docs: add analytics (#78)

* chore: update docstring example to use python code block

* docs: add documentation

* feat: add docs build + fix other workdlows

* fix: add missing return type

.github/workflows/build-release.yml

@@ -20,7 +20,7 @@ jobs:
         run: uv python install 3.14
 
       - name: Install dependencies
-        run: uv sync
+        run: uv sync --group dev
 
       - name: Build
         run: uv build

.github/workflows/ci.yml

@@ -24,7 +24,7 @@ jobs:
         run: uv python install 3.13
 
       - name: Install dependencies
-        run: uv sync --extra dev
+        run: uv sync --group dev
 
       - name: Run Ruff linter
         run: uv run ruff check .
@@ -45,7 +45,7 @@ jobs:
         run: uv python install 3.13
 
       - name: Install dependencies
-        run: uv sync --extra dev
+        run: uv sync --group dev
 
       - name: Run ty
         run: uv run ty check
@@ -83,7 +83,7 @@ jobs:
         run: uv python install ${{ matrix.python-version }}
 
       - name: Install dependencies
-        run: uv sync --extra dev
+        run: uv sync --group dev
 
       - name: Run tests with coverage
         env:

.github/workflows/docs.yml

@@ -0,0 +1,36 @@
+name: Documentation
+on:
+  push:
+    branches:
+      - main
+permissions:
+  contents: read
+  pages: write
+  id-token: write
+jobs:
+  deploy:
+    environment:
+      name: github-pages
+      url: ${{ steps.deployment.outputs.page_url }}
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/configure-pages@v5
+
+      - uses: actions/checkout@v6
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v7
+
+      - name: Set up Python
+        run: uv python install 3.13
+
+      - run: uv sync --group dev
+
+      - run: uv run zensical build --clean
+
+      - uses: actions/upload-pages-artifact@v4
+        with:
+          path: site
+
+      - uses: actions/deploy-pages@v4
+        id: deployment

README.md

@@ -1,6 +1,6 @@
 # FastAPI Toolsets
 
-FastAPI Toolsets provides production-ready utilities for FastAPI applications built with async SQLAlchemy and PostgreSQL. It includes generic CRUD operations, a fixture system with dependency resolution, a Django-like CLI, standardized API responses, and structured exception handling with automatic OpenAPI documentation.
+A modular collection of production-ready utilities for FastAPI. Install only what you need — from async CRUD and database helpers to CLI tooling, Prometheus metrics, and pytest fixtures. Each module is independently installable via optional extras, keeping your dependency footprint minimal.
 
 [![CI](https://github.com/d3vyce/fastapi-toolsets/actions/workflows/ci.yml/badge.svg)](https://github.com/d3vyce/fastapi-toolsets/actions/workflows/ci.yml)
 [![codecov](https://codecov.io/gh/d3vyce/fastapi-toolsets/graph/badge.svg)](https://codecov.io/gh/d3vyce/fastapi-toolsets)
@@ -20,20 +20,42 @@ FastAPI Toolsets provides production-ready utilities for FastAPI applications bu
 
 ## Installation
 
+The base package includes the core modules (CRUD, database, schemas, exceptions, fixtures, dependencies, logging):
+
 ```bash
 uv add fastapi-toolsets
 ```
 
+Install only the extras you need:
+
+```bash
+uv add "fastapi-toolsets[cli]"      # CLI (typer)
+uv add "fastapi-toolsets[metrics]"  # Prometheus metrics (prometheus_client)
+uv add "fastapi-toolsets[pytest]"   # Pytest helpers (httpx, pytest-xdist)
+```
+
+Or install everything:
+
+```bash
+uv add "fastapi-toolsets[all]"
+```
+
 ## Features
 
+### Core
+
 - **CRUD**: Generic async CRUD operations with `CrudFactory`, built-in search with relationship traversal
 - **Database**: Session management, transaction helpers, table locking, and polling-based row change detection
 - **Dependencies**: FastAPI dependency factories (`PathDependency`, `BodyDependency`) for automatic DB lookups from path or body parameters
 - **Fixtures**: Fixture system with dependency management, context support, and pytest integration
-- **CLI**: Django-like command-line interface with fixture management and custom commands support
 - **Standardized API Responses**: Consistent response format with `Response`, `PaginatedResponse`, and `PydanticBase`
 - **Exception Handling**: Structured error responses with automatic OpenAPI documentation
 - **Logging**: Logging configuration with uvicorn integration via `configure_logging` and `get_logger`
+
+### Optional
+
+- **CLI**: Django-like command-line interface with fixture management and custom commands support
+- **Metrics**: Prometheus metrics endpoint with provider/collector registry
 - **Pytest Helpers**: Async test client, database session management, `pytest-xdist` support, and table cleanup utilities
 
 ## License

docs/index.md

@@ -0,0 +1,67 @@
+# FastAPI Toolsets
+
+A modular collection of production-ready utilities for FastAPI. Install only what you need — from async CRUD and database helpers to CLI tooling, Prometheus metrics, and pytest fixtures. Each module is independently installable via optional extras, keeping your dependency footprint minimal.
+
+[![CI](https://github.com/d3vyce/fastapi-toolsets/actions/workflows/ci.yml/badge.svg)](https://github.com/d3vyce/fastapi-toolsets/actions/workflows/ci.yml)
+[![codecov](https://codecov.io/gh/d3vyce/fastapi-toolsets/graph/badge.svg)](https://codecov.io/gh/d3vyce/fastapi-toolsets)
+[![ty](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ty/main/assets/badge/v0.json)](https://github.com/astral-sh/ty)
+[![uv](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/uv/main/assets/badge/v0.json)](https://github.com/astral-sh/uv)
+[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
+[![Python 3.11+](https://img.shields.io/badge/python-3.11+-blue.svg)](https://www.python.org/downloads/)
+[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
+
+---
+
+**Documentation**: [https://fastapi-toolsets.d3vyce.fr](https://fastapi-toolsets.d3vyce.fr)
+
+**Source Code**: [https://github.com/d3vyce/fastapi-toolsets](https://github.com/d3vyce/fastapi-toolsets)
+
+---
+
+## Installation
+
+The base package includes the core modules (CRUD, database, schemas, exceptions, fixtures, dependencies, logging):
+
+```bash
+uv add fastapi-toolsets
+```
+
+Install only the extras you need:
+
+```bash
+uv add "fastapi-toolsets[cli]"      # CLI (typer)
+uv add "fastapi-toolsets[metrics]"  # Prometheus metrics (prometheus_client)
+uv add "fastapi-toolsets[pytest]"   # Pytest helpers (httpx, pytest-xdist)
+```
+
+Or install everything:
+
+```bash
+uv add "fastapi-toolsets[all]"
+```
+
+## Features
+
+### Core
+
+- **CRUD**: Generic async CRUD operations with `CrudFactory`, built-in search with relationship traversal
+- **Database**: Session management, transaction helpers, table locking, and polling-based row change detection
+- **Dependencies**: FastAPI dependency factories (`PathDependency`, `BodyDependency`) for automatic DB lookups from path or body parameters
+- **Fixtures**: Fixture system with dependency management, context support, and pytest integration
+- **Standardized API Responses**: Consistent response format with `Response`, `PaginatedResponse`, and `PydanticBase`
+- **Exception Handling**: Structured error responses with automatic OpenAPI documentation
+- **Logging**: Logging configuration with uvicorn integration via `configure_logging` and `get_logger`
+
+### Optional
+
+- **CLI**: Django-like command-line interface with fixture management and custom commands support
+- **Metrics**: Prometheus metrics endpoint with provider/collector registry
+- **Pytest Helpers**: Async test client, database session management, `pytest-xdist` support, and table cleanup utilities
+
+## License
+
+MIT License - see [LICENSE](LICENSE) for details.
+
+## Contributing
+
+Contributions are welcome! Please feel free to submit issues and pull requests.

docs/module/cli.md

@@ -0,0 +1,77 @@
+# CLI
+
+Typer-based command-line interface for managing your FastAPI application, with built-in fixture loading.
+
+## Installation
+
+=== "uv"
+    ``` bash
+    uv add "fastapi-toolsets[cli]"
+    ```
+
+=== "pip"
+    ``` bash
+    pip install "fastapi-toolsets[cli]"
+    ```
+
+## Overview
+
+The `cli` module provides a `manager` entry point built with [Typer](https://typer.tiangolo.com/). It auto-discovers fixture commands when a [`FixtureRegistry`](../reference/fixtures.md#fastapi_toolsets.fixtures.registry.FixtureRegistry) and a database context are configured.
+
+## Configuration
+
+Configure the CLI in your `pyproject.toml`:
+
+```toml
+[tool.fastapi-toolsets]
+cli = "myapp.cli:cli"           # optional: your custom Typer app
+fixtures = "myapp.fixtures:registry"  # FixtureRegistry instance
+db_context = "myapp.db:db_context"    # async context manager for sessions
+```
+
+All fields are optional. Without configuration, the `manager` command still works but only includes the built-in commands.
+
+## Usage
+
+```bash
+# List available commands
+manager --help
+
+# Load fixtures for a specific context
+manager fixtures load --context testing
+
+# Load all fixtures (no context filter)
+manager fixtures load
+```
+
+## Custom CLI
+
+You can extend the CLI by providing your own Typer app. The `manager` entry point will merge your app's commands with the built-in ones:
+
+```python
+# myapp/cli.py
+import typer
+
+cli = typer.Typer()
+
+@cli.command()
+def hello():
+    print("Hello from my app!")
+```
+
+```toml
+[tool.fastapi-toolsets]
+cli = "myapp.cli:cli"
+```
+
+## Entry point
+
+The `manager` script is registered automatically when the package is installed:
+
+```bash
+manager --help
+```
+
+---
+
+[:material-api: API Reference](../reference/cli.md)

docs/module/crud.md

@@ -0,0 +1,116 @@
+# CRUD
+
+Generic async CRUD operations for SQLAlchemy models with search, pagination, and many-to-many support.
+
+## Overview
+
+The `crud` module provides [`AsyncCrud`](../reference/crud.md#fastapi_toolsets.crud.factory.AsyncCrud), an abstract base class with a full suite of async database operations, and [`CrudFactory`](../reference/crud.md#fastapi_toolsets.crud.factory.CrudFactory), a convenience function to instantiate it for a given model.
+
+## Creating a CRUD class
+
+```python
+from fastapi_toolsets.crud import CrudFactory
+from myapp.models import User
+
+UserCrud = CrudFactory(
+    User,
+    searchable_fields=[User.username, User.email],
+)
+```
+
+[`CrudFactory`](../reference/crud.md#fastapi_toolsets.crud.factory.CrudFactory) dynamically creates a class named `AsyncUserCrud` with `User` as its model.
+
+## Basic operations
+
+```python
+# Create
+user = await UserCrud.create(session, obj=UserCreateSchema(username="alice"))
+
+# Get one (raises NotFoundError if not found)
+user = await UserCrud.get(session, filters=[User.id == user_id])
+
+# Get first or None
+user = await UserCrud.first(session, filters=[User.email == email])
+
+# Get multiple
+users = await UserCrud.get_multi(session, filters=[User.is_active == True])
+
+# Update
+user = await UserCrud.update(session, obj=UserUpdateSchema(username="bob"), filters=[User.id == user_id])
+
+# Delete
+await UserCrud.delete(session, filters=[User.id == user_id])
+
+# Count / exists
+count = await UserCrud.count(session, filters=[User.is_active == True])
+exists = await UserCrud.exists(session, filters=[User.email == email])
+```
+
+## Pagination
+
+```python
+result = await UserCrud.paginate(
+    session,
+    filters=[User.is_active == True],
+    order_by=[User.created_at.desc()],
+    page=1,
+    items_per_page=20,
+    search="alice",
+    search_fields=[User.username, User.email],
+)
+# result.data: list of users
+# result.pagination: Pagination(total_count, items_per_page, page, has_more)
+```
+
+## Search
+
+Declare searchable fields on the CRUD class. Relationship traversal is supported via tuples:
+
+```python
+PostCrud = CrudFactory(
+    Post,
+    searchable_fields=[
+        Post.title,
+        Post.content,
+        (Post.author, User.username),  # search across relationship
+    ],
+)
+```
+
+## Many-to-many relationships
+
+Use `m2m_fields` to map schema fields containing lists of IDs to SQLAlchemy relationships. The CRUD class resolves and validates all IDs before persisting:
+
+```python
+PostCrud = CrudFactory(
+    Post,
+    m2m_fields={"tag_ids": Post.tags},
+)
+
+# schema: PostCreateSchema(title="Hello", tag_ids=[1, 2, 3])
+post = await PostCrud.create(session, obj=PostCreateSchema(...))
+```
+
+## Upsert
+
+Atomic `INSERT ... ON CONFLICT DO UPDATE` using PostgreSQL:
+
+```python
+await UserCrud.upsert(
+    session,
+    obj=UserCreateSchema(email="alice@example.com", username="alice"),
+    index_elements=[User.email],
+    set_={"username"},
+)
+```
+
+## `as_response`
+
+Pass `as_response=True` to any write operation to get a [`Response[ModelType]`](../reference/schemas.md#fastapi_toolsets.schemas.Response) back directly:
+
+```python
+response = await UserCrud.create(session, obj=schema, as_response=True)
+# response: Response[User]
+```
+
+[:material-api: API Reference](../reference/crud.md)

docs/module/db.md

@@ -0,0 +1,89 @@
+# DB
+
+SQLAlchemy async session management with transactions, table locking, and row-change polling.
+
+## Overview
+
+The `db` module provides helpers to create FastAPI dependencies and context managers for `AsyncSession`, along with utilities for nested transactions, PostgreSQL advisory locks, and polling for row changes.
+
+## Session dependency
+
+Use [`create_db_dependency`](../reference/db.md#fastapi_toolsets.db.create_db_dependency) to create a FastAPI dependency that yields a session and auto-commits on success:
+
+```python
+from sqlalchemy.ext.asyncio import create_async_engine, async_sessionmaker
+from fastapi_toolsets.db import create_db_dependency
+
+engine = create_async_engine("postgresql+asyncpg://...")
+session_maker = async_sessionmaker(engine)
+
+get_db = create_db_dependency(session_maker)
+
+@router.get("/users")
+async def list_users(session: AsyncSession = Depends(get_db)):
+    ...
+```
+
+## Session context manager
+
+Use [`create_db_context`](../reference/db.md#fastapi_toolsets.db.create_db_context) for sessions outside request handlers (e.g. background tasks, CLI commands):
+
+```python
+from fastapi_toolsets.db import create_db_context
+
+db_context = create_db_context(session_maker)
+
+async def seed():
+    async with db_context() as session:
+        session.add(User(name="admin"))
+```
+
+## Nested transactions
+
+[`get_transaction`](../reference/db.md#fastapi_toolsets.db.get_transaction) handles savepoints automatically, allowing safe nesting:
+
+```python
+from fastapi_toolsets.db import get_transaction
+
+async def create_user_with_role(session):
+    async with get_transaction(session):
+        session.add(role)
+        async with get_transaction(session):  # uses savepoint
+            session.add(user)
+```
+
+## Table locking
+
+[`lock_tables`](../reference/db.md#fastapi_toolsets.db.lock_tables) acquires PostgreSQL table-level locks before executing critical sections:
+
+```python
+from fastapi_toolsets.db import lock_tables
+
+async with lock_tables(session, tables=[User], mode="EXCLUSIVE"):
+    # No other transaction can modify User until this block exits
+    ...
+```
+
+Available lock modes are defined in [`LockMode`](../reference/db.md#fastapi_toolsets.db.LockMode): `ACCESS_SHARE`, `ROW_SHARE`, `ROW_EXCLUSIVE`, `SHARE_UPDATE_EXCLUSIVE`, `SHARE`, `SHARE_ROW_EXCLUSIVE`, `EXCLUSIVE`, `ACCESS_EXCLUSIVE`.
+
+## Row-change polling
+
+[`wait_for_row_change`](../reference/db.md#fastapi_toolsets.db.wait_for_row_change) polls a row until a specific column changes value, useful for waiting on async side effects:
+
+```python
+from fastapi_toolsets.db import wait_for_row_change
+
+# Wait up to 30s for order.status to change
+await wait_for_row_change(
+    session,
+    model=Order,
+    pk_value=order_id,
+    columns=[Order.status],
+    interval=1.0,
+    timeout=30.0,
+)
+```
+
+---
+
+[:material-api: API Reference](../reference/db.md)

