diff --git a/README.md b/README.md
index 283ac04..a7e74ed 100644
--- a/README.md
+++ b/README.md
@@ -1125,13 +1125,13 @@ With the `get_multi` method we get a python `dict` with full suport for paginati
 }
 ```
 
-And in the endpoint, we can import from `fastcrud.paginated` the following functions and Pydantic Schema:
+And in the endpoint, we can import from `fastcrud` the following functions and Pydantic Schema:
 
 ```python
 from typing import Annotated
 from fastapi import Depends, Request
 from sqlalchemy.ext.asyncio import AsyncSession
-from fastcrud.paginated import (
+from fastcrud import (
     PaginatedListResponse,  # What you'll use as a response_model to validate
     paginated_response,  # Creates a paginated response based on the parameters
     compute_offset,  # Calculate the offset for pagination ((page - 1) * items_per_page)
diff --git a/docs/user-guide/api/endpoints.md b/docs/user-guide/api/endpoints.md
index 313c152..ff270b7 100644
--- a/docs/user-guide/api/endpoints.md
+++ b/docs/user-guide/api/endpoints.md
@@ -50,7 +50,7 @@ async def get_user(
 ### 2. Get Multiple Items (with Pagination)
 
 ```python
-from fastcrud.paginated import PaginatedListResponse, paginated_response
+from fastcrud import PaginatedListResponse, paginated_response
 
 @router.get("/", response_model=PaginatedListResponse[UserRead])
 async def get_users(
diff --git a/docs/user-guide/api/index.md b/docs/user-guide/api/index.md
index e76860e..1c7e4df 100644
--- a/docs/user-guide/api/index.md
+++ b/docs/user-guide/api/index.md
@@ -31,7 +31,7 @@ async def get_users(db: Annotated[AsyncSession, Depends(async_get_db)]):
 async def create_user(
     user_data: UserCreate,
     db: Annotated[AsyncSession, Depends(async_get_db)]
-):
+        ):
     return await crud_users.create(db=db, object=user_data)
 ```
 
@@ -50,7 +50,7 @@ async def get_profile(current_user: Annotated[dict, Depends(get_current_user)]):
 ### 📊 **Easy Pagination**
 Paginate any endpoint with one line:
 ```python
-from fastcrud.paginated import PaginatedListResponse
+from fastcrud import PaginatedListResponse
 
 @router.get("/", response_model=PaginatedListResponse[UserRead])
 async def get_users(page: int = 1, items_per_page: int = 10):
diff --git a/docs/user-guide/api/pagination.md b/docs/user-guide/api/pagination.md
index 26ffb5b..27da9a0 100644
--- a/docs/user-guide/api/pagination.md
+++ b/docs/user-guide/api/pagination.md
@@ -7,7 +7,7 @@ This guide shows you how to add pagination to your API endpoints using the boile
 Here's how to add basic pagination to any endpoint:
 
 ```python
-from fastcrud.paginated import PaginatedListResponse
+from fastcrud import PaginatedListResponse
 
 @router.get("/", response_model=PaginatedListResponse[UserRead])
 async def get_users(
diff --git a/docs/user-guide/api/versioning.md b/docs/user-guide/api/versioning.md
index 299fa62..5ac309f 100644
--- a/docs/user-guide/api/versioning.md
+++ b/docs/user-guide/api/versioning.md
@@ -132,7 +132,7 @@ async def create_user(user_data: UserCreate):
 ```python
 # src/app/api/v2/users.py
 from app.schemas.user import UserReadV2, UserCreateV2  # New schemas
-from fastcrud.paginated import PaginatedListResponse
+from fastcrud import PaginatedListResponse
 
 # Breaking change: Always return paginated response
 @router.get("/", response_model=PaginatedListResponse[UserReadV2])
diff --git a/docs/user-guide/database/crud.md b/docs/user-guide/database/crud.md
index 1bf5a98..6b169ed 100644
--- a/docs/user-guide/database/crud.md
+++ b/docs/user-guide/database/crud.md
@@ -392,7 +392,8 @@ async def user_management_example(db: AsyncSession):
 Using FastCRUD's pagination utilities:
 
