diff --git a/app/modules/listenbrainz/__init__.py b/app/modules/listenbrainz/__init__.py
index 90a4b3105..fef75ca04 100644
--- a/app/modules/listenbrainz/__init__.py
+++ b/app/modules/listenbrainz/__init__.py
@@ -265,10 +265,9 @@ class ListenBrainzModule(_ModuleBase):
             return None
         artist_name = str(release.get("artist_credit_name") or "").strip()
         release_date = release.get("release_date") or None
-        category_parts = [
-            release.get("release_group_primary_type"),
-            release.get("release_group_secondary_type"),
-        ]
+        primary_type = cls._stripped(release.get("release_group_primary_type"))
+        secondary_type = cls._stripped(release.get("release_group_secondary_type"))
+        category_parts = [primary_type, secondary_type]
         return MusicInfo(
             media_source=cls._source,
             media_id=str(media_id),
@@ -279,12 +278,12 @@ class ListenBrainzModule(_ModuleBase):
             album=str(title),
             album_artist=artist_name or None,
             album_id=str(media_id),
-            album_type=release.get("release_group_primary_type") or None,
+            album_type=primary_type,
             year=cls._year(release_date),
             release_date=release_date,
             cover_url=cls._release_cover(release.get("caa_release_mbid"))
             or cls._release_group_cover(media_id),
-            category=" / ".join(str(part) for part in category_parts if part),
+            category=" / ".join(part for part in category_parts if part),
             genres=[str(tag) for tag in release.get("release_tags") or [] if tag],
             names=[str(title)],
             detail_link=f"{cls._album_detail_url}/{media_id}",
@@ -321,6 +320,12 @@ class ListenBrainzModule(_ModuleBase):
             return []
         return [str(artist_mbids[0])] if artist_mbids and artist_mbids[0] else []
 
+    @staticmethod
+    def _stripped(value: Any) -> Optional[str]:
+        """去除 ListenBrainz 响应字段两端的空白，空值返回 None。"""
+        text = str(value).strip() if value is not None else ""
+        return text or None
+
     @staticmethod
     def _year(release_date: Any) -> Optional[int]:
         """从 ListenBrainz 发行日期提取年份。"""
diff --git a/app/modules/musicbrainz/__init__.py b/app/modules/musicbrainz/__init__.py
index 563d8301d..247b236e2 100644
--- a/app/modules/musicbrainz/__init__.py
+++ b/app/modules/musicbrainz/__init__.py
@@ -729,8 +729,8 @@ class MusicBrainzModule(_ModuleBase):
             title=str(title),
             artists=artists,
             artist_ids=artist_ids,
-            album_type=release_group.get("primary-type"),
-            secondary_types=[str(item) for item in release_group.get("secondary-types") or []],
+            album_type=cls._stripped(release_group.get("primary-type")),
+            secondary_types=[cls._stripped(item) for item in release_group.get("secondary-types") or [] if cls._stripped(item)],
             release_date=detail.get("date") or None,
             cover_url=cls._build_cover_url(group_id),
             genres=cls._names_of(detail.get("genres")),
@@ -1387,8 +1387,8 @@ class MusicBrainzModule(_ModuleBase):
         album = (release or {}).get("title")
         artists, artist_ids = cls._artist_credits(recording.get("artist-credit"))
         album_artists, _ = cls._artist_credits((release or {}).get("artist-credit"))
-        category_parts = [release_group.get("primary-type")]
-        category_parts.extend(release_group.get("secondary-types") or [])
+        category_parts = [cls._stripped(release_group.get("primary-type"))]
+        category_parts.extend(cls._stripped(item) for item in release_group.get("secondary-types") or [])
         return MusicInfo(
             media_source=cls._source,
             media_id=str(media_id),
@@ -1398,7 +1398,7 @@ class MusicBrainzModule(_ModuleBase):
             album=album,
             album_artist=" / ".join(album_artists) if album_artists else None,
             album_id=str(release_group["id"]) if release_group.get("id") else None,
-            album_type=release_group.get("primary-type"),
+            album_type=cls._stripped(release_group.get("primary-type")),
             year=cls._year(release_date),
             release_date=release_date,
             duration=cls._duration_seconds(recording.get("length")),
@@ -1427,8 +1427,8 @@ class MusicBrainzModule(_ModuleBase):
             title=str(title),
             artists=artists,
             artist_ids=artist_ids,
-            album_type=release_group.get("primary-type"),
-            secondary_types=[str(item) for item in release_group.get("secondary-types") or []],
+            album_type=cls._stripped(release_group.get("primary-type")),
+            secondary_types=[cls._stripped(item) for item in release_group.get("secondary-types") or [] if cls._stripped(item)],
             release_date=release_group.get("first-release-date") or None,
             cover_url=cls._build_cover_url(media_id),
             genres=cls._names_of(release_group.get("genres")),
@@ -1627,6 +1627,12 @@ class MusicBrainzModule(_ModuleBase):
         except (TypeError, ValueError):
             return None
 
