diff --git a/apps/api/src/services/telegram_gateway.py b/apps/api/src/services/telegram_gateway.py
index 26222de2..eea36f89 100644
--- a/apps/api/src/services/telegram_gateway.py
+++ b/apps/api/src/services/telegram_gateway.py
@@ -2643,6 +2643,136 @@ class TelegramGateway:
             if guard_result is not None:
                 return guard_result
 
+            # ===================================================================
+            # Step 1.9: Phase 5 Sprint 5.3 — 分類按鈕寫類 action 路由
+            # 2026-04-14 Claude Sonnet 4.6
+            # 若 action 在 callback_action_spec registry 且非 approve/reject/silence/tune
+            # → 走 dispatcher 執行 MCP + audit log
+            # ===================================================================
+            from src.services.callback_dispatcher import get_action_spec as _get_spec
+            _category_spec = _get_spec(action)
+            if _category_spec and action not in (
+                "approve", "reject", "silence", "tune", "log_manual_fix"
+            ):
+                # Multi-Sig 守衛 (Sprint 5.4 secops 類)
+                if _category_spec.requires_multi_sig:
+                    # 檢查 approval_records.current_signatures 是否已達 2
+                    try:
+                        from src.services.approval_db import get_approval_service as _svc
+                        from uuid import UUID as _UUID
+                        _existing = await _svc().get_approval(_UUID(approval_id))
+                        _sigs = (
+                            len(_existing.signatures) if _existing and _existing.signatures else 0
+                        )
+                    except Exception:
+                        _sigs = 0
+                    if _sigs < 2:
+                        await self._answer_callback(
+                            callback_query_id, action,
+                            text=f"⚠️ 需 2 人簽核 ({_sigs}/2)",
+                        )
+                        logger.info(
+                            "category_action_multi_sig_pending",
+                            action=action, approval_id=approval_id, current_sigs=_sigs,
+                        )
+                        return {
+                            "action": action, "approval_id": approval_id,
+                            "user": user, "success": False,
+                            "reason": "multi_sig_pending",
+                        }
+
+                # Audit log 開始（寫類動作）
+                logger.info(
+                    "category_write_action_audit_start",
+                    action=action,
+                    approval_id=approval_id,
+                    user_id=user_id,
+                    username=username,
+                    risk=_category_spec.risk,
+                    provider=_category_spec.mcp_provider,
+                    tool=_category_spec.mcp_tool,
+                )
+
+                # Ack Telegram
+                await self._answer_callback(
+                    callback_query_id, action,
+                    text=f"{_category_spec.emoji} {_category_spec.label} 執行中...",
+                )
+
+                # 查 incident_id + labels for template
+                _incident_id_resolved = approval_id  # fallback
+                _labels: dict = {}
+                try:
+                    from src.repositories.incident_repository import get_incident_repository
+                    _repo = get_incident_repository()
+                    # approval_id 可能是 INC-xxx 或 UUID，先試 INC 格式
+                    if approval_id.startswith("INC-"):
+                        _inc = await _repo.get_by_id(approval_id)
+                    else:
+                        # UUID → 找 approval → incident_id
+                        from src.services.approval_db import get_approval_service
+                        from uuid import UUID
+                        _app = await get_approval_service().get_approval(UUID(approval_id))
+                        _inc_id = getattr(_app, "incident_id", None) if _app else None
+                        _inc = await _repo.get_by_id(_inc_id) if _inc_id else None
+                        if _inc:
+                            _incident_id_resolved = _inc.incident_id
+                    if _inc and _inc.signals:
+                        _labels = _inc.signals[0].labels or {}
+                except Exception as _e:
+                    logger.debug("category_action_labels_lookup_failed", error=str(_e))
+
+                # Dispatch
+                from src.services.callback_dispatcher import dispatch_action as _dispatch
+                _result = await _dispatch(
+                    action_name=action,
+                    incident_id=_incident_id_resolved,
+                    user_id=user_id,
+                    labels=_labels,
+                )
+
+                # Reply 結果到原告警卡片
+                try:
+                    from src.core.redis_client import get_redis as _gr
+                    _rds = _gr()
+                    _msg_id_raw = await _rds.get(f"tg_msg:{_incident_id_resolved}")
+                    _orig_msg = int(_msg_id_raw) if _msg_id_raw else None
+                except Exception:
+                    _orig_msg = None
+                try:
+                    _payload = {
+                        "chat_id": settings.OPENCLAW_TG_CHAT_ID,
+                        "text": _result.result_text,
+                        "parse_mode": "HTML",
+                    }
+                    if _orig_msg:
+                        _payload["reply_to_message_id"] = _orig_msg
+                    await self._http_client.post(
+                        f"https://api.telegram.org/bot{settings.OPENCLAW_TG_BOT_TOKEN}/sendMessage",
+                        json=_payload,
+                    )
+                except Exception as _re:
+                    logger.warning("category_action_reply_send_failed", error=str(_re))
+
+                # Audit log 完成
+                logger.info(
+                    "category_write_action_audit_complete",
+                    action=action,
+                    approval_id=approval_id,
+                    user_id=user_id,
+                    success=_result.success,
+                    error=_result.error,
+                    duration_ms=round(_result.duration_ms, 1),
+                )
+
+                return {
+                    "action": action,
+                    "approval_id": approval_id,
+                    "user": user,
+                    "success": _result.success,
+                    "category_action": True,
+                }
+
             # ===================================================================
             # Step 2: 處理自動調優 (Shadow Mode)
             # ===================================================================