diff --git a/jiuwen_memory/foundation/store/index/simple_memory_index.py b/jiuwen_memory/foundation/store/index/simple_memory_index.py
index a8976ea4..991d4e1a 100644
--- a/jiuwen_memory/foundation/store/index/simple_memory_index.py
+++ b/jiuwen_memory/foundation/store/index/simple_memory_index.py
@@ -666,9 +666,13 @@ async def _list_memories_via_vector_pushdown(
 
         if mem_types:
             type_order = {mt: i for i, mt in enumerate(mem_types)}
-            docs.sort(key=lambda d: (type_order.get(d.type, len(type_order)), -d.timestamp.timestamp()))
+            docs.sort(key=lambda d: (
+                type_order.get(d.type, len(type_order)),
+                -d.timestamp.timestamp(),
+                d.id,
+            ))
         else:
-            docs.sort(key=lambda d: d.timestamp, reverse=True)
+            docs.sort(key=lambda d: (-d.timestamp.timestamp(), d.id))
         return docs[offset:offset + limit]
 
     async def _list_memories_via_kv_scan(
@@ -708,9 +712,13 @@ async def _list_memories_via_kv_scan(
                 docs.append(doc)
         if mem_types:
             type_order = {mt: i for i, mt in enumerate(mem_types)}
-            docs.sort(key=lambda d: (type_order.get(d.type, len(type_order)), -d.timestamp.timestamp()))
+            docs.sort(key=lambda d: (
+                type_order.get(d.type, len(type_order)),
+                -d.timestamp.timestamp(),
+                d.id,
+            ))
         else:
-            docs.sort(key=lambda d: d.timestamp, reverse=True)
+            docs.sort(key=lambda d: (-d.timestamp.timestamp(), d.id))
         if filters is not None:
             docs = [d for d in docs if _apply_filter_group(d, filters)]
         return docs[offset:offset + limit]
diff --git a/jiuwen_memory/memory_core/long_term_memory.py b/jiuwen_memory/memory_core/long_term_memory.py
index 282f7c2f..4f25a8a5 100644
--- a/jiuwen_memory/memory_core/long_term_memory.py
+++ b/jiuwen_memory/memory_core/long_term_memory.py
@@ -2321,16 +2321,54 @@ async def get_user_mem_by_page(self,
 
         start_idx = page_size * (page_idx - 1)
         fetch_size = start_idx + page_size
-        search_data = await self.search_manager.list_user_mem(user_id=user_id, scope_id=scope_id,
-                                                              nums=fetch_size, pages=1,
-                                                              mem_type=None,
-                                                              filters=filters)
-        mem_results = self._build_mem_info_list(search_data)
-        mem_results.extend(await self._list_middle_memories(user_id=user_id, scope_id=scope_id,
-                                                            limit=fetch_size))
-        mem_results.sort(key=self._mem_info_timestamp_sort_key)
+
+        # Both indexed memories and middle-term messages are exposed by their
+        # stores newest-first.  Sorting only an expanding newest-N prefix into
+        # chronological order makes the prefix shift on every page and causes
+        # already-returned records to appear again.  Build one complete,
+        # deterministic snapshot first, then paginate that snapshot once.
+        mem_results = await self._list_all_indexed_memories(
+            user_id=user_id,
+            scope_id=scope_id,
+            filters=filters,
+            batch_size=max(fetch_size, 100),
+        )
+        mem_results.extend(await self._list_all_middle_memories(
+            user_id=user_id,
+            scope_id=scope_id,
+            initial_limit=max(fetch_size, 100),
+        ))
+        mem_results.sort(key=self._mem_info_chronological_sort_key)
         return mem_results[start_idx:start_idx + page_size]
 
+    async def _list_all_indexed_memories(
+            self,
+            user_id: str,
+            scope_id: str,
+            filters: "FilterGroup | None",
+            batch_size: int,
+    ) -> list[MemInfo]:
+        """Read a stable snapshot of all non-middle memories in bounded pages."""
+        page_size = max(batch_size, 1)
+        page_idx = 1
+        results_by_id: dict[str, MemInfo] = {}
+        while True:
+            search_data = await self.search_manager.list_user_mem(
+                user_id=user_id,
+                scope_id=scope_id,
+                nums=page_size,
+                pages=page_idx,
+                mem_type=None,
+                filters=filters,
+            )
+            batch = self._build_mem_info_list(search_data)
+            for mem_info in batch:
+                results_by_id.setdefault(mem_info.mem_id, mem_info)
+            if len(batch) < page_size:
+                break
+            page_idx += 1
+        return list(results_by_id.values())
+
     @staticmethod
     def _build_mem_info_list(search_data: list[dict] | None) -> list[MemInfo]:
         if not search_data:
@@ -2349,12 +2387,14 @@ def _build_mem_info_list(search_data: list[dict] | None) -> list[MemInfo]:
         return mem_results
 