docs/module/dependencies.md

@@ -0,0 +1,48 @@
+# Dependencies
+
+FastAPI dependency factories for automatic model resolution from path and body parameters.
+
+## Overview
+
+The `dependencies` module provides two factory functions that create FastAPI dependencies to fetch a model instance from the database automatically — either from a path parameter or from a request body field — and inject it directly into your route handler.
+
+## `PathDependency`
+
+[`PathDependency`](../reference/dependencies.md#fastapi_toolsets.dependencies.PathDependency) resolves a model from a URL path parameter and injects it into the route handler. Raises [`NotFoundError`](../reference/exceptions.md#fastapi_toolsets.exceptions.exceptions.NotFoundError) automatically if the record does not exist.
+
+```python
+from fastapi_toolsets.dependencies import PathDependency
+
+UserDep = PathDependency(User, User.id, session_dep=get_db)
+
+@router.get("/users/{user_id}")
+async def get_user(user: User = UserDep):
+    return user
+```
+
+The parameter name is inferred from the field (`user_id` for `User.id`). You can override it:
+
+```python
+UserDep = PathDependency(User, User.id, session_dep=get_db, param_name="id")
+
+@router.get("/users/{id}")
+async def get_user(user: User = UserDep):
+    return user
+```
+
+## `BodyDependency`
+
+[`BodyDependency`](../reference/dependencies.md#fastapi_toolsets.dependencies.BodyDependency) resolves a model from a field in the request body. Useful when a body contains a foreign key and you want the full object injected:
+
+```python
+from fastapi_toolsets.dependencies import BodyDependency
+
+RoleDep = BodyDependency(Role, Role.id, session_dep=get_db, body_field="role_id")
+
+@router.post("/users")
+async def create_user(body: UserCreateSchema, role: Role = RoleDep):
+    user = User(username=body.username, role=role)
+    ...
+```
+
+[:material-api: API Reference](../reference/dependencies.md)

docs/module/exceptions.md

@@ -0,0 +1,82 @@
+# Exceptions
+
+Structured API exceptions with consistent error responses and automatic OpenAPI documentation.
+
+## Overview
+
+The `exceptions` module provides a set of pre-built HTTP exceptions and a FastAPI exception handler that formats all errors — including validation errors — into a uniform [`ErrorResponse`](../reference/schemas.md#fastapi_toolsets.schemas.ErrorResponse) shape.
+
+## Setup
+
+Register the exception handlers on your FastAPI app at startup:
+
+```python
+from fastapi import FastAPI
+from fastapi_toolsets.exceptions import init_exceptions_handlers
+
+app = FastAPI()
+init_exceptions_handlers(app)
+```
+
+This registers handlers for:
+
+- [`ApiException`](../reference/exceptions.md#fastapi_toolsets.exceptions.exceptions.ApiException) — all custom exceptions below
+- `RequestValidationError` — Pydantic request validation (422)
+- `ResponseValidationError` — Pydantic response validation (422)
+- `Exception` — unhandled errors (500)
+
+## Built-in exceptions
+
+| Exception | Status | Default message |
+|-----------|--------|-----------------|
+| [`UnauthorizedError`](../reference/exceptions.md#fastapi_toolsets.exceptions.exceptions.UnauthorizedError) | 401 | Unauthorized |
+| [`ForbiddenError`](../reference/exceptions.md#fastapi_toolsets.exceptions.exceptions.ForbiddenError) | 403 | Forbidden |
+| [`NotFoundError`](../reference/exceptions.md#fastapi_toolsets.exceptions.exceptions.NotFoundError) | 404 | Not found |
+| [`ConflictError`](../reference/exceptions.md#fastapi_toolsets.exceptions.exceptions.ConflictError) | 409 | Conflict |
+| [`NoSearchableFieldsError`](../reference/exceptions.md#fastapi_toolsets.exceptions.exceptions.NoSearchableFieldsError) | 400 | No searchable fields |
+
+```python
+from fastapi_toolsets.exceptions import NotFoundError, ForbiddenError
+
+@router.get("/users/{id}")
+async def get_user(id: int, session: AsyncSession = Depends(get_db)):
+    user = await UserCrud.first(session, filters=[User.id == id])
+    if not user:
+        raise NotFoundError
+    return user
+```
+
+## Custom exceptions
+
+Subclass [`ApiException`](../reference/exceptions.md#fastapi_toolsets.exceptions.exceptions.ApiException) and define an `api_error` class variable:
+
+```python
+from fastapi_toolsets.exceptions import ApiException
+from fastapi_toolsets.schemas import ApiError
+
+class PaymentRequiredError(ApiException):
+    api_error = ApiError(
+        code=402,
+        msg="Payment required",
+        desc="Your subscription has expired.",
+        err_code="PAYMENT_REQUIRED",
+    )
+```
+
+## OpenAPI response documentation
+
+Use [`generate_error_responses`](../reference/exceptions.md#fastapi_toolsets.exceptions.exceptions.generate_error_responses) to add error schemas to your endpoint's OpenAPI spec:
+
+```python
+from fastapi_toolsets.exceptions import generate_error_responses, NotFoundError, ForbiddenError
+
+@router.get(
+    "/users/{id}",
+    responses=generate_error_responses(NotFoundError, ForbiddenError),
+)
+async def get_user(...): ...
+```
+
+---
+
+[:material-api: API Reference](../reference/exceptions.md)

docs/module/fixtures.md

@@ -0,0 +1,113 @@
+# Fixtures
+
+Dependency-aware database seeding with context-based loading strategies.
+
+## Overview
+
+The `fixtures` module lets you define named fixtures with dependencies between them, then load them into the database in the correct order. Fixtures can be scoped to contexts (e.g. base data, testing data) so that only the relevant ones are loaded for each environment.
+
+## Defining fixtures
+
+```python
+from fastapi_toolsets.fixtures import FixtureRegistry, Context
+
+fixtures = FixtureRegistry()
+
+@fixtures.register
+def roles():
+    return [
+        Role(id=1, name="admin"),
+        Role(id=2, name="user"),
+    ]
+
+@fixtures.register(depends_on=["roles"], contexts=[Context.TESTING])
+def test_users():
+    return [
+        User(id=1, username="alice", role_id=1),
+        User(id=2, username="bob", role_id=2),
+    ]
+```
+
+Dependencies declared via `depends_on` are resolved topologically — `roles` will always be loaded before `test_users`.
+
+## Loading fixtures
+
+### By context
+
+```python
+from fastapi_toolsets.fixtures import load_fixtures_by_context
+
+async with db_context() as session:
+    await load_fixtures_by_context(session, registry=fixtures, context=Context.TESTING)
+```
+
+### Directly
+
+```python
+from fastapi_toolsets.fixtures import load_fixtures
+
+async with db_context() as session:
+    await load_fixtures(session, registry=fixtures)
+```
+
+## Contexts
+
+[`Context`](../reference/fixtures.md#fastapi_toolsets.fixtures.enum.Context) is an enum with predefined values:
+
+| Context | Description |
+|---------|-------------|
+| `Context.BASE` | Core data required in all environments |
+| `Context.TESTING` | Data only loaded during tests |
+| `Context.PRODUCTION` | Data only loaded in production |
+
+A fixture with no `contexts` argument is loaded in all contexts.
+
+## Load strategies
+
+[`LoadStrategy`](../reference/fixtures.md#fastapi_toolsets.fixtures.enum.LoadStrategy) controls how the fixture loader handles rows that already exist:
+
+| Strategy | Description |
+|----------|-------------|
+| `LoadStrategy.INSERT` | Insert only, fail on duplicates |
+| `LoadStrategy.UPSERT` | Insert or update on conflict |
+| `LoadStrategy.SKIP` | Skip rows that already exist |
+
+## Pytest integration
+
+Use [`register_fixtures`](../reference/pytest.md#fastapi_toolsets.pytest.plugin.register_fixtures) to expose each fixture in your registry as an injectable pytest fixture named `fixture_{name}`:
+
+```python
+# conftest.py
+import pytest
+from fastapi_toolsets.pytest import create_db_session, register_fixtures
+from app.fixtures import registry
+from app.models import Base
+
+DATABASE_URL = "postgresql+asyncpg://user:pass@localhost/test_db"
+
+@pytest.fixture
+async def db_session():
+    async with create_db_session(database_url=DATABASE_URL, base=Base, cleanup=True) as session:
+        yield session
+
+register_fixtures(registry=registry, namespace=globals())
+```
+
+```python
+# test_users.py
+async def test_user_can_login(fixture_users, fixture_roles, client):
+    # fixture_roles is loaded first (dependency), then fixture_users
+    response = await client.post("/auth/login", json={"username": "alice"})
+    assert response.status_code == 200
+```
+
+
+The load order is resolved automatically from the `depends_on` declarations in your registry. Each generated fixture receives `db_session` as a dependency and returns the list of loaded model instances.
+
+## CLI integration
+
+Fixtures can be triggered from the CLI. See the [CLI module](cli.md) for setup instructions.
+
+---
+
+[:material-api: API Reference](../reference/fixtures.md)

docs/module/logger.md

@@ -0,0 +1,37 @@
+# Logger
+
+Lightweight logging utilities with consistent formatting and uvicorn integration.
+
+## Overview
+
+The `logger` module provides two helpers: one to configure the root logger (and uvicorn loggers) at startup, and one to retrieve a named logger anywhere in your codebase.
+
+## Setup
+
+Call [`configure_logging`](../reference/logger.md#fastapi_toolsets.logger.configure_logging) once at application startup:
+
+```python
+from fastapi_toolsets.logger import configure_logging
+
+configure_logging(level="INFO")
+```
+
+This sets up a stdout handler with a consistent format and also configures uvicorn's access and error loggers so all log output shares the same style.
+
+## Getting a logger
+
+```python
+from fastapi_toolsets.logger import get_logger
+
+logger = get_logger(name=__name__)
+logger.info("User created")
+```
+
+When called without arguments, [`get_logger`](../reference/logger.md#fastapi_toolsets.logger.get_logger) auto-detects the caller's module name via frame inspection:
+
+```python
+# Equivalent to get_logger(name=__name__)
+logger = get_logger()
+```
+
+[:material-api: API Reference](../reference/logger.md)

docs/module/metrics.md

@@ -0,0 +1,90 @@
+# Metrics
+
+Prometheus metrics integration with a decorator-based registry and multi-process support.
+
+## Installation
+
+=== "uv"
+    ``` bash
+    uv add "fastapi-toolsets[metrics]"
+    ```
+
+=== "pip"
+    ``` bash
+    pip install "fastapi-toolsets[metrics]"
+    ```
+
+## Overview
+
+The `metrics` module provides a [`MetricsRegistry`](../reference/metrics.md#fastapi_toolsets.metrics.registry.MetricsRegistry) to declare Prometheus metrics with decorators, and an [`init_metrics`](../reference/metrics.md#fastapi_toolsets.metrics.handler.init_metrics) function to mount a `/metrics` endpoint on your FastAPI app.
+
+## Setup
+
+```python
+from fastapi import FastAPI
+from fastapi_toolsets.metrics import MetricsRegistry, init_metrics
+
+app = FastAPI()
+metrics = MetricsRegistry()
+
+init_metrics(app, registry=metrics)
+```
+
+This mounts the `/metrics` endpoint that Prometheus can scrape.
+
+## Declaring metrics
+
+### Providers
+
+Providers are called once at startup and register metrics that are updated externally (e.g. counters, histograms):
+
+```python
+from prometheus_client import Counter, Histogram
+
+@metrics.register
+def http_requests():
+    return Counter("http_requests_total", "Total HTTP requests", ["method", "status"])
+
+@metrics.register
+def request_duration():
+    return Histogram("request_duration_seconds", "Request duration")
+```
+
+### Collectors
+
+Collectors are called on every scrape. Use them for metrics that reflect current state (e.g. gauges):
+
+```python
+@metrics.register(collect=True)
+def queue_depth():
+    gauge = Gauge("queue_depth", "Current queue depth")
+    gauge.set(get_current_queue_depth())
+```
+
+## Merging registries
+
+Split metrics definitions across modules and merge them:
+
+```python
+from myapp.metrics.http import http_metrics
+from myapp.metrics.db import db_metrics
+
+metrics = MetricsRegistry()
+metrics.include_registry(http_metrics)
+metrics.include_registry(db_metrics)
+```
+
+## Multi-process mode
+
+Multi-process support is enabled automatically when the `PROMETHEUS_MULTIPROC_DIR` environment variable is set. No code changes are required.
+
+!!! warning "Environment variable name"
+    The correct variable is `PROMETHEUS_MULTIPROC_DIR` (not `PROMETHEUS_MULTIPROCESS_DIR`).
+
+```bash
+export PROMETHEUS_MULTIPROC_DIR=/tmp/prometheus
+```
+
+---
+
+[:material-api: API Reference](../reference/metrics.md)

docs/module/pytest.md

@@ -0,0 +1,81 @@
+# Pytest
+
+Testing helpers for FastAPI applications with async client, database sessions, and parallel worker support.
+
+## Installation
+
+=== "uv"
+    ``` bash
+    uv add "fastapi-toolsets[pytest]"
+    ```
+
+=== "pip"
+    ``` bash
+    pip install "fastapi-toolsets[pytest]"
+    ```
+
+## Overview
+
+The `pytest` module provides utilities for setting up async test clients, managing test database sessions, and supporting parallel test execution with `pytest-xdist`.
+
+## Creating an async client
+
+Use [`create_async_client`](../reference/pytest.md#fastapi_toolsets.pytest.utils.create_async_client) to get an `httpx.AsyncClient` configured for your FastAPI app:
+
+```python
+from fastapi_toolsets.pytest import create_async_client
+
+@pytest.fixture
+async def client(app):
+    async with create_async_client(app=app) as c:
+        yield c
+```
+
+## Database sessions in tests
+
+Use [`create_db_session`](../reference/pytest.md#fastapi_toolsets.pytest.utils.create_db_session) to create an isolated `AsyncSession` for a test:
+
+```python
+from fastapi_toolsets.pytest import create_db_session
+
+@pytest.fixture
+async def db_session():
+    async with create_db_session(database_url=DATABASE_URL, base=Base, cleanup=True) as session:
+        yield session
+```
+
+## Parallel testing with pytest-xdist
+
+When running tests in parallel, each worker needs its own database. Use these helpers to create and identify worker databases:
+
+```python
+from fastapi_toolsets.pytest import create_worker_database, create_db_session
+
+# In conftest.py session-scoped fixture
+@pytest.fixture(scope="session")
+async def worker_db_url():
+    async with create_worker_database(database_url=DATABASE_URL) as url:
+        yield url
+
+@pytest.fixture
+async def db_session(worker_db_url):
+    async with create_db_session(database_url=worker_db_url, base=Base, cleanup=True) as session:
+        yield session
+```
+
+## Cleaning up tables
+
+[`cleanup_tables`](../reference/pytest.md#fastapi_toolsets.pytest.utils.cleanup_tables) truncates all tables between tests for fast isolation:
+
+```python
+from fastapi_toolsets.pytest import cleanup_tables
+
+@pytest.fixture(autouse=True)
+async def clean(db_session):
+    yield
+    await cleanup_tables(session=db_session, base=Base)
+```
+
+---
+
+[:material-api: API Reference](../reference/pytest.md)

docs/module/schemas.md

@@ -0,0 +1,54 @@
+# Schemas
+
+Standardized Pydantic response models for consistent API responses across your FastAPI application.
+
+## Overview
+
+The `schemas` module provides generic response wrappers that enforce a uniform response structure. All models use `from_attributes=True` for ORM compatibility and `validate_assignment=True` for runtime type safety.
+
+## Response models
+
+### `Response[T]`
+
+The most common wrapper for a single resource response.
+
+```python
+from fastapi_toolsets.schemas import Response
+
+@router.get("/users/{id}")
+async def get_user(user: User = UserDep) -> Response[UserSchema]:
+    return Response(data=user, message="User retrieved")
+```
+
+### `PaginatedResponse[T]`
+
+Wraps a list of items with pagination metadata.
+
+```python
+from fastapi_toolsets.schemas import PaginatedResponse, Pagination
+
+@router.get("/users")
+async def list_users() -> PaginatedResponse[UserSchema]:
+    return PaginatedResponse(
+        data=users,
+        pagination=Pagination(
+            total_count=100,
+            items_per_page=10,
+            page=1,
+            has_more=True,
+        ),
+    )
+```
+
+### `ErrorResponse`
+
+Returned automatically by the exceptions handler. Can also be used as a response model for OpenAPI docs.
+
+```python
+from fastapi_toolsets.schemas import ErrorResponse
+
+@router.delete("/users/{id}", responses={404: {"model": ErrorResponse}})
+async def delete_user(...): ...
+```
+
+[:material-api: API Reference](../reference/schemas.md)

