ides/test_claude_code.py b/tests/cli/commands/ai_guardrails/ides/test_claude_code.py
index 60fb331e..4dcab376 100644
--- a/tests/cli/commands/ai_guardrails/ides/test_claude_code.py
+++ b/tests/cli/commands/ai_guardrails/ides/test_claude_code.py
@@ -50,6 +50,37 @@ def test_matches_payload_rejects_vscode_copilot_payloads() -> None:
     )
 
 
+def test_is_synthetic_prompt_task_notification() -> None:
+    claude = ClaudeCode()
+    payload = {
+        'hook_event_name': 'UserPromptSubmit',
+        'session_id': 'session-123',
+        'prompt': '<task-notification>Task dummy-task-1 completed</task-notification>',
+    }
+    assert claude.is_synthetic_prompt(payload) is True
+
+    payload['prompt'] = '  \n<task-notification>Task dummy-task-2 completed</task-notification>'
+    assert claude.is_synthetic_prompt(payload) is True
+
+
+def test_is_synthetic_prompt_regular_prompt() -> None:
+    claude = ClaudeCode()
+    assert claude.is_synthetic_prompt({'hook_event_name': 'UserPromptSubmit', 'prompt': 'Test prompt'}) is False
+    assert claude.is_synthetic_prompt({'hook_event_name': 'UserPromptSubmit', 'prompt': ''}) is False
+    assert claude.is_synthetic_prompt({'hook_event_name': 'UserPromptSubmit'}) is False
+
+
+def test_is_synthetic_prompt_ignores_tool_events() -> None:
+    claude = ClaudeCode()
+    payload = {
+        'hook_event_name': 'PreToolUse',
+        'tool_name': 'Read',
+        'tool_input': {'file_path': '/path/to/file'},
+        'prompt': '<task-notification>not a prompt event</task-notification>',
+    }
+    assert claude.is_synthetic_prompt(payload) is False
+
+
 def test_parse_prompt_payload() -> None:
     unified = ClaudeCode().parse_hook_payload(
         {
diff --git a/tests/cli/commands/ai_guardrails/ides/test_contract.py b/tests/cli/commands/ai_guardrails/ides/test_contract.py
index 7d7ab773..0984c97a 100644
--- a/tests/cli/commands/ai_guardrails/ides/test_contract.py
+++ b/tests/cli/commands/ai_guardrails/ides/test_contract.py
@@ -82,6 +82,11 @@ def test_matches_payload_rejects_unrelated_event_names(ide: IDE) -> None:
     assert ide.matches_payload({'hook_event_name': 'completely-fabricated-event'}) is False
 
 
+def test_is_synthetic_prompt_rejects_empty(ide: IDE) -> None:
+    """The safe default: no payload is ever treated as synthetic unless an IDE opts in."""
+    assert ide.is_synthetic_prompt({}) is False
+
+
 @pytest.mark.parametrize('event_type', list(AiHookEventType))
 def test_build_hook_response_allow_returns_dict(ide: IDE, event_type: AiHookEventType) -> None:
     """ALLOW for every canonical event type yields a serializable dict."""
diff --git a/tests/cli/commands/ai_guardrails/scan/test_scan_command.py b/tests/cli/commands/ai_guardrails/scan/test_scan_command.py
index 349a1ee3..8b7b611e 100644
--- a/tests/cli/commands/ai_guardrails/scan/test_scan_command.py
+++ b/tests/cli/commands/ai_guardrails/scan/test_scan_command.py
@@ -81,6 +81,33 @@ def test_cursor_payload_with_claude_code_ide(
         assert response == {}  # Claude Code allow_prompt returns empty dict
 
 
+class TestSyntheticPromptSkipsProcessing:
+    """Tests that verify synthetic (harness-generated) prompts cause early exit without API calls."""
+
+    def test_task_notification_prompt_skipped(
+        self,
+        mock_ctx: MagicMock,
+        mocker: MockerFixture,
+        capsys: pytest.CaptureFixture[str],
+        mock_scan_command_deps: dict[str, MagicMock],
+    ) -> None:
+        """Fork/subagent completions arrive as synthetic <task-notification> user turns
+        that fire UserPromptSubmit in the parent session; they must not be scanned."""
+        payload = {
+            'hook_event_name': 'UserPromptSubmit',
+            'session_id': 'session-123',
+            'transcript_path': '/home/user/.claude/projects/transcript.jsonl',
+            'prompt': '<task-notification>Task dummy-task-1 completed</task-notification>',
+        }
+        mocker.patch('sys.stdin', StringIO(json.dumps(payload)))
+
+        scan_command(mock_ctx, ide='claude-code')
+
+        _assert_no_api_calls(mock_scan_command_deps)
+        response = json.loads(capsys.readouterr().out)
+        assert response == {}  # Claude Code allow_prompt returns empty dict
+
+
 class TestInvalidPayloadSkipsProcessing:
     """Tests that verify invalid payloads cause early exit without API calls."""