diff --git a/app/helper/rss.py b/app/helper/rss.py
index a40bea86..d7633a25 100644
--- a/app/helper/rss.py
+++ b/app/helper/rss.py
@@ -3,7 +3,6 @@ import traceback
 from typing import List, Tuple, Union, Optional
 from urllib.parse import urljoin
 
-import chardet
 from lxml import etree
 
 from app.core.config import settings
@@ -228,21 +227,6 @@ class RssHelper:
         },
     }
 
-    def __decode_fast_text(self, raw_data: bytes, ret) -> Optional[str]:
-        """
-        使用响应声明编码或 UTF-8 快速解码，优先服务 Rust 解析快路径。
-        """
-        seen_encodings = set()
-        for encoding in (getattr(ret, "encoding", None), "utf-8"):
-            if not encoding or encoding in seen_encodings:
-                continue
-            seen_encodings.add(encoding)
-            try:
-                return raw_data.decode(encoding)
-            except UnicodeDecodeError:
-                continue
-        return None
-
     def __parse_with_rust(self, ret_xml: Optional[str]) -> Optional[list]:
         """
         调用 Rust RSS 解析器，并统一处理基础 XML 校验和最大条目限制。
@@ -301,26 +285,14 @@ class RssHelper:
                     return False
 
                 if raw_data:
-                    ret_xml = self.__decode_fast_text(raw_data, ret)
+                    ret_xml = RequestUtils.get_decoded_xml_content(
+                        ret,
+                        performance_mode=settings.ENCODING_DETECTION_PERFORMANCE_MODE,
+                        confidence_threshold=settings.ENCODING_DETECTION_MIN_CONFIDENCE
+                    )
                     rust_items = self.__parse_with_rust(ret_xml)
                     if rust_items is not None:
                         return rust_items
-                    if not ret_xml:
-                        try:
-                            result = chardet.detect(raw_data)
-                            encoding = result['encoding']
-                            # 解码为字符串
-                            ret_xml = raw_data.decode(encoding)
-                        except Exception as e:
-                            logger.debug(f"chardet解码失败：{str(e)}")
-                            # 探测utf-8解码
-                            match = re.search(r'encoding\s*=\s*["\']([^"\']+)["\']', ret.text)
-                            if match:
-                                encoding = match.group(1)
-                                if encoding:
-                                    ret_xml = raw_data.decode(encoding)
-                            else:
-                                ret.encoding = ret.apparent_encoding
                 if not ret_xml:
                     ret_xml = ret.text
 
diff --git a/app/utils/http.py b/app/utils/http.py
index 3556c99a..dbf8ddf2 100644
--- a/app/utils/http.py
+++ b/app/utils/http.py
@@ -769,6 +769,112 @@ class RequestUtils:
             logger.debug(f"Error when detect_encoding_from_response: {str(e)}")
             return fallback_encoding or "utf-8"
 