docs/overrides/main.html

@@ -0,0 +1,7 @@
+{% extends "base.html" %} {% block extrahead %}
+<script
+    defer
+    src="https://analytics.d3vyce.fr/script.js"
+    data-website-id="338b8816-7b99-4c6a-82f3-15595be3fd47"
+></script>
+{{ super() }} {% endblock %}

docs/reference/cli.md

@@ -0,0 +1,27 @@
+# `cli`
+
+Here's the reference for the CLI configuration helpers used to load settings from `pyproject.toml`.
+
+You can import them directly from `fastapi_toolsets.cli.config`:
+
+```python
+from fastapi_toolsets.cli.config import (
+    import_from_string,
+    get_config_value,
+    get_fixtures_registry,
+    get_db_context,
+    get_custom_cli,
+)
+```
+
+## ::: fastapi_toolsets.cli.config.import_from_string
+
+## ::: fastapi_toolsets.cli.config.get_config_value
+
+## ::: fastapi_toolsets.cli.config.get_fixtures_registry
+
+## ::: fastapi_toolsets.cli.config.get_db_context
+
+## ::: fastapi_toolsets.cli.config.get_custom_cli
+
+## ::: fastapi_toolsets.cli.utils.async_command

docs/reference/crud.md

@@ -0,0 +1,20 @@
+# `crud`
+
+Here's the reference for the CRUD classes, factory, and search utilities.
+
+You can import the main symbols from `fastapi_toolsets.crud`:
+
+```python
+from fastapi_toolsets.crud import CrudFactory, AsyncCrud
+from fastapi_toolsets.crud.search import SearchConfig, get_searchable_fields, build_search_filters
+```
+
+## ::: fastapi_toolsets.crud.factory.AsyncCrud
+
+## ::: fastapi_toolsets.crud.factory.CrudFactory
+
+## ::: fastapi_toolsets.crud.search.SearchConfig
+
+## ::: fastapi_toolsets.crud.search.get_searchable_fields
+
+## ::: fastapi_toolsets.crud.search.build_search_filters

docs/reference/db.md

@@ -0,0 +1,28 @@
+# `db`
+
+Here's the reference for all database session utilities, transaction helpers, and locking functions.
+
+You can import them directly from `fastapi_toolsets.db`:
+
+```python
+from fastapi_toolsets.db import (
+    LockMode,
+    create_db_dependency,
+    create_db_context,
+    get_transaction,
+    lock_tables,
+    wait_for_row_change,
+)
+```
+
+## ::: fastapi_toolsets.db.LockMode
+
+## ::: fastapi_toolsets.db.create_db_dependency
+
+## ::: fastapi_toolsets.db.create_db_context
+
+## ::: fastapi_toolsets.db.get_transaction
+
+## ::: fastapi_toolsets.db.lock_tables
+
+## ::: fastapi_toolsets.db.wait_for_row_change

docs/reference/dependencies.md

@@ -0,0 +1,13 @@
+# `dependencies`
+
+Here's the reference for the FastAPI dependency factory functions.
+
+You can import them directly from `fastapi_toolsets.dependencies`:
+
+```python
+from fastapi_toolsets.dependencies import PathDependency, BodyDependency
+```
+
+## ::: fastapi_toolsets.dependencies.PathDependency
+
+## ::: fastapi_toolsets.dependencies.BodyDependency

docs/reference/exceptions.md

@@ -0,0 +1,34 @@
+# `exceptions`
+
+Here's the reference for all exception classes and handler utilities.
+
+You can import them directly from `fastapi_toolsets.exceptions`:
+
+```python
+from fastapi_toolsets.exceptions import (
+    ApiException,
+    UnauthorizedError,
+    ForbiddenError,
+    NotFoundError,
+    ConflictError,
+    NoSearchableFieldsError,
+    generate_error_responses,
+    init_exceptions_handlers,
+)
+```
+
+## ::: fastapi_toolsets.exceptions.exceptions.ApiException
+
+## ::: fastapi_toolsets.exceptions.exceptions.UnauthorizedError
+
+## ::: fastapi_toolsets.exceptions.exceptions.ForbiddenError
+
+## ::: fastapi_toolsets.exceptions.exceptions.NotFoundError
+
+## ::: fastapi_toolsets.exceptions.exceptions.ConflictError
+
+## ::: fastapi_toolsets.exceptions.exceptions.NoSearchableFieldsError
+
+## ::: fastapi_toolsets.exceptions.exceptions.generate_error_responses
+
+## ::: fastapi_toolsets.exceptions.handler.init_exceptions_handlers

docs/reference/fixtures.md

@@ -0,0 +1,31 @@
+# `fixtures`
+
+Here's the reference for the fixture registry, enums, and loading utilities.
+
+You can import them directly from `fastapi_toolsets.fixtures`:
+
+```python
+from fastapi_toolsets.fixtures import (
+    Context,
+    LoadStrategy,
+    Fixture,
+    FixtureRegistry,
+    load_fixtures,
+    load_fixtures_by_context,
+    get_obj_by_attr,
+)
+```
+
+## ::: fastapi_toolsets.fixtures.enum.Context
+
+## ::: fastapi_toolsets.fixtures.enum.LoadStrategy
+
+## ::: fastapi_toolsets.fixtures.registry.Fixture
+
+## ::: fastapi_toolsets.fixtures.registry.FixtureRegistry
+
+## ::: fastapi_toolsets.fixtures.utils.load_fixtures
+
+## ::: fastapi_toolsets.fixtures.utils.load_fixtures_by_context
+
+## ::: fastapi_toolsets.fixtures.utils.get_obj_by_attr

docs/reference/logger.md

@@ -0,0 +1,13 @@
+# `logger`
+
+Here's the reference for the logging utilities.
+
+You can import them directly from `fastapi_toolsets.logger`:
+
+```python
+from fastapi_toolsets.logger import configure_logging, get_logger
+```
+
+## ::: fastapi_toolsets.logger.configure_logging
+
+## ::: fastapi_toolsets.logger.get_logger

docs/reference/metrics.md

@@ -0,0 +1,15 @@
+# `metrics`
+
+Here's the reference for the Prometheus metrics registry and endpoint handler.
+
+You can import them directly from `fastapi_toolsets.metrics`:
+
+```python
+from fastapi_toolsets.metrics import Metric, MetricsRegistry, init_metrics
+```
+
+## ::: fastapi_toolsets.metrics.registry.Metric
+
+## ::: fastapi_toolsets.metrics.registry.MetricsRegistry
+
+## ::: fastapi_toolsets.metrics.handler.init_metrics

docs/reference/pytest.md

@@ -0,0 +1,28 @@
+# `pytest`
+
+Here's the reference for all testing utilities and pytest fixtures.
+
+You can import them directly from `fastapi_toolsets.pytest`:
+
+```python
+from fastapi_toolsets.pytest import (
+    register_fixtures,
+    create_async_client,
+    create_db_session,
+    worker_database_url,
+    create_worker_database,
+    cleanup_tables,
+)
+```
+
+## ::: fastapi_toolsets.pytest.plugin.register_fixtures
+
+## ::: fastapi_toolsets.pytest.utils.create_async_client
+
+## ::: fastapi_toolsets.pytest.utils.create_db_session
+
+## ::: fastapi_toolsets.pytest.utils.worker_database_url
+
+## ::: fastapi_toolsets.pytest.utils.create_worker_database
+
+## ::: fastapi_toolsets.pytest.utils.cleanup_tables

docs/reference/schemas.md

@@ -0,0 +1,34 @@
+# `schemas` module
+
+Here's the reference for all response models and types provided by the `schemas` module.
+
+You can import them directly from `fastapi_toolsets.schemas`:
+
+```python
+from fastapi_toolsets.schemas import (
+    PydanticBase,
+    ResponseStatus,
+    ApiError,
+    BaseResponse,
+    Response,
+    ErrorResponse,
+    Pagination,
+    PaginatedResponse,
+)
+```
+
+## ::: fastapi_toolsets.schemas.PydanticBase
+
+## ::: fastapi_toolsets.schemas.ResponseStatus
+
+## ::: fastapi_toolsets.schemas.ApiError
+
+## ::: fastapi_toolsets.schemas.BaseResponse
+
+## ::: fastapi_toolsets.schemas.Response
+
+## ::: fastapi_toolsets.schemas.ErrorResponse
+
+## ::: fastapi_toolsets.schemas.Pagination
+
+## ::: fastapi_toolsets.schemas.PaginatedResponse

pyproject.toml

@@ -1,6 +1,6 @@
 [project]
 name = "fastapi-toolsets"
-version = "0.8.1"
+version = "0.10.0"
 description = "Reusable tools for FastAPI: async CRUD, fixtures, CLI, and standardized responses for SQLAlchemy + PostgreSQL"
 readme = "README.md"
 license = "MIT"
@@ -31,12 +31,10 @@ classifiers = [
     "Typing :: Typed",
 ]
 dependencies = [
-    "fastapi>=0.100.0",
-    "sqlalchemy[asyncio]>=2.0",
     "asyncpg>=0.29.0",
+    "fastapi>=0.100.0",
     "pydantic>=2.0",
-    "typer>=0.9.0",
+    "sqlalchemy[asyncio]>=2.0",
-    "httpx>=0.25.0",
 ]
 
 [project.urls]
@@ -46,22 +44,45 @@ Repository = "https://github.com/d3vyce/fastapi-toolsets"
 Issues = "https://github.com/d3vyce/fastapi-toolsets/issues"
 
 [project.optional-dependencies]
-test = [
+cli = [
-    "pytest>=8.0.0",
+    "typer>=0.9.0",
-    "pytest-anyio>=0.0.0",
-    "pytest-xdist>=3.0.0",
-    "coverage>=7.0.0",
-    "pytest-cov>=4.0.0",
 ]
-dev = [
+metrics = [
-    "fastapi-toolsets[test]",
+    "prometheus_client>=0.20.0",
-    "ruff>=0.1.0",
+]
-    "ty>=0.0.1a0",
+pytest = [
+    "httpx>=0.25.0",
+    "pytest-xdist>=3.0.0",
+    "pytest>=8.0.0",
+]
+all = [
+    "fastapi-toolsets[cli,metrics,pytest]",
 ]
 
 [project.scripts]
 manager = "fastapi_toolsets.cli.app:cli"
 
+[dependency-groups]
+dev = [
+    {include-group = "tests"},
+    {include-group = "docs"},
+    "fastapi-toolsets[all]",
+    "ruff>=0.1.0",
+    "ty>=0.0.1a0",
+]
+tests = [
+    "coverage>=7.0.0",
+    "httpx>=0.25.0",
+    "pytest-anyio>=0.0.0",
+    "pytest-cov>=4.0.0",
+    "pytest-xdist>=3.0.0",
+    "pytest>=8.0.0",
+]
+docs = [
+    "mkdocstrings-python>=2.0.2",
+    "zensical>=0.0.23",
+]
+
 [build-system]
 requires = ["uv_build>=0.10,<0.11.0"]
 build-backend = "uv_build"

src/fastapi_toolsets/__init__.py

@@ -21,4 +21,4 @@ Example usage:
         return Response(data={"user": user.username}, message="Success")
 """
 
-__version__ = "0.8.1"
+__version__ = "0.10.0"

src/fastapi_toolsets/_imports.py

@@ -0,0 +1,9 @@
+"""Optional dependency helpers."""
+
+
+def require_extra(package: str, extra: str) -> None:
+    """Raise *ImportError* with an actionable install instruction."""
+    raise ImportError(
+        f"'{package}' is required to use this module. "
+        f"Install it with: pip install fastapi-toolsets[{extra}]"
+    )

src/fastapi_toolsets/cli/app.py

@@ -1,6 +1,11 @@
 """Main CLI application."""
 
-import typer
+try:
+    import typer
+except ImportError:
+    from .._imports import require_extra
+
+    require_extra(package="typer", extra="cli")
 
 from ..logger import configure_logging
 from .config import get_custom_cli

src/fastapi_toolsets/cli/config.py

@@ -2,11 +2,15 @@
 
 import importlib
 import sys
+from typing import TYPE_CHECKING, Any, Literal, overload
 
 import typer
 
 from .pyproject import find_pyproject, load_pyproject
 
+if TYPE_CHECKING:
+    from ..fixtures import FixtureRegistry
+
 
 def _ensure_project_in_path():
     """Add project root to sys.path if not installed in editable mode."""
@@ -17,7 +21,7 @@ def _ensure_project_in_path():
             sys.path.insert(0, project_root)
 
 
-def import_from_string(import_path: str):
+def import_from_string(import_path: str) -> Any:
     """Import an object from a dotted string path.
 
     Args:
@@ -51,7 +55,13 @@ def import_from_string(import_path: str):
     return getattr(module, attr_name)
 
 
-def get_config_value(key: str, required: bool = False):
+@overload
+def get_config_value(key: str, required: Literal[True]) -> Any: ...  # pragma: no cover
+@overload
+def get_config_value(
+    key: str, required: bool = False
+) -> Any | None: ...  # pragma: no cover
+def get_config_value(key: str, required: bool = False) -> Any | None:
     """Get a configuration value from pyproject.toml.
 
     Args:
@@ -76,7 +86,7 @@ def get_config_value(key: str, required: bool = False):
     return value
 
 
-def get_fixtures_registry():
+def get_fixtures_registry() -> FixtureRegistry:
     """Import and return the fixtures registry from config."""
     from ..fixtures import FixtureRegistry
 
@@ -91,7 +101,7 @@ def get_fixtures_registry():
     return registry
 
 
-def get_db_context():
+def get_db_context() -> Any:
     """Import and return the db_context function from config."""
     import_path = get_config_value("db_context", required=True)
     return import_from_string(import_path)

src/fastapi_toolsets/cli/utils.py

@@ -13,11 +13,13 @@ def async_command(func: Callable[P, Coroutine[Any, Any, T]]) -> Callable[P, T]:
     """Decorator to run an async function as a sync CLI command.
 
     Example:
+        ```python
         @fixture_cli.command("load")
         @async_command
         async def load(ctx: typer.Context) -> None:
             async with get_db_context() as session:
                 await load_fixtures(session, registry)
+        ```
     """
 
     @functools.wraps(func)

src/fastapi_toolsets/crud/__init__.py

@@ -1,7 +1,7 @@
 """Generic async CRUD operations for SQLAlchemy models."""
 
 from ..exceptions import NoSearchableFieldsError
-from .factory import CrudFactory
+from .factory import CrudFactory, JoinType, M2MFieldType
 from .search import (
     SearchConfig,
     get_searchable_fields,
@@ -10,6 +10,8 @@ from .search import (
 __all__ = [
     "CrudFactory",
     "get_searchable_fields",
+    "JoinType",
+    "M2MFieldType",
     "NoSearchableFieldsError",
     "SearchConfig",
 ]

src/fastapi_toolsets/crud/factory.py

@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from collections.abc import Sequence
+from collections.abc import Mapping, Sequence
 from typing import Any, ClassVar, Generic, Literal, Self, TypeVar, cast, overload
 
 from pydantic import BaseModel
@@ -11,7 +11,7 @@ from sqlalchemy import delete as sql_delete
 from sqlalchemy.dialects.postgresql import insert
 from sqlalchemy.exc import NoResultFound
 from sqlalchemy.ext.asyncio import AsyncSession
-from sqlalchemy.orm import DeclarativeBase
+from sqlalchemy.orm import DeclarativeBase, QueryableAttribute, selectinload
 from sqlalchemy.sql.roles import WhereHavingRole
 
 from ..db import get_transaction
@@ -21,6 +21,7 @@ from .search import SearchConfig, SearchFieldType, build_search_filters
 
 ModelType = TypeVar("ModelType", bound=DeclarativeBase)
 JoinType = list[tuple[type[DeclarativeBase], Any]]
+M2MFieldType = Mapping[str, QueryableAttribute[Any]]
 
 
 class AsyncCrud(Generic[ModelType]):
@@ -31,6 +32,7 @@ class AsyncCrud(Generic[ModelType]):
 
     model: ClassVar[type[DeclarativeBase]]
     searchable_fields: ClassVar[Sequence[SearchFieldType] | None] = None
+    m2m_fields: ClassVar[M2MFieldType | None] = None
 
     @overload
     @classmethod
@@ -52,6 +54,62 @@ class AsyncCrud(Generic[ModelType]):
         as_response: Literal[False] = ...,
     ) -> ModelType: ...
 
