diff --git a/memos/config.py b/memos/config.py
index ca855a9..ff5c9ea 100644
--- a/memos/config.py
+++ b/memos/config.py
@@ -8,6 +8,11 @@ class Settings(BaseSettings):
 
     base_dir: str = str(Path.home() / ".memos")
     database_path: str = os.path.join(base_dir, "database.db")
+    typesense_host: str = "localhost"
+    typesense_port: str = "8108"
+    typesense_protocol: str = "http"
+    typesense_api_key: str = "xyz"
+    typesense_connection_timeout_seconds: int = 2
 
 
 settings = Settings()
diff --git a/memos/indexing.py b/memos/indexing.py
new file mode 100644
index 0000000..5dbc0a6
--- /dev/null
+++ b/memos/indexing.py
@@ -0,0 +1,61 @@
+import json
+
+from .schemas import MetadataType, EntityMetadata
+
+
+def convert_metadata_value(metadata: EntityMetadata):
+    if metadata.data_type == MetadataType.NUMBER_DATA:
+        try:
+            return int(metadata.value)
+        except ValueError:
+            return float(metadata.value)
+    elif metadata.data_type == MetadataType.JSON_DATA:
+        return json.loads(metadata.value)
+    else:
+        return metadata.value
+
+
+def upsert(client, entity):
+    # Prepare the entity data for Typesense
+    entity_data = {
+        "id": str(entity.id),
+        "filepath": entity.filepath,
+        "filename": entity.filename,
+        "size": entity.size,
+        "file_created_at": int(entity.file_created_at.timestamp()),
+        "file_last_modified_at": int(entity.file_last_modified_at.timestamp()),
+        "file_type": entity.file_type,
+        "file_type_group": entity.file_type_group,
+        "last_scan_at": (
+            int(entity.last_scan_at.timestamp()) if entity.last_scan_at else None
+        ),
+        "library_id": entity.library_id,
+        "folder_id": entity.folder_id,
+        "tags": [tag.name for tag in entity.tags],
+        "metadata_entries": [
+            {
+                "key": metadata.key,
+                "value": convert_metadata_value(metadata),
+                "source": metadata.source,
+            }
+            for metadata in entity.metadata_entries
+        ],
+        "metadata_text": "\n\n".join(
+            [
+                (
+                    f"key: {metadata.key}\nvalue:\n{json.dumps(json.loads(metadata.value), indent=2)}"
+                    if metadata.data_type == MetadataType.JSON_DATA
+                    else f"key: {metadata.key}\nvalue:\n{metadata.value}"
+                )
+                for metadata in entity.metadata_entries
+            ]
+        ),
+    }
+
+    # Sync the entity data to Typesense
+    try:
+        client.collections["entities"].documents.upsert(entity_data)
+    except Exception as e:
+        raise Exception(
+            f"Failed to sync entity to Typesense: {str(e)}",
+        )
diff --git a/memos/initialize_typesense.py b/memos/initialize_typesense.py
new file mode 100644
index 0000000..2b2d8d4
--- /dev/null
+++ b/memos/initialize_typesense.py
@@ -0,0 +1,72 @@
+import typesense
+from memos.config import settings
+
+# Initialize Typesense client
+client = typesense.Client(
+    {
+        "nodes": [
+            {
+                "host": settings.typesense_host,
+                "port": settings.typesense_port,
+                "protocol": settings.typesense_protocol,
+            }
+        ],
+        "api_key": settings.typesense_api_key,
+        "connection_timeout_seconds": settings.typesense_connection_timeout_seconds,
+    }
+)
+
+# Define the schema for the Typesense collection
+schema = {
+    "name": "entities",
+    "enable_nested_fields": True,
+    "fields": [
+        {"name": "filepath", "type": "string"},
+        {"name": "filename", "type": "string"},
+        {"name": "size", "type": "int32"},
+        {"name": "file_created_at", "type": "int64", "facet": False},
+        {"name": "file_last_modified_at", "type": "int64", "facet": False},
+        {"name": "file_type", "type": "string", "facet": True},
+        {"name": "file_type_group", "type": "string", "facet": True},
+        {"name": "last_scan_at", "type": "int64", "facet": False, "optional": True},
+        {"name": "library_id", "type": "int32", "facet": True},
+        {"name": "folder_id", "type": "int32", "facet": True},
+        {
+            "name": "tags",
+            "type": "string[]",
+            "facet": True,
+            "optional": True,
+            "locale": "zh",
+        },
+        {
+            "name": "metadata_entries",
+            "type": "object[]",
+            "optional": True,
+            "locale": "zh",
+        },
+        {"name": "metadata_text", "type": "string", "optional": True, "locale": "zh"},
+    ],
+    "token_separators": [":", "/", ".", " ", "-", "\\"],
+}
+
+
+if __name__ == "__main__":
+
+    import sys
+
+    # Check if "--force" parameter is provided
+    force_recreate = "--force" in sys.argv
+
+    # Drop the collection if it exists and "--force" parameter is provided
+    if force_recreate:
+        try:
+            client.collections["entities"].delete()
+            print("Existing Typesense collection 'entities' deleted successfully.")
+        except Exception as e:
+            print(
+                f"Failed to delete existing Typesense collection 'entities': {str(e)}"
+            )
+
+    # Recreate the collection in Typesense
+    client.collections.create(schema)
+    print("Typesense collection 'entities' created successfully.")
diff --git a/memos/server.py b/memos/server.py
index b327c61..e07e9aa 100644
--- a/memos/server.py
+++ b/memos/server.py
@@ -6,9 +6,14 @@ from sqlalchemy import create_engine
 from sqlalchemy.orm import sessionmaker
 from typing import List, Annotated
 import asyncio
+import json
+
+import typesense
+from memos.config import settings
 
