diff --git a/memos/crud.py b/memos/crud.py
index 31f512c..f10aeb2 100644
--- a/memos/crud.py
+++ b/memos/crud.py
@@ -102,11 +102,11 @@ def get_entities_of_folder(
         return [], 0
 
     query = db.query(EntityModel).filter(EntityModel.folder_id == folder_id)
-    
+
     total_count = query.count()
-    
+
     entities = query.limit(limit).offset(offset).all()
-    
+
     return entities, total_count
 
 
@@ -114,6 +114,10 @@ def get_entity_by_filepath(filepath: str, db: Session) -> Entity | None:
     return db.query(EntityModel).filter(EntityModel.filepath == filepath).first()
 
 
+def get_entities_by_filepaths(filepaths: List[str], db: Session) -> List[Entity]:
+    return db.query(EntityModel).filter(EntityModel.filepath.in_(filepaths)).all()
+
+
 def remove_entity(entity_id: int, db: Session):
     entity = db.query(EntityModel).filter(EntityModel.id == entity_id).first()
     if entity:
diff --git a/memos/server.py b/memos/server.py
index 8a6cc68..de26731 100644
--- a/memos/server.py
+++ b/memos/server.py
@@ -43,8 +43,7 @@ from .logging_config import LOGGING_CONFIG
 
 # Configure logging to include datetime
 logging.basicConfig(
-    format='%(asctime)s - %(levelname)s - %(message)s',
-    level=logging.INFO
+    format="%(asctime)s - %(levelname)s - %(message)s", level=logging.INFO
 )
 
 engine = create_engine(f"sqlite:///{get_database_path()}")
@@ -238,10 +237,11 @@ def list_entities_in_folder(
             detail="Folder not found in the specified library",
         )
 
-    entities, total_count = crud.get_entities_of_folder(library_id, folder_id, db, limit, offset)
+    entities, total_count = crud.get_entities_of_folder(
+        library_id, folder_id, db, limit, offset
+    )
     return JSONResponse(
-        content=jsonable_encoder(entities),
-        headers={"X-Total-Count": str(total_count)}
+        content=jsonable_encoder(entities), headers={"X-Total-Count": str(total_count)}
     )
 
 
@@ -261,6 +261,18 @@ def get_entity_by_filepath(
     return entity
 
 
+@app.post(
+    "/libraries/{library_id}/entities/by-filepaths",
+    response_model=List[Entity],
+    tags=["entity"],
+)
+def get_entities_by_filepaths(
+    library_id: int, filepaths: List[str], db: Session = Depends(get_db)
+):
+    entities = crud.get_entities_by_filepaths(filepaths, db)
+    return [entity for entity in entities if entity.library_id == library_id]
+
+
 @app.get("/entities/{entity_id}", response_model=Entity, tags=["entity"])
 def get_entity_by_id(entity_id: int, db: Session = Depends(get_db)):
     entity = crud.get_entity_by_id(entity_id, db)
@@ -539,4 +551,10 @@ def run_server():
     print(
         f"Typesense connection info: Host: {settings.typesense_host}, Port: {settings.typesense_port}, Protocol: {settings.typesense_protocol}"
     )
-    uvicorn.run("memos.server:app", host="0.0.0.0", port=8080, reload=False, log_config=LOGGING_CONFIG)
+    uvicorn.run(
+        "memos.server:app",
+        host="0.0.0.0",
+        port=8080,
+        reload=False,
+        log_config=LOGGING_CONFIG,
+    )