+    @classmethod
+    async def _resolve_m2m(
+        cls: type[Self],
+        session: AsyncSession,
+        obj: BaseModel,
+        *,
+        only_set: bool = False,
+    ) -> dict[str, list[Any]]:
+        """Resolve M2M fields from a Pydantic schema into related model instances.
+
+        Args:
+            session: DB async session
+            obj: Pydantic model containing M2M ID fields
+            only_set: If True, only process fields explicitly set on the schema
+
+        Returns:
+            Dict mapping relationship attr names to lists of related instances
+        """
+        result: dict[str, list[Any]] = {}
+        if not cls.m2m_fields:
+            return result
+
+        for schema_field, rel in cls.m2m_fields.items():
+            rel_attr = rel.property.key
+            related_model = rel.property.mapper.class_
+            if only_set and schema_field not in obj.model_fields_set:
+                continue
+            ids = getattr(obj, schema_field, None)
+            if ids is not None:
+                related = (
+                    (
+                        await session.execute(
+                            select(related_model).where(related_model.id.in_(ids))
+                        )
+                    )
+                    .scalars()
+                    .all()
+                )
+                if len(related) != len(ids):
+                    found_ids = {r.id for r in related}
+                    missing = set(ids) - found_ids
+                    raise NotFoundError(
+                        f"Related {related_model.__name__} not found for IDs: {missing}"
+                    )
+                result[rel_attr] = list(related)
+            else:
+                result[rel_attr] = []
+        return result
+
+    @classmethod
+    def _m2m_schema_fields(cls: type[Self]) -> set[str]:
+        """Return the set of schema field names that are M2M fields."""
+        if not cls.m2m_fields:
+            return set()
+        return set(cls.m2m_fields.keys())
+
     @classmethod
     async def create(
         cls: type[Self],
@@ -71,7 +129,17 @@ class AsyncCrud(Generic[ModelType]):
             Created model instance or Response wrapping it
         """
         async with get_transaction(session):
-            db_model = cls.model(**obj.model_dump())
+            m2m_exclude = cls._m2m_schema_fields()
+            data = (
+                obj.model_dump(exclude=m2m_exclude) if m2m_exclude else obj.model_dump()
+            )
+            db_model = cls.model(**data)
+
+            if m2m_exclude:
+                m2m_resolved = await cls._resolve_m2m(session, obj)
+                for rel_attr, related_instances in m2m_resolved.items():
+                    setattr(db_model, rel_attr, related_instances)
+
             session.add(db_model)
         await session.refresh(db_model)
         result = cast(ModelType, db_model)
@@ -299,12 +367,33 @@ class AsyncCrud(Generic[ModelType]):
             NotFoundError: If no record found
         """
         async with get_transaction(session):
-            db_model = await cls.get(session=session, filters=filters)
+            m2m_exclude = cls._m2m_schema_fields()
+
+            # Eagerly load M2M relationships that will be updated so that
+            # setattr does not trigger a lazy load (which fails in async).
+            m2m_load_options: list[Any] = []
+            if m2m_exclude and cls.m2m_fields:
+                for schema_field, rel in cls.m2m_fields.items():
+                    if schema_field in obj.model_fields_set:
+                        m2m_load_options.append(selectinload(rel))
+
+            db_model = await cls.get(
+                session=session,
+                filters=filters,
+                load_options=m2m_load_options or None,
+            )
             values = obj.model_dump(
-                exclude_unset=exclude_unset, exclude_none=exclude_none
+                exclude_unset=exclude_unset,
+                exclude_none=exclude_none,
+                exclude=m2m_exclude,
             )
             for key, value in values.items():
                 setattr(db_model, key, value)
+
+            if m2m_exclude:
+                m2m_resolved = await cls._resolve_m2m(session, obj, only_set=True)
+                for rel_attr, related_instances in m2m_resolved.items():
+                    setattr(db_model, rel_attr, related_instances)
         await session.refresh(db_model)
         if as_response:
             return Response(data=db_model)
@@ -578,17 +667,22 @@ def CrudFactory(
     model: type[ModelType],
     *,
     searchable_fields: Sequence[SearchFieldType] | None = None,
+    m2m_fields: M2MFieldType | None = None,
 ) -> type[AsyncCrud[ModelType]]:
     """Create a CRUD class for a specific model.
 
     Args:
         model: SQLAlchemy model class
         searchable_fields: Optional list of searchable fields
+        m2m_fields: Optional mapping for many-to-many relationships.
+            Maps schema field names (containing lists of IDs) to
+            SQLAlchemy relationship attributes.
 
     Returns:
         AsyncCrud subclass bound to the model
 
     Example:
+        ```python
         from fastapi_toolsets.crud import CrudFactory
         from myapp.models import User, Post
 
@@ -601,10 +695,20 @@ def CrudFactory(
             searchable_fields=[User.username, User.email, (User.role, Role.name)]
         )
 
+        # With many-to-many fields:
+        # Schema has `tag_ids: list[UUID]`, model has `tags` relationship to Tag
+        PostCrud = CrudFactory(
+            Post,
+            m2m_fields={"tag_ids": Post.tags},
+        )
+
         # Usage
         user = await UserCrud.get(session, [User.id == 1])
         posts = await PostCrud.get_multi(session, filters=[Post.user_id == user.id])
 
+        # Create with M2M - tag_ids are automatically resolved
+        post = await PostCrud.create(session, PostCreate(title="Hello", tag_ids=[id1, id2]))
+
         # With search
         result = await UserCrud.paginate(session, search="john")
 
@@ -621,6 +725,7 @@ def CrudFactory(
             joins=[(Post, Post.user_id == User.id)],
             outer_join=True,
         )
+        ```
     """
     cls = type(
         f"Async{model.__name__}Crud",
@@ -628,6 +733,7 @@ def CrudFactory(
         {
             "model": model,
             "searchable_fields": searchable_fields,
+            "m2m_fields": m2m_fields,
         },
     )
     return cast(type[AsyncCrud[ModelType]], cls)

src/fastapi_toolsets/db.py

@@ -35,6 +35,7 @@ def create_db_dependency(
         An async generator function usable with FastAPI's Depends()
 
     Example:
+        ```python
         from fastapi import Depends
         from sqlalchemy.ext.asyncio import AsyncSession, create_async_engine, async_sessionmaker
         from fastapi_toolsets.db import create_db_dependency
@@ -46,6 +47,7 @@ def create_db_dependency(
         @app.get("/users")
         async def list_users(session: AsyncSession = Depends(get_db)):
             ...
+        ```
     """
 
     async def get_db() -> AsyncGenerator[AsyncSession, None]:
@@ -72,6 +74,7 @@ def create_db_context(
         An async context manager function
 
     Example:
+        ```python
         from sqlalchemy.ext.asyncio import create_async_engine, async_sessionmaker
         from fastapi_toolsets.db import create_db_context
 
@@ -83,6 +86,7 @@ def create_db_context(
             async with get_db_context() as session:
                 user = await UserCrud.get(session, [User.id == 1])
                 ...
+        ```
     """
     get_db = create_db_dependency(session_maker)
     return asynccontextmanager(get_db)
@@ -104,9 +108,11 @@ async def get_transaction(
         The session within the transaction context
 
     Example:
+        ```python
         async with get_transaction(session):
             session.add(model)
             # Auto-commits on exit, rolls back on exception
+        ```
     """
     if session.in_transaction():
         async with session.begin_nested():
@@ -158,6 +164,7 @@ async def lock_tables(
         SQLAlchemyError: If lock cannot be acquired within timeout
 
     Example:
+        ```python
         from fastapi_toolsets.db import lock_tables, LockMode
 
         async with lock_tables(session, [User, Account]):
@@ -169,6 +176,7 @@ async def lock_tables(
         async with lock_tables(session, [Order], mode=LockMode.EXCLUSIVE):
             # Exclusive lock - no other transactions can access
             await process_order(session, order_id)
+        ```
     """
     table_names = ",".join(table.__tablename__ for table in tables)
 
@@ -212,6 +220,7 @@ async def wait_for_row_change(
         TimeoutError: If timeout expires before a change is detected
 
     Example:
+        ```python
         from fastapi_toolsets.db import wait_for_row_change
 
         # Wait for any column to change
@@ -224,6 +233,7 @@ async def wait_for_row_change(
             interval=1.0,
             timeout=30.0,
         )
+        ```
     """
     instance = await session.get(model, pk_value)
     if instance is None:

src/fastapi_toolsets/dependencies.py

@@ -8,7 +8,9 @@ from fastapi import Depends
 from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy.orm import DeclarativeBase
 
-from ..crud import CrudFactory
+from .crud import CrudFactory
+
+__all__ = ["BodyDependency", "PathDependency"]
 
 ModelType = TypeVar("ModelType", bound=DeclarativeBase)
 SessionDependency = Callable[[], AsyncGenerator[AsyncSession, None]]
@@ -36,12 +38,14 @@ def PathDependency(
         NotFoundError: If no matching record is found
 
     Example:
+        ```python
         UserDep = PathDependency(User, User.id, session_dep=get_db)
 
         @router.get("/user/{id}")
         async def get(
             user: User = UserDep,
         ): ...
+        ```
     """
     crud = CrudFactory(model)
     name = (
@@ -100,6 +104,7 @@ def BodyDependency(
         NotFoundError: If no matching record is found
 
     Example:
+        ```python
         UserDep = BodyDependency(
             User, User.ctfd_id, session_dep=get_db, body_field="user_id"
         )
@@ -108,6 +113,7 @@ def BodyDependency(
         async def assign(
             user: User = UserDep,
         ): ...
+        ```
     """
     crud = CrudFactory(model)
     python_type = field.type.python_type

src/fastapi_toolsets/dependencies/__init__.py

@@ -1,5 +0,0 @@
-"""FastAPI dependency factories for database objects."""
-
-from .factory import BodyDependency, PathDependency
-
-__all__ = ["BodyDependency", "PathDependency"]

src/fastapi_toolsets/exceptions/exceptions.py

@@ -12,6 +12,7 @@ class ApiException(Exception):
     The exception handler will use api_error to generate the response.
 
     Example:
+        ```python
         class CustomError(ApiException):
             api_error = ApiError(
                 code=400,
@@ -19,6 +20,7 @@ class ApiException(Exception):
                 desc="The request was invalid.",
                 err_code="CUSTOM-400",
             )
+        ```
     """
 
     api_error: ClassVar[ApiError]
@@ -76,55 +78,6 @@ class ConflictError(ApiException):
     )
 
 
-class InsufficientRolesError(ForbiddenError):
-    """User does not have the required roles."""
-
-    api_error = ApiError(
-        code=403,
-        msg="Insufficient Roles",
-        desc="You do not have the required roles to access this resource.",
-        err_code="RBAC-403",
-    )
-
-    def __init__(self, required_roles: list[str], user_roles: set[str] | None = None):
-        """Initialize the exception.
-
-        Args:
-            required_roles: Roles needed to access the resource
-            user_roles: Roles the current user has, if known
-        """
-        self.required_roles = required_roles
-        self.user_roles = user_roles
-
-        desc = f"Required roles: {', '.join(required_roles)}"
-        if user_roles is not None:
-            desc += f". User has: {', '.join(user_roles) if user_roles else 'no roles'}"
-
-        super().__init__(desc)
-
-
-class UserNotFoundError(NotFoundError):
-    """User was not found."""
-
-    api_error = ApiError(
-        code=404,
-        msg="User Not Found",
-        desc="The requested user was not found.",
-        err_code="USER-404",
-    )
-
-
-class RoleNotFoundError(NotFoundError):
-    """Role was not found."""
-
-    api_error = ApiError(
-        code=404,
-        msg="Role Not Found",
-        desc="The requested role was not found.",
-        err_code="ROLE-404",
-    )
-
-
 class NoSearchableFieldsError(ApiException):
     """Raised when search is requested but no searchable fields are available."""
 
@@ -163,6 +116,7 @@ def generate_error_responses(
         Dict suitable for FastAPI's responses parameter
 
     Example:
+        ```python
         from fastapi_toolsets.exceptions import generate_error_responses, UnauthorizedError, ForbiddenError
 
         @app.get(
@@ -171,6 +125,7 @@ def generate_error_responses(
         )
         async def admin_endpoint():
             ...
+        ```
     """
     responses: dict[int | str, dict[str, Any]] = {}
 
@@ -183,7 +138,7 @@ def generate_error_responses(
             "content": {
                 "application/json": {
                     "example": {
-                        "data": None,
+                        "data": api_error.data,
                         "status": ResponseStatus.FAIL.value,
                         "message": api_error.msg,
                         "description": api_error.desc,

src/fastapi_toolsets/exceptions/handler.py

@@ -7,7 +7,7 @@ from fastapi.exceptions import RequestValidationError, ResponseValidationError
 from fastapi.openapi.utils import get_openapi
 from fastapi.responses import JSONResponse
 
-from ..schemas import ResponseStatus
+from ..schemas import ErrorResponse, ResponseStatus
 from .exceptions import ApiException
 
 
@@ -25,11 +25,13 @@ def init_exceptions_handlers(app: FastAPI) -> FastAPI:
         The same FastAPI instance (for chaining)
 
     Example:
+        ```python
         from fastapi import FastAPI
         from fastapi_toolsets.exceptions import init_exceptions_handlers
 
         app = FastAPI()
         init_exceptions_handlers(app)
+        ```
     """
     _register_exception_handlers(app)
     app.openapi = lambda: _custom_openapi(app)  # type: ignore[method-assign]
@@ -54,16 +56,16 @@ def _register_exception_handlers(app: FastAPI) -> None:
     async def api_exception_handler(request: Request, exc: ApiException) -> Response:
         """Handle custom API exceptions with structured response."""
         api_error = exc.api_error
+        error_response = ErrorResponse(
+            data=api_error.data,
+            message=api_error.msg,
+            description=api_error.desc,
+            error_code=api_error.err_code,
+        )
 
         return JSONResponse(
             status_code=api_error.code,
-            content={
+            content=error_response.model_dump(),
-                "data": None,
-                "status": ResponseStatus.FAIL.value,
-                "message": api_error.msg,
-                "description": api_error.desc,
-                "error_code": api_error.err_code,
-            },
         )
 
     @app.exception_handler(RequestValidationError)
@@ -83,15 +85,15 @@ def _register_exception_handlers(app: FastAPI) -> None:
     @app.exception_handler(Exception)
     async def generic_exception_handler(request: Request, exc: Exception) -> Response:
         """Handle all unhandled exceptions with a generic 500 response."""
+        error_response = ErrorResponse(
+            message="Internal Server Error",
+            description="An unexpected error occurred. Please try again later.",
+            error_code="SERVER-500",
+        )
+
         return JSONResponse(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            content={
+            content=error_response.model_dump(),
-                "data": None,
-                "status": ResponseStatus.FAIL.value,
-                "message": "Internal Server Error",
-                "description": "An unexpected error occurred. Please try again later.",
-                "error_code": "SERVER-500",
-            },
         )
 
 
@@ -116,15 +118,16 @@ def _format_validation_error(
             }
         )
 
+    error_response = ErrorResponse(
+        data={"errors": formatted_errors},
+        message="Validation Error",
+        description=f"{len(formatted_errors)} validation error(s) detected",
+        error_code="VAL-422",
+    )
+
     return JSONResponse(
         status_code=status.HTTP_422_UNPROCESSABLE_ENTITY,
-        content={
+        content=error_response.model_dump(),
-            "data": {"errors": formatted_errors},
-            "status": ResponseStatus.FAIL.value,
-            "message": "Validation Error",
-            "description": f"{len(formatted_errors)} validation error(s) detected",
-            "error_code": "VAL-422",
-        },
     )
 
 

src/fastapi_toolsets/fixtures/registry.py

@@ -26,6 +26,7 @@ class FixtureRegistry:
     """Registry for managing fixtures with dependencies.
 