+    @staticmethod
+    def _stripped(value: Any) -> Optional[str]:
+        """去除 MusicBrainz 响应字段两端的空白，空值返回 None。"""
+        text = str(value).strip() if value is not None else ""
+        return text or None
+
     @staticmethod
     def _optional_int(value: Any) -> Optional[int]:
         """将 MusicBrainz 的碟号、音轨号等计数字段转换为可选整数。"""
diff --git a/app/schemas/music.py b/app/schemas/music.py
index cb43df5d8..9876a59ff 100644
--- a/app/schemas/music.py
+++ b/app/schemas/music.py
@@ -1,6 +1,6 @@
 from typing import Literal, Optional, Union
 
-from pydantic import BaseModel, Field
+from pydantic import BaseModel, Field, field_validator
 
 from app.schemas.common import JsonData
 from app.schemas.media import OptionalMediaIdentityMixin, RequiredMediaIdentityMixin
@@ -83,6 +83,12 @@ class MusicInfo(OptionalMediaIdentityMixin, BaseModel):
     overview: Optional[str] = None
     vote_average: float = 0.0
 
+    @field_validator("album_type", mode="before")
+    @classmethod
+    def _strip_album_type(cls, v: Optional[str]) -> Optional[str]:
+        """去除专辑类型字段两端的空白，防止数据源返回带空格的值。"""
+        return v.strip() if isinstance(v, str) and v.strip() else None
+
     def __getattr__(self, name: str) -> None:
         """影视专用字段兜底返回 None：音乐模型不存在这些字段，避免下游逐点安全访问。
 
@@ -144,6 +150,12 @@ class MusicAlbumInfo(OptionalMediaIdentityMixin, BaseModel):
     overview: Optional[str] = None
     vote_average: float = 0.0
 
+    @field_validator("album_type", mode="before")
+    @classmethod
+    def _strip_album_type(cls, v: Optional[str]) -> Optional[str]:
+        """去除专辑类型字段两端的空白，防止数据源返回带空格的值。"""
+        return v.strip() if isinstance(v, str) and v.strip() else None
+
 