 from .config import get_database_path
 import memos.crud as crud
+import memos.indexing as indexing
 from .schemas import (
     Library,
     Folder,
@@ -22,11 +27,27 @@ from .schemas import (
     NewLibraryPluginParam,
     UpdateEntityTagsParam,
     UpdateEntityMetadataParam,
+    MetadataType,
 )
 
 engine = create_engine(f"sqlite:///{get_database_path()}")
 SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
 
+# Initialize Typesense client
+client = typesense.Client(
+    {
+        "nodes": [
+            {
+                "host": settings.typesense_host,
+                "port": settings.typesense_port,
+                "protocol": settings.typesense_protocol,
+            }
+        ],
+        "api_key": settings.typesense_api_key,
+        "connection_timeout_seconds": settings.typesense_connection_timeout_seconds,
+    }
+)
+
 app = FastAPI()
 
 
@@ -103,11 +124,7 @@ async def trigger_webhooks(library: Library, entity: Entity, request: Request):
         tasks = []
         for plugin in library.plugins:
             if plugin.webhook_url:
-                location = str(
-                    request.url_for(
-                        "get_entity_by_id", entity_id=entity.id
-                    )
-                )
+                location = str(request.url_for("get_entity_by_id", entity_id=entity.id))
                 task = client.post(
                     plugin.webhook_url,
                     json=entity.model_dump(mode="json"),
@@ -193,7 +210,9 @@ def get_entity_by_id(entity_id: int, db: Session = Depends(get_db)):
 
 
 @app.get("/libraries/{library_id}/entities/{entity_id}", response_model=Entity)
-def get_entity_by_id_in_library(library_id: int, entity_id: int, db: Session = Depends(get_db)):
+def get_entity_by_id_in_library(
+    library_id: int, entity_id: int, db: Session = Depends(get_db)
+):
     entity = crud.get_entity_by_id(entity_id, db)
     if entity is None or entity.library_id != library_id:
         raise HTTPException(
@@ -228,12 +247,30 @@ async def update_entity(
     return entity
 
 
+
+@app.post("/entities/{entity_id}/index", status_code=status.HTTP_204_NO_CONTENT)
+async def sync_entity_to_typesense(entity_id: int, db: Session = Depends(get_db)):
+    entity = crud.get_entity_by_id(entity_id, db)
+    if entity is None:
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND,
+            detail="Entity not found",
+        )
+
+    try: 
+        indexing.upsert(client, entity)
+    except Exception as e:
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            detail=str(e),
+        )
+    return None
+
+
 @app.patch("/entities/{entity_id}/tags", response_model=Entity)
 @app.put("/entities/{entity_id}/tags", response_model=Entity)
 def patch_entity_tags(
-    entity_id: int,
-    update_tags: UpdateEntityTagsParam,
-    db: Session = Depends(get_db)
+    entity_id: int, update_tags: UpdateEntityTagsParam, db: Session = Depends(get_db)
 ):
     entity = crud.get_entity_by_id(entity_id, db)
     if entity is None:
@@ -251,7 +288,7 @@ def patch_entity_tags(
 def patch_entity_metadata(
     entity_id: int,
     update_metadata: UpdateEntityMetadataParam,
-    db: Session = Depends(get_db)
+    db: Session = Depends(get_db),
 ):
     entity = crud.get_entity_by_id(entity_id, db)
     if entity is None:
@@ -261,11 +298,12 @@ def patch_entity_metadata(
         )
 
     # Use the CRUD function to update the metadata entries
-    entity = crud.update_entity_metadata_entries(entity_id, update_metadata.metadata_entries, db)
+    entity = crud.update_entity_metadata_entries(
+        entity_id, update_metadata.metadata_entries, db
+    )
     return entity
 
 
-
 @app.delete(
     "/libraries/{library_id}/entities/{entity_id}",
     status_code=status.HTTP_204_NO_CONTENT,
diff --git a/requirements.txt b/requirements.txt
index 8565912..276e577 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -7,3 +7,4 @@ typer
 tabulate
 magika
 pydantic-settings
+typesense
diff --git a/setup.py b/setup.py
index dfa97aa..028d97a 100644
--- a/setup.py
+++ b/setup.py
@@ -20,7 +20,8 @@ setup(
         'sqlalchemy',
         'typer',
         'magika',
-        'pydantic-settings'
+        'pydantic-settings',
+        'typesense',
     ],
     entry_points={
         'console_scripts': [