     Example:
+        ```python
         from fastapi_toolsets.fixtures import FixtureRegistry, Context
 
         fixtures = FixtureRegistry()
@@ -48,6 +49,7 @@ class FixtureRegistry:
             return [
                 Post(id=1, title="Test", user_id=1),
             ]
+        ```
     """
 
     def __init__(
@@ -80,6 +82,7 @@ class FixtureRegistry:
             contexts: List of contexts this fixture belongs to
 
         Example:
+            ```python
             @fixtures.register
             def roles():
                 return [Role(id=1, name="admin")]
@@ -87,6 +90,7 @@ class FixtureRegistry:
             @fixtures.register(depends_on=["roles"], contexts=[Context.TESTING])
             def test_users():
                 return [User(id=1, username="test", role_id=1)]
+            ```
         """
 
         def decorator(
@@ -124,6 +128,7 @@ class FixtureRegistry:
             ValueError: If a fixture name already exists in the current registry
 
         Example:
+            ```python
             registry = FixtureRegistry()
             dev_registry = FixtureRegistry()
 
@@ -132,6 +137,7 @@ class FixtureRegistry:
                 return [...]
 
             registry.include_registry(registry=dev_registry)
+            ```
         """
         for name, fixture in registry._fixtures.items():
             if name in self._fixtures:

src/fastapi_toolsets/fixtures/utils.py

@@ -59,9 +59,11 @@ async def load_fixtures(
         Dict mapping fixture names to loaded instances
 
     Example:
+        ```python
         # Loads 'roles' first (dependency), then 'users'
         result = await load_fixtures(session, fixtures, "users")
         print(result["users"])  # [User(...), ...]
+        ```
     """
     ordered = registry.resolve_dependencies(*names)
     return await _load_ordered(session, registry, ordered, strategy)
@@ -85,11 +87,13 @@ async def load_fixtures_by_context(
         Dict mapping fixture names to loaded instances
 
     Example:
+        ```python
         # Load base + testing fixtures
         await load_fixtures_by_context(
             session, fixtures,
             Context.BASE, Context.TESTING
         )
+        ```
     """
     ordered = registry.resolve_context_dependencies(*contexts)
     return await _load_ordered(session, registry, ordered, strategy)

src/fastapi_toolsets/logger.py

@@ -37,10 +37,12 @@ def configure_logging(
         The configured Logger instance.
 
     Example:
+        ```python
         from fastapi_toolsets.logger import configure_logging
 
         logger = configure_logging("DEBUG")
         logger.info("Application started")
+        ```
     """
     formatter = logging.Formatter(fmt)
 
@@ -83,11 +85,13 @@ def get_logger(name: str | None = _SENTINEL) -> logging.Logger:  # type: ignore[
         A Logger instance.
 
     Example:
+        ```python
         from fastapi_toolsets.logger import get_logger
 
         logger = get_logger()          # uses caller's __name__
         logger = get_logger("myapp")   # explicit name
         logger = get_logger(None)      # root logger
+        ```
     """
     if name is _SENTINEL:
         name = sys._getframe(1).f_globals.get("__name__")

src/fastapi_toolsets/metrics/__init__.py

@@ -0,0 +1,21 @@
+"""Prometheus metrics integration for FastAPI applications."""
+
+from typing import Any
+
+from .registry import Metric, MetricsRegistry
+
+try:
+    from .handler import init_metrics
+except ImportError:
+
+    def init_metrics(*_args: Any, **_kwargs: Any) -> None:
+        from .._imports import require_extra
+
+        require_extra(package="prometheus_client", extra="metrics")
+
+
+__all__ = [
+    "Metric",
+    "MetricsRegistry",
+    "init_metrics",
+]

src/fastapi_toolsets/metrics/handler.py

@@ -0,0 +1,75 @@
+"""Prometheus metrics endpoint for FastAPI applications."""
+
+import asyncio
+import os
+
+from fastapi import FastAPI
+from fastapi.responses import Response
+from prometheus_client import (
+    CONTENT_TYPE_LATEST,
+    CollectorRegistry,
+    generate_latest,
+    multiprocess,
+)
+
+from ..logger import get_logger
+from .registry import MetricsRegistry
+
+logger = get_logger()
+
+
+def _is_multiprocess() -> bool:
+    """Check if prometheus multi-process mode is enabled."""
+    return "PROMETHEUS_MULTIPROC_DIR" in os.environ
+
+
+def init_metrics(
+    app: FastAPI,
+    registry: MetricsRegistry,
+    *,
+    path: str = "/metrics",
+) -> FastAPI:
+    """Register a Prometheus ``/metrics`` endpoint on a FastAPI app.
+
+    Args:
+        app: FastAPI application instance.
+        registry: A :class:`MetricsRegistry` containing providers and collectors.
+        path: URL path for the metrics endpoint (default ``/metrics``).
+
+    Returns:
+        The same FastAPI instance (for chaining).
+
+    Example:
+        ```python
+        from fastapi import FastAPI
+        from fastapi_toolsets.metrics import MetricsRegistry, init_metrics
+
+        metrics = MetricsRegistry()
+        app = FastAPI()
+        init_metrics(app, registry=metrics)
+        ```
+    """
+    for provider in registry.get_providers():
+        logger.debug("Initialising metric provider '%s'", provider.name)
+        provider.func()
+
+    collectors = registry.get_collectors()
+
+    @app.get(path, include_in_schema=False)
+    async def metrics_endpoint() -> Response:
+        for collector in collectors:
+            if asyncio.iscoroutinefunction(collector.func):
+                await collector.func()
+            else:
+                collector.func()
+
+        if _is_multiprocess():
+            prom_registry = CollectorRegistry()
+            multiprocess.MultiProcessCollector(prom_registry)
+            output = generate_latest(prom_registry)
+        else:
+            output = generate_latest()
+
+        return Response(content=output, media_type=CONTENT_TYPE_LATEST)
+
+    return app

src/fastapi_toolsets/metrics/registry.py

@@ -0,0 +1,128 @@
+"""Metrics registry with decorator-based registration."""
+
+from collections.abc import Callable
+from dataclasses import dataclass, field
+from typing import Any, cast
+
+from ..logger import get_logger
+
+logger = get_logger()
+
+
+@dataclass
+class Metric:
+    """A metric definition with metadata."""
+
+    name: str
+    func: Callable[..., Any]
+    collect: bool = field(default=False)
+
+
+class MetricsRegistry:
+    """Registry for managing Prometheus metric providers and collectors.
+
+    Example:
+        ```python
+        from prometheus_client import Counter, Gauge
+        from fastapi_toolsets.metrics import MetricsRegistry
+
+        metrics = MetricsRegistry()
+
+        @metrics.register
+        def http_requests():
+            return Counter("http_requests_total", "Total HTTP requests", ["method", "status"])
+
+        @metrics.register(name="db_pool")
+        def database_pool_size():
+            return Gauge("db_pool_size", "Database connection pool size")
+
+        @metrics.register(collect=True)
+        def collect_queue_depth(gauge=Gauge("queue_depth", "Current queue depth")):
+            gauge.set(get_current_queue_depth())
+        ```
+    """
+
+    def __init__(self) -> None:
+        self._metrics: dict[str, Metric] = {}
+
+    def register(
+        self,
+        func: Callable[..., Any] | None = None,
+        *,
+        name: str | None = None,
+        collect: bool = False,
+    ) -> Callable[..., Any]:
+        """Register a metric provider or collector function.
+
+        Can be used as a decorator with or without arguments.
+
+        Args:
+            func: The metric function to register.
+            name: Metric name (defaults to function name).
+            collect: If ``True``, the function is called on every scrape.
+                If ``False`` (default), called once at init time.
+
+        Example:
+            ```python
+            @metrics.register
+            def my_counter():
+                return Counter("my_counter", "A counter")
+
+            @metrics.register(collect=True, name="queue")
+            def collect_queue_depth():
+                gauge.set(compute_depth())
+            ```
+        """
+
+        def decorator(fn: Callable[..., Any]) -> Callable[..., Any]:
+            metric_name = name or cast(Any, fn).__name__
+            self._metrics[metric_name] = Metric(
+                name=metric_name,
+                func=fn,
+                collect=collect,
+            )
+            return fn
+
+        if func is not None:
+            return decorator(func)
+        return decorator
+
+    def include_registry(self, registry: "MetricsRegistry") -> None:
+        """Include another :class:`MetricsRegistry` into this one.
+
+        Args:
+            registry: The registry to merge in.
+
+        Raises:
+            ValueError: If a metric name already exists in the current registry.
+
+        Example:
+            ```python
+            main = MetricsRegistry()
+            sub = MetricsRegistry()
+
+            @sub.register
+            def sub_metric():
+                return Counter("sub_total", "Sub counter")
+
+            main.include_registry(sub)
+            ```
+        """
+        for metric_name, definition in registry._metrics.items():
+            if metric_name in self._metrics:
+                raise ValueError(
+                    f"Metric '{metric_name}' already exists in the current registry"
+                )
+            self._metrics[metric_name] = definition
+
+    def get_all(self) -> list[Metric]:
+        """Get all registered metric definitions."""
+        return list(self._metrics.values())
+
+    def get_providers(self) -> list[Metric]:
+        """Get metric providers (called once at init)."""
+        return [m for m in self._metrics.values() if not m.collect]
+
+    def get_collectors(self) -> list[Metric]:
+        """Get collectors (called on each scrape)."""
+        return [m for m in self._metrics.values() if m.collect]

src/fastapi_toolsets/pytest/__init__.py

@@ -1,13 +1,24 @@
 """Pytest helpers for FastAPI testing: sessions, clients, and fixtures."""
 
-from .plugin import register_fixtures
+try:
-from .utils import (
+    from .plugin import register_fixtures
-    cleanup_tables,
+except ImportError:
-    create_async_client,
+    from .._imports import require_extra
-    create_db_session,
+
-    create_worker_database,
+    require_extra(package="pytest", extra="pytest")
-    worker_database_url,
+
-)
+try:
+    from .utils import (
+        cleanup_tables,
+        create_async_client,
+        create_db_session,
+        create_worker_database,
+        worker_database_url,
+    )
+except ImportError:
+    from .._imports import require_extra
+
+    require_extra(package="httpx", extra="pytest")
 
 __all__ = [
     "cleanup_tables",

src/fastapi_toolsets/pytest/plugin.py

@@ -1,55 +1,4 @@
-"""Pytest plugin for using FixtureRegistry fixtures in tests.
+"""Pytest plugin for using FixtureRegistry fixtures in tests."""
-
-This module provides utilities to automatically generate pytest fixtures
-from your FixtureRegistry, with proper dependency resolution.
-
-Example:
-    # conftest.py
-    import pytest
-    from sqlalchemy.ext.asyncio import async_sessionmaker, create_async_engine
-
-    from app.fixtures import fixtures  # Your FixtureRegistry
-    from app.models import Base
-    from fastapi_toolsets.pytest_plugin import register_fixtures
-
-    DATABASE_URL = "postgresql+asyncpg://postgres:postgres@localhost:5432/test_db"
-
-    @pytest.fixture
-    async def engine():
-        engine = create_async_engine(DATABASE_URL)
-        yield engine
-        await engine.dispose()
-
-    @pytest.fixture
-    async def db_session(engine):
-        async with engine.begin() as conn:
-            await conn.run_sync(Base.metadata.create_all)
-
-        session_factory = async_sessionmaker(engine, expire_on_commit=False)
-        session = session_factory()
-
-        try:
-            yield session
-        finally:
-            await session.close()
-            async with engine.begin() as conn:
-                await conn.run_sync(Base.metadata.drop_all)
-
-    # Automatically generate pytest fixtures from registry
-    # Creates: fixture_roles, fixture_users, fixture_posts, etc.
-    register_fixtures(fixtures, globals())
-
-Usage in tests:
-    # test_users.py
-    async def test_user_count(db_session, fixture_users):
-        # fixture_users automatically loads fixture_roles first (if dependency)
-        # and returns the list of User models
-        assert len(fixture_users) > 0
-
-    async def test_user_role(db_session, fixture_users):
-        user = fixture_users[0]
-        assert user.role_id is not None
-"""
 
 from collections.abc import Callable, Sequence
 from typing import Any
@@ -86,6 +35,7 @@ def register_fixtures(
         List of created fixture names
 
     Example:
+        ```python
         # conftest.py
         from app.fixtures import fixtures
         from fastapi_toolsets.pytest_plugin import register_fixtures
@@ -96,6 +46,7 @@ def register_fixtures(
         # - fixture_roles
         # - fixture_users (depends on fixture_roles if users depends on roles)
         # - fixture_posts (depends on fixture_users if posts depends on users)
+        ```
     """
     created_fixtures: list[str] = []
 

src/fastapi_toolsets/pytest/utils.py

@@ -1,7 +1,7 @@
 """Pytest helper utilities for FastAPI testing."""
 
 import os
-from collections.abc import AsyncGenerator
+from collections.abc import AsyncGenerator, Callable
 from contextlib import asynccontextmanager
 from typing import Any
 
@@ -22,17 +22,22 @@ from ..db import create_db_context
 async def create_async_client(
     app: Any,
     base_url: str = "http://test",
+    dependency_overrides: dict[Callable[..., Any], Callable[..., Any]] | None = None,
 ) -> AsyncGenerator[AsyncClient, None]:
     """Create an async httpx client for testing FastAPI applications.
 
     Args:
         app: FastAPI application instance.
         base_url: Base URL for requests. Defaults to "http://test".
+        dependency_overrides: Optional mapping of original dependencies to
+            their test replacements. Applied via ``app.dependency_overrides``
+            before yielding and cleaned up after.
 
     Yields:
         An AsyncClient configured for the app.
 
     Example:
+        ```python
         from fastapi import FastAPI
         from fastapi_toolsets.pytest import create_async_client
 
@@ -46,10 +51,40 @@ async def create_async_client(
         async def test_endpoint(client: AsyncClient):
             response = await client.get("/health")
             assert response.status_code == 200
+        ```
+
+    Example with dependency overrides:
+        ```python
+        from fastapi_toolsets.pytest import create_async_client, create_db_session
+        from app.db import get_db
+
+        @pytest.fixture
+        async def db_session():
+            async with create_db_session(DATABASE_URL, Base, cleanup=True) as session:
+                yield session
+
+        @pytest.fixture
+        async def client(db_session):
+            async def override():
+                yield db_session
+
+            async with create_async_client(
+                app, dependency_overrides={get_db: override}
+            ) as c:
+                yield c
+        ```
     """
+    if dependency_overrides:
+        app.dependency_overrides.update(dependency_overrides)
+
     transport = ASGITransport(app=app)
-    async with AsyncClient(transport=transport, base_url=base_url) as client:
+    try:
-        yield client
+        async with AsyncClient(transport=transport, base_url=base_url) as client:
+            yield client
+    finally:
+        if dependency_overrides:
+            for key in dependency_overrides:
+                app.dependency_overrides.pop(key, None)
 
 
 @asynccontextmanager
@@ -60,6 +95,7 @@ async def create_db_session(
     echo: bool = False,
     expire_on_commit: bool = False,
     drop_tables: bool = True,
+    cleanup: bool = False,
 ) -> AsyncGenerator[AsyncSession, None]:
     """Create a database session for testing.
 
@@ -72,11 +108,14 @@ async def create_db_session(
         echo: Enable SQLAlchemy query logging. Defaults to False.
         expire_on_commit: Expire objects after commit. Defaults to False.
         drop_tables: Drop tables after test. Defaults to True.
+        cleanup: Truncate all tables after test using
+            :func:`cleanup_tables`. Defaults to False.
 
     Yields:
         An AsyncSession ready for database operations.
 