     @staticmethod
-    def _mem_info_timestamp_sort_key(mem_info: MemInfo) -> float:
+    def _mem_info_chronological_sort_key(mem_info: MemInfo) -> tuple[float, str]:
         if mem_info.timestamp is None:
-            return 0.0
-        if mem_info.timestamp.tzinfo is None:
-            return mem_info.timestamp.replace(tzinfo=timezone.utc).timestamp()
-        return mem_info.timestamp.timestamp()
+            timestamp = 0.0
+        elif mem_info.timestamp.tzinfo is None:
+            timestamp = mem_info.timestamp.replace(tzinfo=timezone.utc).timestamp()
+        else:
+            timestamp = mem_info.timestamp.timestamp()
+        return timestamp, mem_info.mem_id
 
     async def _list_middle_memories_by_page(
             self,
@@ -2365,9 +2405,35 @@ async def _list_middle_memories_by_page(
     ) -> list[MemInfo]:
         start_idx = page_size * (page_idx - 1)
         fetch_size = start_idx + page_size
-        mem_results = await self._list_middle_memories(user_id=user_id, scope_id=scope_id, limit=fetch_size)
+        mem_results = await self._list_all_middle_memories(
+            user_id=user_id,
+            scope_id=scope_id,
+            initial_limit=max(fetch_size, 100),
+        )
+        mem_results.sort(key=self._mem_info_chronological_sort_key)
         return mem_results[start_idx:start_idx + page_size]
 