 class MusicArtistInfo(OptionalMediaIdentityMixin, BaseModel):
     """标准化音乐艺术家信息。"""
diff --git a/tests/test_music_album_type_strip.py b/tests/test_music_album_type_strip.py
new file mode 100644
index 000000000..87d7cacf0
--- /dev/null
+++ b/tests/test_music_album_type_strip.py
@@ -0,0 +1,150 @@
+"""音乐刮削结果中 album_type 等字段不应包含两端空白（Issue #6327）。"""
+
+from app.modules.listenbrainz import ListenBrainzModule
+from app.modules.musicbrainz import MusicBrainzModule
+from app.schemas.music import MusicAlbumInfo as SchemaMusicAlbumInfo
+from app.schemas.music import MusicInfo as SchemaMusicInfo
+
+
+class TestMusicBrainzAlbumTypeStripped:
+    """MusicBrainz 模块应将 album_type 和 secondary_types 两端空白去除。"""
+
+    def test_release_to_album_album_type_stripped(self):
+        """专辑详情中 primary-type 带尾部空格时应被清理。"""
+        detail = {
+            "id": "release-1",
+            "title": "Test Album",
+            "artist-credit": [{"name": "Artist", "artist": {"id": "a1"}}],
+            "release-group": {
+                "id": "rg-1",
+                "primary-type": "Album ",
+                "secondary-types": ["Compilation ", " Soundtrack"],
+            },
+            "date": "2024-01-01",
+            "media": [],
+        }
+
+        album = MusicBrainzModule._release_to_album(detail)
+
+        assert album is not None
+        assert album.album_type == "Album"
+        assert album.secondary_types == ["Compilation", "Soundtrack"]
+
+    def test_recording_to_info_album_type_stripped(self):
+        """歌曲识别结果中 album_type 和 category 不应包含空白。"""
+        recording = {
+            "id": "rec-1",
+            "title": "Test Song",
+            "artist-credit": [{"name": "Artist", "artist": {"id": "a1"}}],
+            "length": 300000,
+            "isrcs": ["USRC10000001"],
+            "genres": [],
+            "releases": [
+                {
+                    "id": "rel-1",
+                    "title": "Test Single",
+                    "artist-credit": [{"name": "Artist", "artist": {"id": "a1"}}],
+                    "release-group": {
+                        "id": "rg-1",
+                        "primary-type": "Single ",
+                        "secondary-types": [" Remix "],
+                    },
+                },
+            ],
+        }
+
+        info = MusicBrainzModule._recording_to_info(recording)
+
+        assert info is not None
+        assert info.album_type == "Single"
+        assert info.category == "Single / Remix"
+
+    def test_release_group_to_album_strips_types(self):
+        """Release Group 浏览结果中 album_type 和 secondary_types 应被清理。"""
+        release_group = {
+            "id": "rg-1",
+            "title": "Test EP",
+            "artist-credit": [{"name": "Artist", "artist": {"id": "a1"}}],
+            "primary-type": "EP ",
+            "secondary-types": ["Live ", " Compilation "],
+            "first-release-date": "2024",
+            "rating": {"value": "4", "votes-count": "10"},
+        }
+
+        album = MusicBrainzModule._release_group_to_album(release_group)
+
+        assert album is not None
+        assert album.album_type == "EP"
+        assert album.secondary_types == ["Live", "Compilation"]
+
+
+class TestListenBrainzAlbumTypeStripped:
+    """ListenBrainz 模块应将 album_type 和 category 两端空白去除。"""
+
+    def test_fresh_release_to_info_strips_album_type(self):
+        """新发行条目中 release_group_primary_type 带空格时应被清理。"""
+        release = {
+            "release_group_mbid": "rg-1",
+            "release_name": "Test Album",
+            "artist_credit_name": "Artist",
+            "release_group_primary_type": "Album ",
+            "release_group_secondary_type": " Compilation ",
+            "release_date": "2024-01-01",
+        }
+
+        info = ListenBrainzModule._fresh_release_to_info(release)
+
+        assert info is not None
+        assert info.album_type == "Album"
+        assert info.category == "Album / Compilation"
+
+    def test_fresh_release_to_info_handles_none_type(self):
+        """空白的 release_group_primary_type 应返回 None。"""
+        release = {
+            "release_group_mbid": "rg-1",
+            "release_name": "Test Album",
+            "artist_credit_name": "Artist",
+            "release_group_primary_type": "  ",
+            "release_date": "2024-01-01",
+        }
+
+        info = ListenBrainzModule._fresh_release_to_info(release)
+
+        assert info is not None
+        assert info.album_type is None
+
+
+class TestSchemaAlbumTypeValidator:
+    """Pydantic schema 应作为兜底清理 album_type 两端空白。"""
+
+    def test_music_info_schema_strips_album_type(self):
+        """MusicInfo schema 构造时 album_type 尾部空格应被去除。"""
+        info = SchemaMusicInfo(
+            album_type="Broadcast ",
+            title="Test",
+        )
+        assert info.album_type == "Broadcast"
+
+    def test_music_album_info_schema_strips_album_type(self):
+        """MusicAlbumInfo schema 构造时 album_type 尾部空格应被去除。"""
+        album = SchemaMusicAlbumInfo(
+            album_type="EP ",
+            title="Test EP",
+        )
+        assert album.album_type == "EP"
+
+    def test_schema_blank_album_type_becomes_none(self):
+        """纯空白的 album_type 应被归一为 None。"""
+        info = SchemaMusicInfo(
+            album_type="  ",
+            title="Test",
+        )
+        assert info.album_type is None
+
+    def test_schema_none_album_type_stays_none(self):
+        """None 值的 album_type 应保持不变。"""
+        info = SchemaMusicInfo(
+            album_type=None,
+            title="Test",
+        )
+        assert info.album_type is None