diff --git a/backend/app/crypto_agent/crypto_agent.py b/backend/app/crypto_agent/crypto_agent.py
index 7a2d06d..c287d2a 100644
--- a/backend/app/crypto_agent/crypto_agent.py
+++ b/backend/app/crypto_agent/crypto_agent.py
@@ -30,6 +30,11 @@ from app.crypto_agent.market_signal_analyzer import MarketSignalAnalyzer
 from app.crypto_agent.execution_guardian import ExecutionGuardian
 from app.crypto_agent.execution_targets import ExecutionTarget, build_default_execution_targets
 from app.utils.system_status import get_system_monitor, AgentStatus
+from app.utils.signal_text import (
+    humanize_entry_basis,
+    humanize_setup_basis,
+    humanize_setup_type,
+)
 
 
 class CryptoAgent:
@@ -2707,6 +2712,9 @@ class CryptoAgent:
             setup_type = best_signal.get('setup_type', 'unknown')
             setup_basis = best_signal.get('setup_basis', '')
             entry_basis = best_signal.get('entry_basis', '')
+            setup_type_text = humanize_setup_type(setup_type)
+            setup_basis_text = humanize_setup_basis(setup_basis)
+            entry_basis_text = humanize_entry_basis(entry_basis)
 
             # 等级（基于信心度映射）- 与 market_signal_analyzer.py 保持一致
             # A级(80-100): 量价配合 + 多指标共振 + 多周期确认
@@ -2771,11 +2779,11 @@ class CryptoAgent:
                 f"",
             ]
             if setup_type and setup_type != 'unknown':
-                content_parts.append(f"🧩 **Setup**: `{setup_type}`")
+                content_parts.append(f"🧩 **交易形态**: {setup_type_text}")
                 if setup_basis:
-                    content_parts.append(f"📌 **Setup依据**: {setup_basis}")
+                    content_parts.append(f"📌 **形态依据**: {setup_basis_text}")
                 if entry_basis:
-                    content_parts.append(f"🎯 **入场依据**: {entry_basis}")
+                    content_parts.append(f"🎯 **入场依据**: {entry_basis_text}")
                 content_parts.append("")
 
             # 入场价格显示
@@ -2886,6 +2894,9 @@ class CryptoAgent:
             setup_type = best_signal.get('setup_type', 'unknown') if best_signal else 'unknown'
             setup_basis = best_signal.get('setup_basis', '') if best_signal else ''
             entry_basis = best_signal.get('entry_basis', '') if best_signal else ''
+            setup_type_text = humanize_setup_type(setup_type)
+            setup_basis_text = humanize_setup_basis(setup_basis)
+            entry_basis_text = humanize_entry_basis(entry_basis)
 
             # 对限价单：用实际订单状态决定显示
             # resting=真的在挂单中, filled=已立即成交, None=市价单或未知
@@ -2971,9 +2982,9 @@ class CryptoAgent:
             ]
             if setup_type and setup_type != 'unknown':
                 content_parts.extend([
-                    f"🧩 **Setup**: `{setup_type}`",
-                    f"📌 **Setup依据**: {setup_basis}" if setup_basis else None,
-                    f"🎯 **入场依据**: {entry_basis}" if entry_basis else None,
+                    f"🧩 **交易形态**: {setup_type_text}",
+                    f"📌 **形态依据**: {setup_basis_text}" if setup_basis else None,
+                    f"🎯 **入场依据**: {entry_basis_text}" if entry_basis else None,
                     f"",
                 ])
             content_parts.extend([
diff --git a/backend/app/crypto_agent/executor/base_executor.py b/backend/app/crypto_agent/executor/base_executor.py
index ff2467a..1da166a 100644
--- a/backend/app/crypto_agent/executor/base_executor.py
+++ b/backend/app/crypto_agent/executor/base_executor.py
@@ -548,6 +548,27 @@ class BaseExecutor(ABC):
             return
         content_parts.append(f"**{label}**: {value}")
 