+    async def _list_all_middle_memories(
+            self,
+            user_id: str,
+            scope_id: str,
+            initial_limit: int,
+    ) -> list[MemInfo]:
+        """Read all middle memories by growing the newest-prefix request."""
+        limit = max(initial_limit, 1)
+        while True:
+            mem_results = await self._list_middle_memories(
+                user_id=user_id,
+                scope_id=scope_id,
+                limit=limit,
+            )
+            if len(mem_results) < limit:
+                results_by_id: dict[str, MemInfo] = {}
+                for mem_info in mem_results:
+                    results_by_id.setdefault(mem_info.mem_id, mem_info)
+                return list(results_by_id.values())
+            limit *= 2
+
     async def _list_middle_memories(self, user_id: str, scope_id: str, limit: int) -> list[MemInfo]:
         if limit <= 0 or not self.message_manager:
             return []
@@ -3032,4 +3098,4 @@ async def _create_semantic_store_with_embedding(self, scope_id: str) -> Semantic
             semantic_store.initialize_embedding_model(self._base_embed)
         else:
             pass
-        return semantic_store
\ No newline at end of file
+        return semantic_store
diff --git a/pyproject.toml b/pyproject.toml
index 7d71bd65..fe1722ac 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -62,7 +62,7 @@ sqlite = ["aiosqlite>=0.22.1", "greenlet>=3.1.1"]
 redis = ["redis>=7.1.0"]
 mem0 = ["mem0ai>=1.0.0"]
 agentarts = ["agentarts-sdk>=0.1.2,<0.2"]
-server = ["uvicorn>=0.30.0", "fastapi>=0.110.0", "python-dotenv>=1.2.1", "mcp>=1.2.0,<2.0.0"]
+server = ["uvicorn>=0.30.0", "fastapi>=0.110.0", "python-dotenv>=1.2.1", "mcp>=1.14.1,<2.0.0"]
 all-storage = ["JiuwenMemory[sqlite,postgres,mysql,gaussdb,redis]"]
 all-vector = ["JiuwenMemory[chromadb,gaussvector,elasticsearch]"]
 file-index = ["sqlite-vec>=0.1.9", "watchdog>=4.0", "jieba>=0.42.1"]
@@ -76,7 +76,7 @@ memory-mcp = "jiuwen_memory.server.mcp_server:main"
 [dependency-groups]
 test = [
     "pytest>=8.3.5", "pytest-asyncio>=1.0.0", "pytest-html>=4.1.1",
-    "pytest-mock>=3.14.0", "pytest-cov>=7.0.0", "coverage>=7.7.1",
+    "pytest-mock>=3.14.0", "pytest-cov>=7.0.0", "coverage>=7.7.1", "mcp>=1.14.1,<2.0.0",
 ]
 lint = ["ruff>=0.11.2", "pylint>=3.0.0", "mypy>=1.12.0"]
 dev = [{ include-group = "test" }, { include-group = "lint" }]
diff --git a/tests/unit_tests/core/memory/test_long_term_memory_middle_mutations.py b/tests/unit_tests/core/memory/test_long_term_memory_middle_mutations.py
index 680d5bf5..209f8cda 100644
--- a/tests/unit_tests/core/memory/test_long_term_memory_middle_mutations.py
+++ b/tests/unit_tests/core/memory/test_long_term_memory_middle_mutations.py
@@ -469,8 +469,132 @@ async def test_get_user_mem_by_page_unknown_merges_long_and_middle_memory():
     assert memory.search_manager.calls == [{
         "user_id": "u1",
         "scope_id": "s1",
-        "nums": 10,
+        "nums": 100,
         "pages": 1,
         "mem_type": None,
         "filters": None,
     }]
+
+
+@pytest.mark.asyncio
+async def test_get_user_mem_by_page_unknown_has_no_cross_page_duplicates():
+    oldest_first = [
+        {
+            "id": f"long_{idx:03d}",
+            "mem": f"长期记忆 {idx}",
+            "mem_type": MemoryType.SEMANTIC_MEMORY.value,
+            "timestamp": datetime(2026, 7, 21, idx, 0, tzinfo=timezone.utc),
+        }
+        for idx in range(10)
+    ]
+    memory = LongTermMemory()
+    # Production indexes list newest-first.  The old implementation fetched
+    # an expanding newest-N prefix, reversed it, and returned duplicate pages.
+    memory.search_manager = FakeSearchManager(list(reversed(oldest_first)))
+    memory.message_manager = FakeMessageManager()
+
+    pages = [
+        await memory.get_user_mem_by_page(
+            user_id="u1",
+            scope_id="s1",
+            page_size=3,
+            page_idx=page_idx,
+            memory_type=MemoryType.UNKNOWN,
+        )
+        for page_idx in range(1, 6)
+    ]
+
+    assert [[item.mem_id for item in page] for page in pages] == [
+        ["long_000", "long_001", "long_002"],
+        ["long_003", "long_004", "long_005"],
+        ["long_006", "long_007", "long_008"],
+        ["long_009"],
+        [],
+    ]
+    all_ids = [item.mem_id for page in pages for item in page]
+    assert len(all_ids) == len(set(all_ids)) == 10
+
+
+@pytest.mark.asyncio
+async def test_get_user_mem_by_page_unknown_orders_same_timestamp_by_mem_id():
+    timestamp = datetime(2026, 7, 21, 12, 0, tzinfo=timezone.utc)
+    memory = LongTermMemory()
+    memory.search_manager = FakeSearchManager([
+        {
+            "id": "b-long",
+            "mem": "长期记忆 B",
+            "mem_type": MemoryType.SEMANTIC_MEMORY.value,
+            "timestamp": timestamp,
+        },
+        {
+            "id": "a-long",
+            "mem": "长期记忆 A",
+            "mem_type": MemoryType.SEMANTIC_MEMORY.value,
+            "timestamp": timestamp,
+        },
+    ])
+    memory.message_manager = FakeMessageManager()
+    memory.message_manager.messages = [
+        (BaseMessage(role="user", content="中期记忆 D"), timestamp, "d-middle"),
+        (BaseMessage(role="user", content="中期记忆 C"), timestamp, "c-middle"),
+    ]
+
+    pages = [
+        await memory.get_user_mem_by_page(
+            user_id="u1",
+            scope_id="s1",
+            page_size=2,
+            page_idx=page_idx,
+            memory_type=MemoryType.UNKNOWN,
+        )
+        for page_idx in (1, 2)
+    ]
+
+    assert [[item.mem_id for item in page] for page in pages] == [
+        ["a-long", "b-long"],
+        ["c-middle", "d-middle"],
+    ]
+    all_ids = [item.mem_id for page in pages for item in page]
+    assert len(all_ids) == len(set(all_ids)) == 4
+
+
+@pytest.mark.asyncio
+async def test_get_user_mem_by_page_middle_has_no_cross_page_duplicates():
+    class NewestPrefixMessageManager(FakeMessageManager):
+        async def get(self, user_id=None, scope_id=None, session_id=None, message_len=10):
+            return self.messages[-message_len:]
+
+    oldest_first = [
+        (
+            BaseMessage(role="user", content=f"中期记忆 {idx}"),
+            datetime(2026, 7, 21, idx, 0, tzinfo=timezone.utc),
+            f"middle_{idx:03d}",
+        )
+        for idx in range(10)
+    ]
+    memory = LongTermMemory()
+    memory.search_manager = FakeSearchManager([])
+    memory.message_manager = NewestPrefixMessageManager()
+    # Production MessageManager returns the newest prefix in chronological
+    # order after reversing the database's DESC query.
+    memory.message_manager.messages = oldest_first
+
+    pages = [
+        await memory.get_user_mem_by_page(
+            user_id="u1",
+            scope_id="s1",
+            page_size=3,
+            page_idx=page_idx,
+            memory_type=MemoryType.MIDDLE_TERM_MEMORY,
+        )
+        for page_idx in range(1, 5)
+    ]
+
+    assert [[item.mem_id for item in page] for page in pages] == [
+        ["middle_000", "middle_001", "middle_002"],
+        ["middle_003", "middle_004", "middle_005"],
+        ["middle_006", "middle_007", "middle_008"],
+        ["middle_009"],
+    ]
+    all_ids = [item.mem_id for page in pages for item in page]
+    assert len(all_ids) == len(set(all_ids)) == 10
diff --git a/uv.lock b/uv.lock
index 6c73a303..66fe1b33 100644
--- a/uv.lock
+++ b/uv.lock
@@ -923,6 +923,17 @@ wheels = [
     { url = "https://mirrors.aliyun.com/pypi/packages/e5/22/4222d7ddf3da30f363edaa98e329c2bce6c65497c9cb2810931c8b2c0fbc/fsspec-2026.6.0-py3-none-any.whl", hash = "sha256:02e0b71817df9b2169dc30a16832045764def1191b43dcff5bb85bdee212d2a1" },
 ]
 