     Example:
+        ```python
         from fastapi_toolsets.pytest import create_db_session
         from app.models import Base
 
@@ -84,13 +123,16 @@ async def create_db_session(
 
         @pytest.fixture
         async def db_session():
-            async with create_db_session(DATABASE_URL, Base) as session:
+            async with create_db_session(
+                DATABASE_URL, Base, cleanup=True
+            ) as session:
                 yield session
 
         async def test_create_user(db_session: AsyncSession):
             user = User(name="test")
             db_session.add(user)
             await db_session.commit()
+        ```
     """
     engine = create_async_engine(database_url, echo=echo)
 
@@ -106,6 +148,9 @@ async def create_db_session(
         async with get_session() as session:
             yield session
 
+            if cleanup:
+                await cleanup_tables(session, base)
+
         if drop_tables:
             async with engine.begin() as conn:
                 await conn.run_sync(base.metadata.drop_all)
@@ -147,6 +192,7 @@ def worker_database_url(database_url: str, default_test_db: str) -> str:
         A database URL with a worker- or default-specific database name.
 
     Example:
+        ```python
         # With PYTEST_XDIST_WORKER="gw0":
         url = worker_database_url(
             "postgresql+asyncpg://user:pass@localhost/test_db",
@@ -160,6 +206,7 @@ def worker_database_url(database_url: str, default_test_db: str) -> str:
             default_test_db="test",
         )
         # "postgresql+asyncpg://user:pass@localhost/test_db_test"
+        ```
     """
     worker = _get_xdist_worker(default_test_db=default_test_db)
 
@@ -192,8 +239,9 @@ async def create_worker_database(
         The worker-specific database URL.
 
     Example:
+        ```python
         from fastapi_toolsets.pytest import (
-            create_worker_database, create_db_session, cleanup_tables
+            create_worker_database, create_db_session,
         )
 
         DATABASE_URL = "postgresql+asyncpg://postgres:postgres@localhost/test_db"
@@ -205,9 +253,11 @@ async def create_worker_database(
 
         @pytest.fixture
         async def db_session(worker_db_url):
-            async with create_db_session(worker_db_url, Base) as session:
+            async with create_db_session(
+                worker_db_url, Base, cleanup=True
+            ) as session:
                 yield session
-                await cleanup_tables(session, Base)
+        ```
     """
     worker_url = worker_database_url(
         database_url=database_url, default_test_db=default_test_db
@@ -248,11 +298,13 @@ async def cleanup_tables(
         base: SQLAlchemy DeclarativeBase class containing model metadata.
 
     Example:
+        ```python
         @pytest.fixture
         async def db_session(worker_db_url):
             async with create_db_session(worker_db_url, Base) as session:
                 yield session
                 await cleanup_tables(session, Base)
+        ```
     """
     tables = base.metadata.sorted_tables
     if not tables:

src/fastapi_toolsets/schemas.py

@@ -1,7 +1,7 @@
 """Base Pydantic schemas for API responses."""
 
 from enum import Enum
-from typing import ClassVar, Generic, TypeVar
+from typing import Any, ClassVar, Generic, TypeVar
 
 from pydantic import BaseModel, ConfigDict
 
@@ -50,6 +50,7 @@ class ApiError(PydanticBase):
     msg: str
     desc: str
     err_code: str
+    data: Any | None = None
 
 
 class BaseResponse(PydanticBase):
@@ -70,7 +71,9 @@ class Response(BaseResponse, Generic[DataT]):
     """Generic API response with data payload.
 
     Example:
+        ```python
         Response[UserRead](data=user, message="User retrieved")
+        ```
     """
 
     data: DataT | None = None
@@ -84,7 +87,7 @@ class ErrorResponse(BaseResponse):
 
     status: ResponseStatus = ResponseStatus.FAIL
     description: str | None = None
-    data: None = None
+    data: Any | None = None
 
 
 class Pagination(PydanticBase):
@@ -107,10 +110,12 @@ class PaginatedResponse(BaseResponse, Generic[DataT]):
     """Paginated API response for list endpoints.
 
     Example:
+        ```python
         PaginatedResponse[UserRead](
             data=users,
             pagination=Pagination(total_count=100, items_per_page=10, page=1, has_more=True)
         )
+        ```
     """
 
     data: list[DataT]

tests/conftest.py

@@ -5,24 +5,18 @@ import uuid
 
 import pytest
 from pydantic import BaseModel
-from sqlalchemy import ForeignKey, String, Uuid
+from sqlalchemy import Column, ForeignKey, String, Table, Uuid
 from sqlalchemy.ext.asyncio import async_sessionmaker, create_async_engine
 from sqlalchemy.orm import DeclarativeBase, Mapped, mapped_column, relationship
 
 from fastapi_toolsets.crud import CrudFactory
 
-# PostgreSQL connection URL from environment or default for local development
+DATABASE_URL = os.getenv(
-DATABASE_URL = os.getenv("DATABASE_URL") or os.getenv(
+    key="DATABASE_URL",
-    "TEST_DATABASE_URL",
+    default="postgresql+asyncpg://postgres:postgres@localhost:5432/postgres",
-    "postgresql+asyncpg://postgres:postgres@localhost:5432/fastapi_toolsets_test",
 )
 
 
-# =============================================================================
-# Test Models
-# =============================================================================
-
-
 class Base(DeclarativeBase):
     """Base class for test models."""
 
@@ -56,6 +50,25 @@ class User(Base):
     role: Mapped[Role | None] = relationship(back_populates="users")
 
 
+class Tag(Base):
+    """Test tag model."""
+
+    __tablename__ = "tags"
+
+    id: Mapped[uuid.UUID] = mapped_column(Uuid, primary_key=True, default=uuid.uuid4)
+    name: Mapped[str] = mapped_column(String(50), unique=True)
+
+
+post_tags = Table(
+    "post_tags",
+    Base.metadata,
+    Column(
+        "post_id", Uuid, ForeignKey("posts.id", ondelete="CASCADE"), primary_key=True
+    ),
+    Column("tag_id", Uuid, ForeignKey("tags.id", ondelete="CASCADE"), primary_key=True),
+)
+
+
 class Post(Base):
     """Test post model."""
 
@@ -67,10 +80,7 @@ class Post(Base):
     is_published: Mapped[bool] = mapped_column(default=False)
     author_id: Mapped[uuid.UUID] = mapped_column(ForeignKey("users.id"))
 
-
+    tags: Mapped[list[Tag]] = relationship(secondary=post_tags)
-# =============================================================================
-# Test Schemas
-# =============================================================================
 
 
 class RoleCreate(BaseModel):
@@ -105,6 +115,13 @@ class UserUpdate(BaseModel):
     role_id: uuid.UUID | None = None
 
 
+class TagCreate(BaseModel):
+    """Schema for creating a tag."""
+
+    id: uuid.UUID | None = None
+    name: str
+
+
 class PostCreate(BaseModel):
     """Schema for creating a post."""
 
@@ -123,18 +140,31 @@ class PostUpdate(BaseModel):
     is_published: bool | None = None
 
 
-# =============================================================================
+class PostM2MCreate(BaseModel):
-# CRUD Classes
+    """Schema for creating a post with M2M tag IDs."""
-# =============================================================================
+
+    id: uuid.UUID | None = None
+    title: str
+    content: str = ""
+    is_published: bool = False
+    author_id: uuid.UUID
+    tag_ids: list[uuid.UUID] = []
+
+
+class PostM2MUpdate(BaseModel):
+    """Schema for updating a post with M2M tag IDs."""
+
+    title: str | None = None
+    content: str | None = None
+    is_published: bool | None = None
+    tag_ids: list[uuid.UUID] | None = None
+
 
 RoleCrud = CrudFactory(Role)
 UserCrud = CrudFactory(User)
 PostCrud = CrudFactory(Post)
-
+TagCrud = CrudFactory(Tag)
-
+PostM2MCrud = CrudFactory(Post, m2m_fields={"tag_ids": Post.tags})
-# =============================================================================
-# Fixtures
-# =============================================================================
 
 
 @pytest.fixture

tests/test_crud.py

@@ -4,6 +4,7 @@ import uuid
 
 import pytest
 from sqlalchemy.ext.asyncio import AsyncSession
+from sqlalchemy.orm import selectinload
 
 from fastapi_toolsets.crud import CrudFactory
 from fastapi_toolsets.crud.factory import AsyncCrud
@@ -13,10 +14,15 @@ from .conftest import (
     Post,
     PostCreate,
     PostCrud,
+    PostM2MCreate,
+    PostM2MCrud,
+    PostM2MUpdate,
     Role,
     RoleCreate,
     RoleCrud,
     RoleUpdate,
+    TagCreate,
+    TagCrud,
     User,
     UserCreate,
     UserCrud,
@@ -812,3 +818,383 @@ class TestAsResponse:
 
         assert isinstance(result, Response)
         assert result.data is None
+
+
+class TestCrudFactoryM2M:
+    """Tests for CrudFactory with m2m_fields parameter."""
+
+    def test_creates_crud_with_m2m_fields(self):
+        """CrudFactory configures m2m_fields on the class."""
+        crud = CrudFactory(Post, m2m_fields={"tag_ids": Post.tags})
+        assert crud.m2m_fields is not None
+        assert "tag_ids" in crud.m2m_fields
+
+    def test_creates_crud_without_m2m_fields(self):
+        """CrudFactory without m2m_fields has None."""
+        crud = CrudFactory(Post)
+        assert crud.m2m_fields is None
+
+    def test_m2m_schema_fields(self):
+        """_m2m_schema_fields returns correct field names."""
+        crud = CrudFactory(Post, m2m_fields={"tag_ids": Post.tags})
+        assert crud._m2m_schema_fields() == {"tag_ids"}
+
+    def test_m2m_schema_fields_empty_when_none(self):
+        """_m2m_schema_fields returns empty set when no m2m_fields."""
+        crud = CrudFactory(Post)
+        assert crud._m2m_schema_fields() == set()
+
+    @pytest.mark.anyio
+    async def test_resolve_m2m_returns_empty_without_m2m_fields(
+        self, db_session: AsyncSession
+    ):
+        """_resolve_m2m returns empty dict when m2m_fields is not configured."""
+        from pydantic import BaseModel
+
+        class DummySchema(BaseModel):
+            name: str
+
+        result = await PostCrud._resolve_m2m(db_session, DummySchema(name="test"))
+        assert result == {}
+
+
+class TestM2MResolveNone:
+    """Tests for _resolve_m2m when IDs field is None."""
+
+    @pytest.mark.anyio
+    async def test_resolve_m2m_with_none_ids(self, db_session: AsyncSession):
+        """_resolve_m2m sets empty list when ids value is None."""
+        from pydantic import BaseModel
+
+        class SchemaWithNullableTags(BaseModel):
+            tag_ids: list[uuid.UUID] | None = None
+
+        result = await PostM2MCrud._resolve_m2m(
+            db_session, SchemaWithNullableTags(tag_ids=None)
+        )
+        assert result == {"tags": []}
+
+
+class TestM2MCreate:
+    """Tests for create with M2M relationships."""
+
+    @pytest.mark.anyio
+    async def test_create_with_m2m_tags(self, db_session: AsyncSession):
+        """Create a post with M2M tags resolves tag IDs."""
+        user = await UserCrud.create(
+            db_session, UserCreate(username="author", email="author@test.com")
+        )
+        tag1 = await TagCrud.create(db_session, TagCreate(name="python"))
+        tag2 = await TagCrud.create(db_session, TagCreate(name="fastapi"))
+
+        post = await PostM2MCrud.create(
+            db_session,
+            PostM2MCreate(
+                title="M2M Post",
+                author_id=user.id,
+                tag_ids=[tag1.id, tag2.id],
+            ),
+        )
+
+        assert post.id is not None
+        assert post.title == "M2M Post"
+
+        # Reload with tags eagerly loaded
+        loaded = await PostM2MCrud.get(
+            db_session,
+            [Post.id == post.id],
+            load_options=[selectinload(Post.tags)],
+        )
+        tag_names = sorted(t.name for t in loaded.tags)
+        assert tag_names == ["fastapi", "python"]
+
+    @pytest.mark.anyio
+    async def test_create_with_empty_m2m(self, db_session: AsyncSession):
+        """Create a post with empty tag_ids list works."""
+        user = await UserCrud.create(
+            db_session, UserCreate(username="author", email="author@test.com")
+        )
+
+        post = await PostM2MCrud.create(
+            db_session,
+            PostM2MCreate(
+                title="No Tags Post",
+                author_id=user.id,
+                tag_ids=[],
+            ),
+        )
+
+        assert post.id is not None
+
+        loaded = await PostM2MCrud.get(
+            db_session,
+            [Post.id == post.id],
+            load_options=[selectinload(Post.tags)],
+        )
+        assert loaded.tags == []
+
+    @pytest.mark.anyio
+    async def test_create_with_default_m2m(self, db_session: AsyncSession):
+        """Create a post using default tag_ids (empty list) works."""
+        user = await UserCrud.create(
+            db_session, UserCreate(username="author", email="author@test.com")
+        )
+
+        post = await PostM2MCrud.create(
+            db_session,
+            PostM2MCreate(title="Default Tags", author_id=user.id),
+        )
+
+        loaded = await PostM2MCrud.get(
+            db_session,
+            [Post.id == post.id],
+            load_options=[selectinload(Post.tags)],
+        )
+        assert loaded.tags == []
+
+    @pytest.mark.anyio
+    async def test_create_with_nonexistent_tag_id_raises(
+        self, db_session: AsyncSession
+    ):
+        """Create with a nonexistent tag ID raises NotFoundError."""
+        user = await UserCrud.create(
+            db_session, UserCreate(username="author", email="author@test.com")
+        )
+        tag = await TagCrud.create(db_session, TagCreate(name="valid"))
+        fake_id = uuid.uuid4()
+
+        with pytest.raises(NotFoundError):
+            await PostM2MCrud.create(
+                db_session,
+                PostM2MCreate(
+                    title="Bad Tags",
+                    author_id=user.id,
+                    tag_ids=[tag.id, fake_id],
+                ),
+            )
+
+    @pytest.mark.anyio
+    async def test_create_with_single_tag(self, db_session: AsyncSession):
+        """Create with a single tag works correctly."""
+        user = await UserCrud.create(
+            db_session, UserCreate(username="author", email="author@test.com")
+        )
+        tag = await TagCrud.create(db_session, TagCreate(name="solo"))
+
+        post = await PostM2MCrud.create(
+            db_session,
+            PostM2MCreate(
+                title="Single Tag",
+                author_id=user.id,
+                tag_ids=[tag.id],
+            ),
+        )
+
+        loaded = await PostM2MCrud.get(
+            db_session,
+            [Post.id == post.id],
+            load_options=[selectinload(Post.tags)],
+        )
+        assert len(loaded.tags) == 1
+        assert loaded.tags[0].name == "solo"
+
+
+class TestM2MUpdate:
+    """Tests for update with M2M relationships."""
+
+    @pytest.mark.anyio
+    async def test_update_m2m_tags(self, db_session: AsyncSession):
+        """Update replaces M2M tags when tag_ids is set."""
+        user = await UserCrud.create(
+            db_session, UserCreate(username="author", email="author@test.com")
+        )
+        tag1 = await TagCrud.create(db_session, TagCreate(name="old_tag"))
+        tag2 = await TagCrud.create(db_session, TagCreate(name="new_tag"))
+
+        # Create with tag1
+        post = await PostM2MCrud.create(
+            db_session,
+            PostM2MCreate(
+                title="Update Test",
+                author_id=user.id,
+                tag_ids=[tag1.id],
+            ),
+        )
+
+        # Update to tag2
+        updated = await PostM2MCrud.update(
+            db_session,
+            PostM2MUpdate(tag_ids=[tag2.id]),
+            [Post.id == post.id],
+        )
+
+        loaded = await PostM2MCrud.get(
+            db_session,
+            [Post.id == updated.id],
+            load_options=[selectinload(Post.tags)],
+        )
+        assert len(loaded.tags) == 1
+        assert loaded.tags[0].name == "new_tag"
+
+    @pytest.mark.anyio
+    async def test_update_without_m2m_preserves_tags(self, db_session: AsyncSession):
+        """Update without setting tag_ids preserves existing tags."""
+        user = await UserCrud.create(
+            db_session, UserCreate(username="author", email="author@test.com")
+        )
+        tag = await TagCrud.create(db_session, TagCreate(name="keep_me"))
+
+        post = await PostM2MCrud.create(
+            db_session,
+            PostM2MCreate(
+                title="Keep Tags",
+                author_id=user.id,
+                tag_ids=[tag.id],
+            ),
+        )
+
+        # Update only title, tag_ids not set
+        await PostM2MCrud.update(
+            db_session,
+            PostM2MUpdate(title="Updated Title"),
+            [Post.id == post.id],
+        )
+
+        loaded = await PostM2MCrud.get(
+            db_session,
+            [Post.id == post.id],
+            load_options=[selectinload(Post.tags)],
+        )
+        assert loaded.title == "Updated Title"
+        assert len(loaded.tags) == 1
+        assert loaded.tags[0].name == "keep_me"
+
+    @pytest.mark.anyio
+    async def test_update_clear_m2m_tags(self, db_session: AsyncSession):
+        """Update with empty tag_ids clears all tags."""
+        user = await UserCrud.create(
+            db_session, UserCreate(username="author", email="author@test.com")
+        )
+        tag = await TagCrud.create(db_session, TagCreate(name="remove_me"))
+
+        post = await PostM2MCrud.create(
+            db_session,
+            PostM2MCreate(
+                title="Clear Tags",
+                author_id=user.id,
+                tag_ids=[tag.id],
+            ),
+        )
+
+        # Explicitly set tag_ids to empty list
+        await PostM2MCrud.update(
+            db_session,
+            PostM2MUpdate(tag_ids=[]),
+            [Post.id == post.id],
+        )
+
+        loaded = await PostM2MCrud.get(
+            db_session,
+            [Post.id == post.id],
+            load_options=[selectinload(Post.tags)],
+        )
+        assert loaded.tags == []
+
+    @pytest.mark.anyio
+    async def test_update_m2m_with_nonexistent_id_raises(
+        self, db_session: AsyncSession
+    ):
+        """Update with nonexistent tag ID raises NotFoundError."""
+        user = await UserCrud.create(
+            db_session, UserCreate(username="author", email="author@test.com")
+        )
+        tag = await TagCrud.create(db_session, TagCreate(name="existing"))
+
+        post = await PostM2MCrud.create(
+            db_session,
+            PostM2MCreate(
+                title="Bad Update",
+                author_id=user.id,
+                tag_ids=[tag.id],
+            ),
+        )
+
+        fake_id = uuid.uuid4()
+        with pytest.raises(NotFoundError):
+            await PostM2MCrud.update(
+                db_session,
+                PostM2MUpdate(tag_ids=[fake_id]),
+                [Post.id == post.id],
+            )
+
+    @pytest.mark.anyio
+    async def test_update_m2m_and_scalar_fields(self, db_session: AsyncSession):
+        """Update both scalar fields and M2M tags together."""
+        user = await UserCrud.create(
+            db_session, UserCreate(username="author", email="author@test.com")
+        )
+        tag1 = await TagCrud.create(db_session, TagCreate(name="tag1"))
+        tag2 = await TagCrud.create(db_session, TagCreate(name="tag2"))
+
+        post = await PostM2MCrud.create(
+            db_session,
+            PostM2MCreate(
+                title="Original",
+                author_id=user.id,
+                tag_ids=[tag1.id],
+            ),
+        )
+
+        # Update title and tags simultaneously
+        await PostM2MCrud.update(
+            db_session,
+            PostM2MUpdate(title="Updated", tag_ids=[tag1.id, tag2.id]),
+            [Post.id == post.id],
+        )
+
+        loaded = await PostM2MCrud.get(
+            db_session,
+            [Post.id == post.id],
+            load_options=[selectinload(Post.tags)],
+        )
+        assert loaded.title == "Updated"
+        tag_names = sorted(t.name for t in loaded.tags)
+        assert tag_names == ["tag1", "tag2"]
+
+
+class TestM2MWithNonM2MCrud:
+    """Tests that non-M2M CRUD classes are unaffected."""
+
+    @pytest.mark.anyio
+    async def test_create_without_m2m_unchanged(self, db_session: AsyncSession):
+        """Regular PostCrud.create still works without M2M logic."""
+        from .conftest import PostCreate
+
+        user = await UserCrud.create(
+            db_session, UserCreate(username="author", email="author@test.com")
+        )
+        post = await PostCrud.create(
+            db_session,
+            PostCreate(title="Plain Post", author_id=user.id),
+        )
+        assert post.id is not None
+        assert post.title == "Plain Post"
+
+    @pytest.mark.anyio
+    async def test_update_without_m2m_unchanged(self, db_session: AsyncSession):
+        """Regular PostCrud.update still works without M2M logic."""
+        from .conftest import PostCreate, PostUpdate
+
+        user = await UserCrud.create(
+            db_session, UserCreate(username="author", email="author@test.com")
+        )
+        post = await PostCrud.create(
+            db_session,
+            PostCreate(title="Plain Post", author_id=user.id),
+        )
+        updated = await PostCrud.update(
+            db_session,
+            PostUpdate(title="Updated Plain"),
+            [Post.id == post.id],
+        )
+        assert updated.title == "Updated Plain"