+    @staticmethod
+    def detect_xml_declared_encoding(raw_data: bytes) -> Optional[str]:
+        """
+        从 XML 声明中读取字符集，适用于 RSS/Atom 等 XML 响应的 bytes 级解码。
+        """
+        if not raw_data:
+            return None
+        xml_head = raw_data[:512].decode("ascii", errors="ignore")
+        match = re.search(
+            r"^\s*(?:\ufeff)?<\?xml[^>]*encoding\s*=\s*[\"']([^\"']+)[\"']",
+            xml_head,
+            re.IGNORECASE,
+        )
+        return match.group(1).strip() if match else None
+
+    @staticmethod
+    def is_low_confidence_http_encoding(encoding: Optional[str]) -> bool:
+        """
+        判断 HTTP 客户端默认编码是否低可信，避免 latin1 类默认值吞掉 UTF-8 内容。
+        """
+        if not encoding:
+            return False
+        normalized = encoding.strip().lower().replace("_", "-")
+        return normalized in {"iso-8859-1", "latin-1", "latin1"}
+
+    @staticmethod
+    def get_decoded_xml_content(
+        response: Response,
+        performance_mode: bool = False,
+        confidence_threshold: float = 0.8,
+    ) -> str:
+        """
+        获取 XML 响应的解码文本内容，优先尊重 XML 声明并避免低可信 HTTP 默认编码。
+
+        :param response: HTTP 响应对象
+        :param performance_mode: 是否优先使用轻量规则，默认为 False (兼容模式)
+        :param confidence_threshold: chardet 检测置信度阈值，默认为 0.8
+        :return: 解码后的 XML 文本
+        """
+        if not response:
+            return ""
+        raw_data = getattr(response, "content", None)
+        if not raw_data:
+            return getattr(response, "text", "") or ""
+
+        def _try_decode(encodings):
+            seen_encodings = set()
+            for encoding in encodings:
+                if not encoding:
+                    continue
+                normalized = str(encoding).strip()
+                if not normalized or normalized.lower() in seen_encodings:
+                    continue
+                seen_encodings.add(normalized.lower())
+                try:
+                    return raw_data.decode(normalized)
+                except (LookupError, UnicodeDecodeError):
+                    continue
+            return None
+
+        xml_encoding = RequestUtils.detect_xml_declared_encoding(raw_data)
+        if xml_encoding:
+            decoded = _try_decode([xml_encoding])
+            if decoded is not None:
+                return decoded
+
+        response_encoding = getattr(response, "encoding", None)
+        trusted_response_encoding = (
+            response_encoding
+            if not RequestUtils.is_low_confidence_http_encoding(response_encoding)
+            else None
+        )
+        apparent_encoding = getattr(response, "apparent_encoding", None)
+        trusted_apparent_encoding = (
+            apparent_encoding
+            if not RequestUtils.is_low_confidence_http_encoding(apparent_encoding)
+            else None
+        )
+
+        fallback_encoding = None
+        try:
+            if performance_mode:
+                decoded = _try_decode(["utf-8", trusted_response_encoding, trusted_apparent_encoding])
+                if decoded is not None:
+                    return decoded
+
+            detection = chardet.detect(raw_data)
+            if detection.get("confidence", 0) > confidence_threshold:
+                decoded = _try_decode([detection.get("encoding")])
+                if decoded is not None:
+                    return decoded
+            fallback_encoding = detection.get("encoding")
+
+            if not performance_mode:
+                decoded = _try_decode(["utf-8", trusted_response_encoding, trusted_apparent_encoding])
+                if decoded is not None:
+                    return decoded
+
+            decoded = _try_decode([fallback_encoding, "utf-8", apparent_encoding, response_encoding])
+            if decoded is not None:
+                return decoded
+        except Exception as e:
+            logger.debug(f"Error when getting decoded XML content: {str(e)}")
+
+        return raw_data.decode("utf-8", errors="replace")
+
     @staticmethod
     def get_decoded_html_content(
         response: Response,
diff --git a/tests/test_http_encoding.py b/tests/test_http_encoding.py
new file mode 100644
index 00000000..a2e68eea
--- /dev/null
+++ b/tests/test_http_encoding.py
@@ -0,0 +1,65 @@
+from types import SimpleNamespace
+
+from app.utils.http import RequestUtils
+
+
+def test_xml_decoding_prefers_xml_declaration_over_http_default():
+    """
+    XML 声明应优先于 HTTP 默认编码，避免 UTF-8 RSS 标题被 latin1 类编码解坏。