+[[package]]
+name = "gmssl"
+version = "3.2.2"
+source = { registry = "https://mirrors.aliyun.com/pypi/simple" }
+dependencies = [
+    { name = "pycryptodomex" },
+]
+wheels = [
+    { url = "https://mirrors.aliyun.com/pypi/packages/41/b1/01d707a2edfaad77715b2d27e5fbf14b6bcd34dd72ea179a5facfe4b1dd7/gmssl-3.2.2-py3-none-any.whl", hash = "sha256:59f069a91eb19ef59b9e7be4d436ed01c92ce064d3d7d45a8778fc07fd2cd068" },
+]
+
 [[package]]
 name = "googleapis-common-protos"
 version = "1.75.0"
@@ -1131,6 +1142,15 @@ http2 = [
     { name = "h2" },
 ]
 
+[[package]]
+name = "httpx-sse"
+version = "0.4.3"
+source = { registry = "https://mirrors.aliyun.com/pypi/simple" }
+sdist = { url = "https://mirrors.aliyun.com/pypi/packages/0f/4c/751061ffa58615a32c31b2d82e8482be8dd4a89154f003147acee90f2be9/httpx_sse-0.4.3.tar.gz", hash = "sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d" }
+wheels = [
+    { url = "https://mirrors.aliyun.com/pypi/packages/d2/fd/6668e5aec43ab844de6fc74927e155a3b37bf40d7c3790e49fc0406b6578/httpx_sse-0.4.3-py3-none-any.whl", hash = "sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc" },
+]
+
 [[package]]
 name = "huaweicloudsdkagentidentity"
 version = "3.1.201"
@@ -1247,6 +1267,12 @@ wheels = [
     { url = "https://mirrors.aliyun.com/pypi/packages/3e/95/c7c34aa53c16353c56d0b802fba48d5f5caa2cdee7958acbcb795c830416/isort-8.0.1-py3-none-any.whl", hash = "sha256:28b89bc70f751b559aeca209e6120393d43fbe2490de0559662be7a9787e3d75" },
 ]
 