 ```python
-from fastcrud.paginated import compute_offset, paginated_response
+from fastcrud import compute_offset, paginated_response
+
 
 async def get_paginated_users(
     db: AsyncSession, 
diff --git a/docs/user-guide/database/schemas.md b/docs/user-guide/database/schemas.md
index 69c7bb2..058547e 100644
--- a/docs/user-guide/database/schemas.md
+++ b/docs/user-guide/database/schemas.md
@@ -402,7 +402,7 @@ users = await crud_users.get_multi(
 For pagination with page numbers, use `PaginatedListResponse`:
 
 ```python
-from fastcrud.paginated import PaginatedListResponse
+from fastcrud import PaginatedListResponse
 
 # In API endpoint - ONLY for paginated list responses
 @router.get("/users/", response_model=PaginatedListResponse[UserRead])
diff --git a/docs/user-guide/development.md b/docs/user-guide/development.md
index cdcb03a..84fb187 100644
--- a/docs/user-guide/development.md
+++ b/docs/user-guide/development.md
@@ -136,7 +136,7 @@ Create `src/app/api/v1/categories.py`:
 from typing import Annotated
 
 from fastapi import APIRouter, Depends, HTTPException, Request
-from fastcrud.paginated import PaginatedListResponse, compute_offset
+from fastcrud import PaginatedListResponse, compute_offset
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from ...api.dependencies import get_current_superuser, get_current_user
diff --git a/docs/user-guide/index.md b/docs/user-guide/index.md
index 2770266..81a754d 100644
--- a/docs/user-guide/index.md
+++ b/docs/user-guide/index.md
@@ -83,4 +83,4 @@ Ready to dive in? Here are recommended learning paths:
 3. Set up [Background Task Processing](background-tasks/index.md)
 4. Review the [Production Guide](production.md) for deployment considerations
 
-Choose your path based on your needs and experience level. Each section builds upon previous concepts while remaining self-contained for reference use. 
\ No newline at end of file
+Choose your path based on your needs and experience level. Each section builds upon previous concepts while remaining self-contained for reference use.
diff --git a/src/app/api/v1/posts.py b/src/app/api/v1/posts.py
index 2987661..bbceba6 100644
--- a/src/app/api/v1/posts.py
+++ b/src/app/api/v1/posts.py
@@ -1,6 +1,6 @@
 from typing import Annotated, Any, cast
 from fastapi import APIRouter, Depends, Request
-from fastcrud.paginated import PaginatedListResponse, compute_offset, paginated_response
+from fastcrud import PaginatedListResponse, compute_offset, paginated_response
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from ...api.dependencies import get_current_superuser, get_current_user
diff --git a/src/app/api/v1/rate_limits.py b/src/app/api/v1/rate_limits.py
index ff8da4a..9ece374 100644
--- a/src/app/api/v1/rate_limits.py
+++ b/src/app/api/v1/rate_limits.py
@@ -1,7 +1,7 @@
 from typing import Annotated, Any, cast
 
 from fastapi import APIRouter, Depends, Request
-from fastcrud.paginated import PaginatedListResponse, compute_offset, paginated_response
+from fastcrud import PaginatedListResponse, compute_offset, paginated_response
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from ...api.dependencies import get_current_superuser
diff --git a/src/app/api/v1/tiers.py b/src/app/api/v1/tiers.py
index 1981c6c..cbebb99 100644
--- a/src/app/api/v1/tiers.py
+++ b/src/app/api/v1/tiers.py
@@ -1,7 +1,7 @@
 from typing import Annotated, Any, cast
 
 from fastapi import APIRouter, Depends, Request
-from fastcrud.paginated import PaginatedListResponse, compute_offset, paginated_response
+from fastcrud import PaginatedListResponse, compute_offset, paginated_response
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from ...api.dependencies import get_current_superuser
diff --git a/src/app/api/v1/users.py b/src/app/api/v1/users.py
index 05802c0..5454238 100644
--- a/src/app/api/v1/users.py
+++ b/src/app/api/v1/users.py
@@ -1,7 +1,7 @@
 from typing import Annotated, Any, cast
 
 from fastapi import APIRouter, Depends, Request
-from fastcrud.paginated import PaginatedListResponse, compute_offset, paginated_response
+from fastcrud import PaginatedListResponse, compute_offset, paginated_response
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from ...api.dependencies import get_current_superuser, get_current_user