tests/test_exceptions.py

@@ -108,6 +108,24 @@ class TestGenerateErrorResponses:
         assert example["status"] == "FAIL"
         assert example["error_code"] == "RES-404"
         assert example["message"] == "Not Found"
+        assert example["data"] is None
+
+    def test_response_example_with_data(self):
+        """Generated response includes data when set on ApiError."""
+
+        class ErrorWithData(ApiException):
+            api_error = ApiError(
+                code=400,
+                msg="Bad Request",
+                desc="Invalid input.",
+                err_code="BAD-400",
+                data={"details": "some context"},
+            )
+
+        responses = generate_error_responses(ErrorWithData)
+        example = responses[400]["content"]["application/json"]["example"]
+
+        assert example["data"] == {"details": "some context"}
 
 
 class TestInitExceptionsHandlers:
@@ -137,6 +155,59 @@ class TestInitExceptionsHandlers:
         assert data["error_code"] == "RES-404"
         assert data["message"] == "Not Found"
 
+    def test_handles_api_exception_without_data(self):
+        """ApiException without data returns null data field."""
+        app = FastAPI()
+        init_exceptions_handlers(app)
+
+        @app.get("/error")
+        async def raise_error():
+            raise NotFoundError()
+
+        client = TestClient(app)
+        response = client.get("/error")
+
+        assert response.status_code == 404
+        assert response.json()["data"] is None
+
+    def test_handles_api_exception_with_data(self):
+        """ApiException with data returns the data payload."""
+        app = FastAPI()
+        init_exceptions_handlers(app)
+
+        class CustomValidationError(ApiException):
+            api_error = ApiError(
+                code=422,
+                msg="Validation Error",
+                desc="1 validation error(s) detected",
+                err_code="CUSTOM-422",
+                data={
+                    "errors": [
+                        {
+                            "field": "email",
+                            "message": "invalid format",
+                            "type": "value_error",
+                        }
+                    ]
+                },
+            )
+
+        @app.get("/error")
+        async def raise_error():
+            raise CustomValidationError()
+
+        client = TestClient(app)
+        response = client.get("/error")
+
+        assert response.status_code == 422
+        data = response.json()
+        assert data["data"] == {
+            "errors": [
+                {"field": "email", "message": "invalid format", "type": "value_error"}
+            ]
+        }
+        assert data["error_code"] == "CUSTOM-422"
+
     def test_handles_validation_error(self):
         """Handles validation errors with structured response."""
         from pydantic import BaseModel

tests/test_imports.py

@@ -0,0 +1,229 @@
+"""Tests for optional dependency import guards."""
+
+import importlib
+import sys
+from unittest.mock import patch
+
+import pytest
+
+from fastapi_toolsets._imports import require_extra
+
+
+class TestRequireExtra:
+    """Tests for the require_extra helper."""
+
+    def test_raises_import_error(self):
+        """require_extra raises ImportError."""
+        with pytest.raises(ImportError):
+            require_extra(package="some_pkg", extra="some_extra")
+
+    def test_error_message_contains_package_name(self):
+        """Error message mentions the missing package."""
+        with pytest.raises(ImportError, match="'prometheus_client'"):
+            require_extra(package="prometheus_client", extra="metrics")
+
+    def test_error_message_contains_install_instruction(self):
+        """Error message contains the pip install command."""
+        with pytest.raises(
+            ImportError, match=r"pip install fastapi-toolsets\[metrics\]"
+        ):
+            require_extra(package="prometheus_client", extra="metrics")
+
+
+def _reload_without_package(module_path: str, blocked_packages: list[str]):
+    """Reload a module while blocking specific package imports.
+
+    Removes the target module and its parents from sys.modules so they
+    get re-imported, and patches builtins.__import__ to raise ImportError
+    for *blocked_packages*.
+    """
+    # Remove cached modules so they get re-imported
+    to_remove = [
+        key
+        for key in sys.modules
+        if key == module_path or key.startswith(module_path + ".")
+    ]
+    saved = {}
+    for key in to_remove:
+        saved[key] = sys.modules.pop(key)
+
+    # Also remove parent package to force re-execution of __init__.py
+    parts = module_path.rsplit(".", 1)
+    if len(parts) == 2:
+        parent = parts[0]
+        parent_keys = [
+            key for key in sys.modules if key == parent or key.startswith(parent + ".")
+        ]
+        for key in parent_keys:
+            if key not in saved:
+                saved[key] = sys.modules.pop(key)
+
+    original_import = (
+        __builtins__.__import__ if hasattr(__builtins__, "__import__") else __import__
+    )
+
+    def blocking_import(name, *args, **kwargs):
+        for blocked in blocked_packages:
+            if name == blocked or name.startswith(blocked + "."):
+                raise ImportError(f"Mocked: No module named '{name}'")
+        return original_import(name, *args, **kwargs)
+
+    return saved, blocking_import
+
+
+class TestMetricsImportGuard:
+    """Tests for metrics module import guard when prometheus_client is missing."""
+
+    def test_registry_imports_without_prometheus(self):
+        """Metric and MetricsRegistry are importable without prometheus_client."""
+        saved, blocking_import = _reload_without_package(
+            "fastapi_toolsets.metrics", ["prometheus_client"]
+        )
+        try:
+            with patch("builtins.__import__", side_effect=blocking_import):
+                mod = importlib.import_module("fastapi_toolsets.metrics")
+                # Registry types should be available (they're stdlib-only)
+                assert hasattr(mod, "Metric")
+                assert hasattr(mod, "MetricsRegistry")
+        finally:
+            # Restore original modules
+            for key in list(sys.modules):
+                if key.startswith("fastapi_toolsets.metrics"):
+                    sys.modules.pop(key, None)
+            sys.modules.update(saved)
+
+    def test_init_metrics_stub_raises_without_prometheus(self):
+        """init_metrics raises ImportError when prometheus_client is missing."""
+        saved, blocking_import = _reload_without_package(
+            "fastapi_toolsets.metrics", ["prometheus_client"]
+        )
+        try:
+            with patch("builtins.__import__", side_effect=blocking_import):
+                mod = importlib.import_module("fastapi_toolsets.metrics")
+                with pytest.raises(ImportError, match="prometheus_client"):
+                    mod.init_metrics(None, None)  # type: ignore[arg-type]
+        finally:
+            for key in list(sys.modules):
+                if key.startswith("fastapi_toolsets.metrics"):
+                    sys.modules.pop(key, None)
+            sys.modules.update(saved)
+
+    def test_init_metrics_works_with_prometheus(self):
+        """init_metrics is the real function when prometheus_client is available."""
+        from fastapi_toolsets.metrics import init_metrics
+
+        # Should be the real function, not a stub
+        assert init_metrics.__module__ == "fastapi_toolsets.metrics.handler"
+
+
+class TestPytestImportGuard:
+    """Tests for pytest module import guard when dependencies are missing."""
+
+    def test_import_raises_without_pytest_package(self):
+        """Importing fastapi_toolsets.pytest raises when pytest is missing."""
+        saved, blocking_import = _reload_without_package(
+            "fastapi_toolsets.pytest", ["pytest"]
+        )
+        try:
+            with patch("builtins.__import__", side_effect=blocking_import):
+                with pytest.raises(ImportError, match="pytest"):
+                    importlib.import_module("fastapi_toolsets.pytest")
+        finally:
+            for key in list(sys.modules):
+                if key.startswith("fastapi_toolsets.pytest"):
+                    sys.modules.pop(key, None)
+            sys.modules.update(saved)
+
+    def test_import_raises_without_httpx(self):
+        """Importing fastapi_toolsets.pytest raises when httpx is missing."""
+        saved, blocking_import = _reload_without_package(
+            "fastapi_toolsets.pytest", ["httpx"]
+        )
+        try:
+            with patch("builtins.__import__", side_effect=blocking_import):
+                with pytest.raises(ImportError, match="httpx"):
+                    importlib.import_module("fastapi_toolsets.pytest")
+        finally:
+            for key in list(sys.modules):
+                if key.startswith("fastapi_toolsets.pytest"):
+                    sys.modules.pop(key, None)
+            sys.modules.update(saved)
+
+    def test_all_exports_available_with_deps(self):
+        """All expected exports are available when deps are installed."""
+        from fastapi_toolsets.pytest import (
+            cleanup_tables,
+            create_async_client,
+            create_db_session,
+            create_worker_database,
+            register_fixtures,
+            worker_database_url,
+        )
+
+        assert callable(register_fixtures)
+        assert callable(create_async_client)
+        assert callable(create_db_session)
+        assert callable(create_worker_database)
+        assert callable(worker_database_url)
+        assert callable(cleanup_tables)
+
+
+class TestCliImportGuard:
+    """Tests for CLI module import guard when typer is missing."""
+
+    def test_import_raises_without_typer(self):
+        """Importing cli.app raises when typer is missing."""
+        saved, blocking_import = _reload_without_package(
+            "fastapi_toolsets.cli.app", ["typer"]
+        )
+        # Also remove cli.config since it imports typer too
+        config_keys = [
+            k for k in sys.modules if k.startswith("fastapi_toolsets.cli.config")
+        ]
+        for key in config_keys:
+            if key not in saved:
+                saved[key] = sys.modules.pop(key)
+
+        try:
+            with patch("builtins.__import__", side_effect=blocking_import):
+                with pytest.raises(ImportError, match="typer"):
+                    importlib.import_module("fastapi_toolsets.cli.app")
+        finally:
+            for key in list(sys.modules):
+                if key.startswith("fastapi_toolsets.cli.app") or key.startswith(
+                    "fastapi_toolsets.cli.config"
+                ):
+                    sys.modules.pop(key, None)
+            sys.modules.update(saved)
+
+    def test_error_message_suggests_cli_extra(self):
+        """Error message suggests installing the cli extra."""
+        saved, blocking_import = _reload_without_package(
+            "fastapi_toolsets.cli.app", ["typer"]
+        )
+        config_keys = [
+            k for k in sys.modules if k.startswith("fastapi_toolsets.cli.config")
+        ]
+        for key in config_keys:
+            if key not in saved:
+                saved[key] = sys.modules.pop(key)
+
+        try:
+            with patch("builtins.__import__", side_effect=blocking_import):
+                with pytest.raises(
+                    ImportError, match=r"pip install fastapi-toolsets\[cli\]"
+                ):
+                    importlib.import_module("fastapi_toolsets.cli.app")
+        finally:
+            for key in list(sys.modules):
+                if key.startswith("fastapi_toolsets.cli.app") or key.startswith(
+                    "fastapi_toolsets.cli.config"
+                ):
+                    sys.modules.pop(key, None)
+            sys.modules.update(saved)
+
+    def test_async_command_imports_without_typer(self):
+        """async_command is importable without typer (stdlib only)."""
+        from fastapi_toolsets.cli import async_command
+
+        assert callable(async_command)