+    """
+    xml = '<?xml version="1.0" encoding="UTF-8"?><rss><title>警察故事4：简单任务</title></rss>'
+    response = SimpleNamespace(
+        content=xml.encode("utf-8"),
+        encoding="ISO-8859-1",
+        apparent_encoding="utf-8",
+        text=xml.encode("utf-8").decode("ISO-8859-1"),
+    )
+
+    decoded = RequestUtils.get_decoded_xml_content(response, performance_mode=True)
+
+    assert "警察故事4：简单任务" in decoded
+    assert "è­¦" not in decoded
+
+
+def test_xml_decoding_uses_declared_non_utf8_encoding():
+    """
+    XML 声明为非 UTF-8 时应按声明解码，兼容旧站点的 GBK/Big5 类响应。
+    """
+    xml = '<?xml version="1.0" encoding="GBK"?><rss><title>中文标题</title></rss>'
+    response = SimpleNamespace(
+        content=xml.encode("gbk"),
+        encoding="ISO-8859-1",
+        apparent_encoding="ISO-8859-1",
+        text=xml.encode("gbk").decode("ISO-8859-1"),
+    )
+
+    decoded = RequestUtils.get_decoded_xml_content(response, performance_mode=True)
+
+    assert "中文标题" in decoded
+
+
+def test_xml_decoding_skips_low_confidence_apparent_encoding():
+    """
+    apparent_encoding 为 latin1 类编码时不应抢先解码，避免无 XML 声明的中文 RSS 被吞成乱码。
+    """
+    xml = "<rss><title>中文标题</title></rss>"
+    response = SimpleNamespace(
+        content=xml.encode("gbk"),
+        encoding="ISO-8859-1",
+        apparent_encoding="ISO-8859-1",
+        text=xml.encode("gbk").decode("ISO-8859-1"),
+    )
+
+    decoded = RequestUtils.get_decoded_xml_content(response, performance_mode=True)
+
+    assert "中文标题" in decoded
+    assert "ÖÐÎÄ" not in decoded
+
+
+def test_latin1_http_encoding_is_low_confidence():
+    """
+    latin1 类编码常由 HTTP 客户端默认填充，不能作为 XML/RSS 解码的优先依据。
+    """
+    assert RequestUtils.is_low_confidence_http_encoding("ISO-8859-1")
+    assert RequestUtils.is_low_confidence_http_encoding("latin-1")
+    assert not RequestUtils.is_low_confidence_http_encoding("utf-8")
diff --git a/tests/test_rss_helper.py b/tests/test_rss_helper.py
new file mode 100644
index 00000000..8f9e97ed
--- /dev/null
+++ b/tests/test_rss_helper.py
@@ -0,0 +1,56 @@
+from types import SimpleNamespace
+
+from app.helper import rss as rss_module
+from app.helper.rss import RssHelper
+from app.utils.http import RequestUtils
+
+
+def test_rss_helper_decodes_utf8_xml_before_python_parser(monkeypatch):
+    """
+    RSS 解码应先修正 XML 文本，再交给 Python 解析兜底路径处理。
+    """
+    xml = """
+    <?xml version="1.0" encoding="UTF-8"?>
+    <rss>
+      <channel>
+        <item>
+          <title><![CDATA[警察故事4：简单任务 2160p]]></title>
+          <description><![CDATA[中文简介]]></description>
+          <link>https://example.com/details/4</link>
+          <pubDate>2026-06-25T10:30:00Z</pubDate>
+        </item>
+      </channel>
+    </rss>
+    """.strip()
+
+    class FakeRequestUtils:
+        """
+        测试用 RequestUtils，避免真实网络请求。
+        """
+
+        get_decoded_xml_content = staticmethod(RequestUtils.get_decoded_xml_content)
+
+        def __init__(self, **_kwargs):
+            """
+            保存构造参数占位，兼容 RssHelper 的调用方式。
+            """
+
+        def get_res(self, _url):
+            """
+            返回带错误 HTTP 默认编码的 RSS 响应对象。
+            """
+            return SimpleNamespace(
+                status_code=200,
+                content=xml.encode("utf-8"),
+                text=xml.encode("utf-8").decode("ISO-8859-1"),
+                apparent_encoding="utf-8",
+                encoding="ISO-8859-1",
+            )
+
+    monkeypatch.setattr(rss_module, "RequestUtils", FakeRequestUtils)
+    monkeypatch.setattr(rss_module.rust_accel, "parse_rss_items", lambda *_args, **_kwargs: None)
+
+    result = RssHelper().parse("https://example.com/rss")
+
+    assert result[0]["title"] == "警察故事4：简单任务 2160p"
+    assert result[0]["description"] == "中文简介"
diff --git a/tests/test_rust_accel.py b/tests/test_rust_accel.py
index d1e4c804..9669ec54 100644
--- a/tests/test_rust_accel.py
+++ b/tests/test_rust_accel.py
@@ -17,6 +17,7 @@ from app.modules.indexer.spider import SiteSpider
 from app.schemas.types import SystemConfigKey
 from app.schemas.types import MediaType
 from app.utils import rust_accel
+from app.utils.http import RequestUtils
 
 
 pytestmark = pytest.mark.skipif(
@@ -153,6 +154,8 @@ def test_rss_helper_parse_uses_rust_parser(monkeypatch):
         测试用 RequestUtils，避免真实网络请求。
         """
 
+        get_decoded_xml_content = staticmethod(RequestUtils.get_decoded_xml_content)
+
         def __init__(self, **_kwargs):
             """
             保存构造参数占位，兼容 RssHelper 的调用方式。