+[[package]]
+name = "jieba"
+version = "0.42.1"
+source = { registry = "https://mirrors.aliyun.com/pypi/simple" }
+sdist = { url = "https://mirrors.aliyun.com/pypi/packages/c6/cb/18eeb235f833b726522d7ebed54f2278ce28ba9438e3135ab0278d9792a2/jieba-0.42.1.tar.gz", hash = "sha256:055ca12f62674fafed09427f176506079bc135638a14e23e25be909131928db2" }
+
 [[package]]
 name = "jinja2"
 version = "3.1.6"
@@ -1334,6 +1360,7 @@ dependencies = [
     { name = "charset-normalizer" },
     { name = "dashscope" },
     { name = "filelock" },
+    { name = "gmssl" },
     { name = "httpx" },
     { name = "loguru" },
     { name = "oauthlib" },
@@ -1364,12 +1391,16 @@ all = [
     { name = "elasticsearch", extra = ["async"] },
     { name = "fastapi" },
     { name = "greenlet" },
+    { name = "jieba" },
+    { name = "mcp" },
     { name = "opentelemetry-proto" },
     { name = "protobuf" },
     { name = "psycopg2-binary" },
     { name = "python-dotenv" },
     { name = "redis" },
+    { name = "sqlite-vec" },
     { name = "uvicorn" },
+    { name = "watchdog" },
 ]
 all-storage = [
     { name = "aiomysql" },
@@ -1394,6 +1425,11 @@ chromadb = [
 elasticsearch = [
     { name = "elasticsearch", extra = ["async"] },
 ]
+file-index = [
+    { name = "jieba" },
+    { name = "sqlite-vec" },
+    { name = "watchdog" },
+]
 gaussdb = [
     { name = "async-gaussdb" },
     { name = "asyncpg" },
@@ -1415,6 +1451,7 @@ redis = [
 ]
 server = [
     { name = "fastapi" },
+    { name = "mcp" },
     { name = "python-dotenv" },
     { name = "uvicorn" },
 ]
@@ -1426,6 +1463,7 @@ sqlite = [
 [package.dev-dependencies]
 dev = [
     { name = "coverage" },
+    { name = "mcp" },
     { name = "mypy" },
     { name = "pylint" },
     { name = "pytest" },
@@ -1442,6 +1480,7 @@ lint = [
 ]
 test = [
     { name = "coverage" },
+    { name = "mcp" },
     { name = "pytest" },
     { name = "pytest-asyncio" },
     { name = "pytest-cov" },
@@ -1467,12 +1506,15 @@ requires-dist = [
     { name = "elasticsearch", extras = ["async"], marker = "extra == 'elasticsearch'", specifier = ">=8,<9" },
     { name = "fastapi", marker = "extra == 'server'", specifier = ">=0.110.0" },
     { name = "filelock", specifier = ">=3.20.1" },
+    { name = "gmssl", specifier = ">=3.2.2" },
     { name = "greenlet", marker = "extra == 'sqlite'", specifier = ">=3.1.1" },
     { name = "httpx", specifier = ">=0.24" },
-    { name = "jiuwenmemory", extras = ["all-storage", "all-vector", "server"], marker = "extra == 'all'" },
+    { name = "jieba", marker = "extra == 'file-index'", specifier = ">=0.42.1" },
+    { name = "jiuwenmemory", extras = ["all-storage", "all-vector", "server", "file-index"], marker = "extra == 'all'" },
     { name = "jiuwenmemory", extras = ["chromadb", "gaussvector", "elasticsearch"], marker = "extra == 'all-vector'" },
     { name = "jiuwenmemory", extras = ["sqlite", "postgres", "mysql", "gaussdb", "redis"], marker = "extra == 'all-storage'" },
     { name = "loguru", specifier = ">=0.7.3" },
+    { name = "mcp", marker = "extra == 'server'", specifier = ">=1.14.1,<2.0.0" },
     { name = "mem0ai", marker = "extra == 'mem0'", specifier = ">=1.0.0" },
     { name = "oauthlib", specifier = ">=3.3.1" },
     { name = "openai", specifier = ">=1.108.0" },
@@ -1489,16 +1531,19 @@ requires-dist = [
     { name = "redis", marker = "extra == 'redis'", specifier = ">=7.1.0" },
     { name = "requests", specifier = ">=2.32.3" },
     { name = "sqlalchemy", specifier = ">=2.0.41" },
+    { name = "sqlite-vec", marker = "extra == 'file-index'", specifier = ">=0.1.9" },
     { name = "sqlmodel", specifier = ">=0.0.37" },
     { name = "tenacity", specifier = ">=9.1.2" },
     { name = "tqdm", specifier = ">=4.0" },
     { name = "uvicorn", marker = "extra == 'server'", specifier = ">=0.30.0" },
+    { name = "watchdog", marker = "extra == 'file-index'", specifier = ">=4.0" },
 ]
-provides-extras = ["chromadb", "gaussvector", "elasticsearch", "postgres", "mysql", "gaussdb", "sqlite", "redis", "mem0", "agentarts", "server", "all-storage", "all-vector", "default", "all"]
+provides-extras = ["chromadb", "gaussvector", "elasticsearch", "postgres", "mysql", "gaussdb", "sqlite", "redis", "mem0", "agentarts", "server", "all-storage", "all-vector", "file-index", "default", "all"]
 