+    def _append_signal_context(self, content_parts: List[str], details: Optional[Dict[str, Any]] = None):
+        if not details:
+            return
+
+        from app.utils.signal_text import (
+            humanize_entry_basis,
+            humanize_setup_basis,
+            humanize_setup_type,
+        )
+
+        setup_type = details.get('setup_type')
+        setup_basis = details.get('setup_basis')
+        entry_basis = details.get('entry_basis')
+
+        if setup_type and str(setup_type) != "unknown":
+            self._append_notification_detail(content_parts, "交易形态", humanize_setup_type(setup_type))
+        if setup_basis:
+            self._append_notification_detail(content_parts, "形态依据", humanize_setup_basis(setup_basis))
+        if entry_basis:
+            self._append_notification_detail(content_parts, "入场依据", humanize_entry_basis(entry_basis))
+
     def _build_notification_header(self,
                                    symbol: str,
                                    account_id: str,
@@ -621,6 +642,7 @@ class BaseExecutor(ABC):
 
             # 添加详情
             if details:
+                self._append_signal_context(content_parts, details)
                 self._append_notification_detail(content_parts, "数量", details.get('size'))
                 if details.get('price') is not None:
                     self._append_notification_detail(content_parts, "价格", f"${details['price']:,.2f}")
@@ -821,8 +843,9 @@ class BaseExecutor(ABC):
             self._append_notification_detail(content_parts, "信息", message)
 
         if details:
+            self._append_signal_context(content_parts, details)
             for key, value in details.items():
-                if key in {'account_id', 'target_key'}:
+                if key in {'account_id', 'target_key', 'setup_type', 'setup_basis', 'entry_basis'}:
                     continue
                 self._append_notification_detail(content_parts, key, value)
 