 [package.metadata.requires-dev]
 dev = [
     { name = "coverage", specifier = ">=7.7.1" },
+    { name = "mcp", specifier = ">=1.14.1,<2.0.0" },
     { name = "mypy", specifier = ">=1.12.0" },
     { name = "pylint", specifier = ">=3.0.0" },
     { name = "pytest", specifier = ">=8.3.5" },
@@ -1515,6 +1560,7 @@ lint = [
 ]
 test = [
     { name = "coverage", specifier = ">=7.7.1" },
+    { name = "mcp", specifier = ">=1.14.1,<2.0.0" },
     { name = "pytest", specifier = ">=8.3.5" },
     { name = "pytest-asyncio", specifier = ">=1.0.0" },
     { name = "pytest-cov", specifier = ">=7.0.0" },
@@ -1715,6 +1761,31 @@ wheels = [
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+[[package]]
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+version = "1.29.0"
+source = { registry = "https://mirrors.aliyun.com/pypi/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "httpx" },
+    { name = "httpx-sse" },
+    { name = "jsonschema" },
+    { name = "pydantic" },
+    { name = "pydantic-settings" },
+    { name = "pyjwt", extra = ["crypto"] },
+    { name = "python-multipart" },
+    { name = "pywin32", marker = "sys_platform == 'win32'" },
+    { name = "sse-starlette" },
+    { name = "starlette" },
+    { name = "typing-extensions" },
+    { name = "typing-inspection" },
+    { name = "uvicorn", marker = "sys_platform != 'emscripten'" },
+]
+sdist = { url = "https://mirrors.aliyun.com/pypi/packages/30/d3/f9acc21dfc886e4f78e2add1a47db46ce16884346afde53f8a064c02c891/mcp-1.29.0.tar.gz", hash = "sha256:52d01f334de1868cc3bb2d6604931126a67631f99a6c5d3b82ba47290315ec36" }
+wheels = [
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+]
+
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -2622,6 +2693,36 @@ wheels = [
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 ]
 
+[[package]]
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+version = "3.23.0"
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+wheels = [
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+    { url = "https://mirrors.aliyun.com/pypi/packages/69/96/11f36f71a865dd6df03716d33bd07a67e9d20f6b8d39820470b766af323c/pycryptodomex-3.23.0-cp37-abi3-win_amd64.whl", hash = "sha256:52e5ca58c3a0b0bd5e100a9fbc8015059b05cffc6c66ce9d98b4b45e023443b9" },
+    { url = "https://mirrors.aliyun.com/pypi/packages/f9/93/45c1cdcbeb182ccd2e144c693eaa097763b08b38cded279f0053ed53c553/pycryptodomex-3.23.0-cp37-abi3-win_arm64.whl", hash = "sha256:02d87b80778c171445d67e23d1caef279bf4b25c3597050ccd2e13970b57fd51" },
+]
+
 [[package]]
 name = "pydantic"
 version = "2.13.4"
@@ -2741,6 +2842,11 @@ wheels = [
     { url = "https://mirrors.aliyun.com/pypi/packages/a3/5e/ecf12fdb62546d64385c158514e9b2b671f7832108ef2ecd2020ce0af2d1/pyjwt-2.13.0-py3-none-any.whl", hash = "sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728" },
 ]
 