diff --git a/backend/app/utils/signal_text.py b/backend/app/utils/signal_text.py
new file mode 100644
index 0000000..c6ea483
--- /dev/null
+++ b/backend/app/utils/signal_text.py
@@ -0,0 +1,127 @@
+"""
+信号文本翻译工具
+
+将内部策略枚举、setup/entry basis 等英文编码，转换为更适合通知展示的中文描述。
+"""
+from __future__ import annotations
+
+from typing import Dict, Optional
+
+
+SETUP_TYPE_LABELS: Dict[str, str] = {
+    "range_reversal": "区间反转",
+    "trend_reversal": "趋势反转",
+    "breakout_confirmation": "突破确认",
+    "breakout_pullback": "突破后回踩",
+    "trend_continuation_pullback": "趋势延续回踩",
+    "deep_pullback_continuation": "深度回踩延续",
+    "unknown": "未分类",
+}
+
+LOCATION_LABELS: Dict[str, str] = {
+    "near_long_zone": "临近做多区",
+    "near_short_zone": "临近做空区",
+    "near_range_support": "临近区间支撑",
+    "near_range_resistance": "临近区间阻力",
+    "middle_of_range": "位于区间中部",
+    "far_from_trade_zone": "远离优先交易区",
+    "between_trade_zones": "位于交易区之间",
+    "range_edge": "区间边缘",
+    "unknown": "未知位置",
+}
+
+FEATURE_VALUE_LABELS: Dict[str, str] = {
+    "bullish_acceptance": "多头承接有效",
+    "bearish_acceptance": "空头承接有效",
+    "bullish_rejection": "多头拒绝信号",
+    "bearish_rejection": "空头拒绝信号",
+    "bullish_continuation": "多头延续",
+    "bearish_continuation": "空头延续",
+    "pullback_on_light_volume": "缩量回调",
+    "counter_pressure_expanding": "逆向压力放大",
+    "acceptance_breakout_up": "向上突破并站稳",
+    "acceptance_breakout_down": "向下突破并站稳",
+    "weak_breakout_up": "向上弱突破",
+    "weak_breakout_down": "向下弱突破",
+    "healthy_pullback": "健康回调",
+    "heavy_sell_pullback": "放量下压回调",
+    "heavy_buy_pullback": "放量上冲回调",
+    "none": "无",
+    "neutral": "中性",
+    "unknown": "未知",
+    "early": "趋势早期",
+}
+
+FIELD_LABELS: Dict[str, str] = {
+    "setup": "形态",
+    "location": "位置",
+    "volume_price_state": "量价状态",
+    "breakout_quality": "突破质量",
+    "pullback_quality": "回调质量",
+    "rejection_signal": "拒绝信号",
+}
+
+ENTRY_BASIS_LABELS: Dict[str, str] = {
+    "breakout_acceptance_follow_through": "突破站稳后顺势跟进",
+    "pullback_into_trade_zone": "回踩交易区后挂单介入",
+    "pullback_confirmed": "回调确认后介入",
+    "rejection_or_structure_shift": "出现拒绝信号或结构切换后介入",
+    "generic_entry": "按通用入场条件执行",
+}
+
+
+def humanize_setup_type(value: Optional[str]) -> str:
+    code = str(value or "").strip()
+    if not code:
+        return "-"
+    return SETUP_TYPE_LABELS.get(code, code)
+
+
+def _humanize_value(raw: str) -> str:
+    text = str(raw or "").strip()
+    if not text:
+        return "-"
+    if text in SETUP_TYPE_LABELS:
+        return SETUP_TYPE_LABELS[text]
+    if text in LOCATION_LABELS:
+        return LOCATION_LABELS[text]
+    if text in FEATURE_VALUE_LABELS:
+        return FEATURE_VALUE_LABELS[text]
+    return text
+
+
+def humanize_setup_basis(value: Optional[str]) -> str:
+    text = str(value or "").strip()
+    if not text:
+        return "-"
+
+    parts = []
+    for chunk in text.split("|"):
+        piece = chunk.strip()
+        if not piece:
+            continue
+        if "=" not in piece:
+            parts.append(piece)
+            continue
+        key, raw_value = [item.strip() for item in piece.split("=", 1)]
+        key_label = FIELD_LABELS.get(key, key)
+        value_label = _humanize_value(raw_value)
+        parts.append(f"{key_label}={value_label}")
+
+    return "；".join(parts) if parts else text
+
+
+def humanize_entry_basis(value: Optional[str]) -> str:
+    text = str(value or "").strip()
+    if not text:
+        return "-"
+
+    if text in ENTRY_BASIS_LABELS:
+        return ENTRY_BASIS_LABELS[text]
+
+    reversal_prefix = "reversal_from_"
+    if text.startswith(reversal_prefix):
+        location = text[len(reversal_prefix):]
+        return f"在{LOCATION_LABELS.get(location, location)}出现反转信号后介入"
+
+    return text
diff --git a/backend/tests/test_signal_text.py b/backend/tests/test_signal_text.py
new file mode 100644
index 0000000..9fba5a2
--- /dev/null
+++ b/backend/tests/test_signal_text.py
@@ -0,0 +1,18 @@
+from app.utils.signal_text import (
+    humanize_entry_basis,
+    humanize_setup_basis,
+    humanize_setup_type,
+)
+
+
+def test_humanize_setup_type_returns_chinese_label():
+    assert humanize_setup_type("range_reversal") == "区间反转"
+
+
+def test_humanize_setup_basis_formats_composite_basis():
+    text = "setup=range_reversal | location=near_long_zone | rejection_signal=bullish_rejection"
+    assert humanize_setup_basis(text) == "形态=区间反转；位置=临近做多区；拒绝信号=多头拒绝信号"
+
+
+def test_humanize_entry_basis_formats_reversal_pattern():
+    assert humanize_entry_basis("reversal_from_near_long_zone") == "在临近做多区出现反转信号后介入"