+[package.optional-dependencies]
+crypto = [
+    { name = "cryptography" },
+]
+
 [[package]]
 name = "pylint"
 version = "4.0.6"
@@ -2957,6 +3063,15 @@ wheels = [
     { url = "https://mirrors.aliyun.com/pypi/packages/0b/d7/1959b9648791274998a9c3526f6d0ec8fd2233e4d4acce81bbae76b44b2a/python_dotenv-1.2.2-py3-none-any.whl", hash = "sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a" },
 ]
 
+[[package]]
+name = "python-multipart"
+version = "0.0.32"
+source = { registry = "https://mirrors.aliyun.com/pypi/simple" }
+sdist = { url = "https://mirrors.aliyun.com/pypi/packages/5b/42/55c32bb9b12693c092ad250a0e82edb5b31ddeda6eb772de5f308b3804ad/python_multipart-0.0.32.tar.gz", hash = "sha256:be54b7f3fa167bb83e4fcd936b887b708f4e57fe75911c02aebf53efaf8d938e" }
+wheels = [
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+]
+
 [[package]]
 name = "pytz"
 version = "2026.2"
@@ -3333,6 +3448,18 @@ wheels = [
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 ]
 
+[[package]]
+name = "sqlite-vec"
+version = "0.1.9"
+source = { registry = "https://mirrors.aliyun.com/pypi/simple" }
+wheels = [
+    { url = "https://mirrors.aliyun.com/pypi/packages/68/85/9fad0045d8e7c8df3e0fa5a56c630e8e15ad6e5ca2e6106fceb666aa6638/sqlite_vec-0.1.9-py3-none-macosx_10_6_x86_64.whl", hash = "sha256:1b62a7f0a060d9475575d4e599bbf94a13d85af896bc1ce86ee80d1b5b48e5fb" },
+    { url = "https://mirrors.aliyun.com/pypi/packages/a4/3d/3677e0cd2f92e5ebc43cd29fbf565b75582bff1ccfa0b8327c7508e1084f/sqlite_vec-0.1.9-py3-none-macosx_11_0_arm64.whl", hash = "sha256:1d52e30513bae4cc9778ddbf6145610434081be4c3afe57cd877893bad9f6b6c" },
+    { url = "https://mirrors.aliyun.com/pypi/packages/00/d4/f2b936d3bdc38eadcbd2a87875815db36430fab0363182ba5d12cd8e0b51/sqlite_vec-0.1.9-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4e921e592f24a5f9a18f590b6ddd530eb637e2d474e3b1972f9bbeb773aa3cb9" },
+    { url = "https://mirrors.aliyun.com/pypi/packages/6f/ad/6afd073b0f817b3e03f9e37ad626ae341805891f23c74b5292818f49ac63/sqlite_vec-0.1.9-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux1_x86_64.whl", hash = "sha256:1515727990b49e79bcaf75fdee2ffc7d461f8b66905013231251f1c8938e7786" },
+    { url = "https://mirrors.aliyun.com/pypi/packages/42/89/81b2907cda14e566b9bf215e2ad82fc9b349edf07d2010756ffdb902f328/sqlite_vec-0.1.9-py3-none-win_amd64.whl", hash = "sha256:4a28dc12fa4b53d7b1dced22da2488fade444e96b5d16fd2d698cd670675cf32" },
+]
+
 [[package]]
 name = "sqlmodel"
 version = "0.0.39"
@@ -3347,6 +3474,19 @@ wheels = [
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 ]
 
+[[package]]
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+version = "3.4.6"
+source = { registry = "https://mirrors.aliyun.com/pypi/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "starlette" },
+]
+sdist = { url = "https://mirrors.aliyun.com/pypi/packages/6c/10/a34c656829ffc1c4b22ef36d70d9ebb6b99c020e2aeb17cee5485099f028/sse_starlette-3.4.6.tar.gz", hash = "sha256:725f8a1bd6d26ae1b2c9610c0ef5065dfdd496f3988d28adcf8c4b49dc25c627" }
+wheels = [
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+
 [[package]]
 name = "starlette"
 version = "1.3.1"
@@ -3557,6 +3697,33 @@ wheels = [
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 ]
 
+[[package]]
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