tests/test_metrics.py

@@ -0,0 +1,519 @@
+"""Tests for fastapi_toolsets.metrics module."""
+
+import os
+import tempfile
+from unittest.mock import AsyncMock, MagicMock
+
+import pytest
+from fastapi import FastAPI
+from fastapi.testclient import TestClient
+from prometheus_client import REGISTRY, CollectorRegistry, Counter, Gauge
+
+from fastapi_toolsets.metrics import Metric, MetricsRegistry, init_metrics
+
+
+@pytest.fixture(autouse=True)
+def _clean_prometheus_registry():
+    """Unregister test collectors from the global registry after each test."""
+    yield
+    collectors = list(REGISTRY._names_to_collectors.values())
+    for collector in collectors:
+        try:
+            REGISTRY.unregister(collector)
+        except Exception:
+            pass
+
+
+class TestMetric:
+    """Tests for Metric dataclass."""
+
+    def test_default_collect_is_false(self):
+        """Default collect is False (provider mode)."""
+        definition = Metric(name="test", func=lambda: None)
+        assert definition.collect is False
+
+    def test_collect_true(self):
+        """Collect can be set to True (collector mode)."""
+        definition = Metric(name="test", func=lambda: None, collect=True)
+        assert definition.collect is True
+
+
+class TestMetricsRegistry:
+    """Tests for MetricsRegistry class."""
+
+    def test_register_with_decorator(self):
+        """Register metric with bare decorator."""
+        registry = MetricsRegistry()
+
+        @registry.register
+        def my_counter():
+            return Counter("test_counter", "A test counter")
+
+        names = [m.name for m in registry.get_all()]
+        assert "my_counter" in names
+
+    def test_register_with_custom_name(self):
+        """Register metric with custom name."""
+        registry = MetricsRegistry()
+
+        @registry.register(name="custom_name")
+        def my_counter():
+            return Counter("test_counter_2", "A test counter")
+
+        definition = registry.get_all()[0]
+        assert definition.name == "custom_name"
+
+    def test_register_as_collector(self):
+        """Register metric with collect=True."""
+        registry = MetricsRegistry()
+
+        @registry.register(collect=True)
+        def collect_something():
+            pass
+
+        definition = registry.get_all()[0]
+        assert definition.collect is True
+
+    def test_register_preserves_function(self):
+        """Decorator returns the original function unchanged."""
+        registry = MetricsRegistry()
+
+        def my_func():
+            return "original"
+
+        result = registry.register(my_func)
+        assert result is my_func
+        assert result() == "original"
+
+    def test_register_parameterized_preserves_function(self):
+        """Parameterized decorator returns the original function unchanged."""
+        registry = MetricsRegistry()
+
+        def my_func():
+            return "original"
+
+        result = registry.register(name="custom")(my_func)
+        assert result is my_func
+        assert result() == "original"
+
+    def test_get_all(self):
+        """Get all registered metrics."""
+        registry = MetricsRegistry()
+
+        @registry.register
+        def metric_a():
+            pass
+
+        @registry.register
+        def metric_b():
+            pass
+
+        names = {m.name for m in registry.get_all()}
+        assert names == {"metric_a", "metric_b"}
+
+    def test_get_providers(self):
+        """Get only provider metrics (collect=False)."""
+        registry = MetricsRegistry()
+
+        @registry.register
+        def provider():
+            pass
+
+        @registry.register(collect=True)
+        def collector():
+            pass
+
+        providers = registry.get_providers()
+        assert len(providers) == 1
+        assert providers[0].name == "provider"
+
+    def test_get_collectors(self):
+        """Get only collector metrics (collect=True)."""
+        registry = MetricsRegistry()
+
+        @registry.register
+        def provider():
+            pass
+
+        @registry.register(collect=True)
+        def collector():
+            pass
+
+        collectors = registry.get_collectors()
+        assert len(collectors) == 1
+        assert collectors[0].name == "collector"
+
+    def test_register_overwrites_same_name(self):
+        """Registering with the same name overwrites the previous entry."""
+        registry = MetricsRegistry()
+
+        @registry.register(name="metric")
+        def first():
+            pass
+
+        @registry.register(name="metric")
+        def second():
+            pass
+
+        assert len(registry.get_all()) == 1
+        assert registry.get_all()[0].func is second
+
+
+class TestIncludeRegistry:
+    """Tests for MetricsRegistry.include_registry method."""
+
+    def test_include_empty_registry(self):
+        """Include an empty registry does nothing."""
+        main = MetricsRegistry()
+        other = MetricsRegistry()
+
+        @main.register
+        def metric_a():
+            pass
+
+        main.include_registry(other)
+        assert len(main.get_all()) == 1
+
+    def test_include_registry_adds_metrics(self):
+        """Include registry adds all metrics from the other registry."""
+        main = MetricsRegistry()
+        other = MetricsRegistry()
+
+        @main.register
+        def metric_a():
+            pass
+
+        @other.register
+        def metric_b():
+            pass
+
+        @other.register
+        def metric_c():
+            pass
+
+        main.include_registry(other)
+        names = {m.name for m in main.get_all()}
+        assert names == {"metric_a", "metric_b", "metric_c"}
+
+    def test_include_registry_preserves_collect_flag(self):
+        """Include registry preserves the collect flag."""
+        main = MetricsRegistry()
+        other = MetricsRegistry()
+
+        @other.register(collect=True)
+        def collector():
+            pass
+
+        main.include_registry(other)
+        assert main.get_all()[0].collect is True
+
+    def test_include_registry_raises_on_duplicate(self):
+        """Include registry raises ValueError on duplicate metric names."""
+        main = MetricsRegistry()
+        other = MetricsRegistry()
+
+        @main.register(name="metric")
+        def metric_main():
+            pass
+
+        @other.register(name="metric")
+        def metric_other():
+            pass
+
+        with pytest.raises(ValueError, match="already exists"):
+            main.include_registry(other)
+
+    def test_include_multiple_registries(self):
+        """Include multiple registries sequentially."""
+        main = MetricsRegistry()
+        sub1 = MetricsRegistry()
+        sub2 = MetricsRegistry()
+
+        @main.register
+        def base():
+            pass
+
+        @sub1.register
+        def sub1_metric():
+            pass
+
+        @sub2.register
+        def sub2_metric():
+            pass
+
+        main.include_registry(sub1)
+        main.include_registry(sub2)
+
+        names = {m.name for m in main.get_all()}
+        assert names == {"base", "sub1_metric", "sub2_metric"}
+
+
+class TestInitMetrics:
+    """Tests for init_metrics function."""
+
+    def test_returns_app(self):
+        """Returns the FastAPI app."""
+        app = FastAPI()
+        registry = MetricsRegistry()
+        result = init_metrics(app, registry)
+        assert result is app
+
+    def test_metrics_endpoint_responds(self):
+        """The /metrics endpoint returns 200."""
+        app = FastAPI()
+        registry = MetricsRegistry()
+        init_metrics(app, registry)
+
+        client = TestClient(app)
+        response = client.get("/metrics")
+
+        assert response.status_code == 200
+
+    def test_metrics_endpoint_content_type(self):
+        """The /metrics endpoint returns prometheus content type."""
+        app = FastAPI()
+        registry = MetricsRegistry()
+        init_metrics(app, registry)
+
+        client = TestClient(app)
+        response = client.get("/metrics")
+
+        assert "text/plain" in response.headers["content-type"]
+
+    def test_custom_path(self):
+        """Custom path is used for the metrics endpoint."""
+        app = FastAPI()
+        registry = MetricsRegistry()
+        init_metrics(app, registry, path="/custom-metrics")
+
+        client = TestClient(app)
+        assert client.get("/custom-metrics").status_code == 200
+        assert client.get("/metrics").status_code == 404
+
+    def test_providers_called_at_init(self):
+        """Provider functions are called once at init time."""
+        app = FastAPI()
+        registry = MetricsRegistry()
+        mock = MagicMock()
+
+        @registry.register
+        def my_provider():
+            mock()
+
+        init_metrics(app, registry)
+
+        mock.assert_called_once()
+
+    def test_collectors_called_on_scrape(self):
+        """Collector functions are called on each scrape."""
+        app = FastAPI()
+        registry = MetricsRegistry()
+        mock = MagicMock()
+
+        @registry.register(collect=True)
+        def my_collector():
+            mock()
+
+        init_metrics(app, registry)
+
+        client = TestClient(app)
+        client.get("/metrics")
+        client.get("/metrics")
+
+        assert mock.call_count == 2
+
+    def test_collectors_not_called_at_init(self):
+        """Collector functions are not called at init time."""
+        app = FastAPI()
+        registry = MetricsRegistry()
+        mock = MagicMock()
+
+        @registry.register(collect=True)
+        def my_collector():
+            mock()
+
+        init_metrics(app, registry)
+
+        mock.assert_not_called()
+
+    def test_async_collectors_called_on_scrape(self):
+        """Async collector functions are awaited on each scrape."""
+        app = FastAPI()
+        registry = MetricsRegistry()
+        mock = AsyncMock()
+
+        @registry.register(collect=True)
+        async def my_async_collector():
+            await mock()
+
+        init_metrics(app, registry)
+
+        client = TestClient(app)
+        client.get("/metrics")
+        client.get("/metrics")
+
+        assert mock.call_count == 2
+
+    def test_mixed_sync_and_async_collectors(self):
+        """Both sync and async collectors are called on scrape."""
+        app = FastAPI()
+        registry = MetricsRegistry()
+        sync_mock = MagicMock()
+        async_mock = AsyncMock()
+
+        @registry.register(collect=True)
+        def sync_collector():
+            sync_mock()
+
+        @registry.register(collect=True)
+        async def async_collector():
+            await async_mock()
+
+        init_metrics(app, registry)
+
+        client = TestClient(app)
+        client.get("/metrics")
+
+        sync_mock.assert_called_once()
+        async_mock.assert_called_once()
+
+    def test_registered_metrics_appear_in_output(self):
+        """Metrics created by providers appear in /metrics output."""
+        app = FastAPI()
+        registry = MetricsRegistry()
+
+        @registry.register
+        def my_gauge():
+            g = Gauge("test_gauge_value", "A test gauge")
+            g.set(42)
+            return g
+
+        init_metrics(app, registry)
+
+        client = TestClient(app)
+        response = client.get("/metrics")
+
+        assert b"test_gauge_value" in response.content
+        assert b"42.0" in response.content
+
+    def test_endpoint_not_in_openapi_schema(self):
+        """The /metrics endpoint is not included in the OpenAPI schema."""
+        app = FastAPI()
+        registry = MetricsRegistry()
+        init_metrics(app, registry)
+
+        schema = app.openapi()
+        assert "/metrics" not in schema.get("paths", {})
+
+
+class TestMultiProcessMode:
+    """Tests for multi-process Prometheus mode."""
+
+    def test_multiprocess_with_env_var(self):
+        """Multi-process mode works when PROMETHEUS_MULTIPROC_DIR is set."""
+        with tempfile.TemporaryDirectory() as tmpdir:
+            os.environ["PROMETHEUS_MULTIPROC_DIR"] = tmpdir
+            try:
+                # Use a separate registry to avoid conflicts with default
+                prom_registry = CollectorRegistry()
+                app = FastAPI()
+                registry = MetricsRegistry()
+
+                @registry.register
+                def mp_counter():
+                    return Counter(
+                        "mp_test_counter",
+                        "A multiprocess counter",
+                        registry=prom_registry,
+                    )
+
+                init_metrics(app, registry)
+
+                client = TestClient(app)
+                response = client.get("/metrics")
+
+                assert response.status_code == 200
+            finally:
+                del os.environ["PROMETHEUS_MULTIPROC_DIR"]
+
+    def test_single_process_without_env_var(self):
+        """Single-process mode when PROMETHEUS_MULTIPROC_DIR is not set."""
+        os.environ.pop("PROMETHEUS_MULTIPROC_DIR", None)
+
+        app = FastAPI()
+        registry = MetricsRegistry()
+
+        @registry.register
+        def sp_gauge():
+            g = Gauge("sp_test_gauge", "A single-process gauge")
+            g.set(99)
+            return g
+
+        init_metrics(app, registry)
+
+        client = TestClient(app)
+        response = client.get("/metrics")
+
+        assert response.status_code == 200
+        assert b"sp_test_gauge" in response.content
+
+
+class TestMetricsIntegration:
+    """Integration tests for the metrics module."""
+
+    def test_full_workflow(self):
+        """Full workflow: registry, providers, collectors, endpoint."""
+        app = FastAPI()
+        registry = MetricsRegistry()
+        call_count = {"value": 0}
+
+        @registry.register
+        def request_counter():
+            return Counter(
+                "integration_requests_total",
+                "Total requests",
+                ["method"],
+            )
+
+        @registry.register(collect=True)
+        def collect_uptime():
+            call_count["value"] += 1
+
+        init_metrics(app, registry)
+
+        client = TestClient(app)
+
+        response = client.get("/metrics")
+        assert response.status_code == 200
+        assert b"integration_requests_total" in response.content
+        assert call_count["value"] == 1
+
+        response = client.get("/metrics")
+        assert call_count["value"] == 2
+
+    def test_multiple_registries_merged(self):
+        """Multiple registries can be merged and used together."""
+        app = FastAPI()
+        main = MetricsRegistry()
+        sub = MetricsRegistry()
+
+        @main.register
+        def main_gauge():
+            g = Gauge("main_gauge_val", "Main gauge")
+            g.set(1)
+            return g
+
+        @sub.register
+        def sub_gauge():
+            g = Gauge("sub_gauge_val", "Sub gauge")
+            g.set(2)
+            return g
+
+        main.include_registry(sub)
+        init_metrics(app, main)
+
+        client = TestClient(app)
+        response = client.get("/metrics")
+
+        assert b"main_gauge_val" in response.content
+        assert b"sub_gauge_val" in response.content

tests/test_pytest.py

@@ -3,7 +3,7 @@
 import uuid
 
 import pytest
-from fastapi import FastAPI
+from fastapi import Depends, FastAPI
 from httpx import AsyncClient
 from sqlalchemy import select, text
 from sqlalchemy.engine import make_url
@@ -236,6 +236,30 @@ class TestCreateAsyncClient:
 
         assert client_ref.is_closed
 
+    @pytest.mark.anyio
+    async def test_dependency_overrides_applied_and_cleaned(self):
+        """Dependency overrides are applied during the context and removed after."""
+        app = FastAPI()
+
+        async def original_dep() -> str:
+            return "original"
+
+        async def override_dep() -> str:
+            return "overridden"
+
+        @app.get("/dep")
+        async def dep_endpoint(value: str = Depends(original_dep)):
+            return {"value": value}
+
+        async with create_async_client(
+            app, dependency_overrides={original_dep: override_dep}
+        ) as client:
+            response = await client.get("/dep")
+            assert response.json() == {"value": "overridden"}
+
+        # Overrides should be cleaned up
+        assert original_dep not in app.dependency_overrides
+
 
 class TestCreateDbSession:
     """Tests for create_db_session helper."""
@@ -297,6 +321,22 @@ class TestCreateDbSession:
         async with create_db_session(DATABASE_URL, Base, drop_tables=True) as _:
             pass
 
+    @pytest.mark.anyio
+    async def test_cleanup_truncates_tables(self):
+        """Tables are truncated after session closes when cleanup=True."""
+        role_id = uuid.uuid4()
+        async with create_db_session(
+            DATABASE_URL, Base, cleanup=True, drop_tables=False
+        ) as session:
+            role = Role(id=role_id, name="will_be_cleaned")
+            session.add(role)
+            await session.commit()
+
+        # Data should have been truncated, but tables still exist
+        async with create_db_session(DATABASE_URL, Base, drop_tables=True) as session:
+            result = await session.execute(select(Role))
+            assert result.all() == []
+
 
 class TestGetXdistWorker:
     """Tests for _get_xdist_worker helper."""

tests/test_schemas.py

@@ -46,6 +46,31 @@ class TestApiError:
         assert error.desc == "The resource was not found."
         assert error.err_code == "RES-404"
 
+    def test_data_defaults_to_none(self):
+        """ApiError data field defaults to None."""
+        error = ApiError(
+            code=404,
+            msg="Not Found",
+            desc="The resource was not found.",
+            err_code="RES-404",
+        )
+        assert error.data is None
+
+    def test_create_with_data(self):
+        """ApiError can be created with a data payload."""
+        error = ApiError(
+            code=422,
+            msg="Validation Error",
+            desc="2 validation error(s) detected",
+            err_code="VAL-422",
+            data={
+                "errors": [{"field": "name", "message": "required", "type": "missing"}]
+            },
+        )
+        assert error.data == {
+            "errors": [{"field": "name", "message": "required", "type": "missing"}]
+        }
+
     def test_requires_all_fields(self):
         """ApiError requires all fields."""
         with pytest.raises(ValidationError):

uv.lock

@@ -215,6 +215,15 @@ toml = [
     { name = "tomli", marker = "python_full_version <= '3.11'" },
 ]
 
+[[package]]
+name = "deepmerge"
+version = "2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a8/3a/b0ba594708f1ad0bc735884b3ad854d3ca3bdc1d741e56e40bbda6263499/deepmerge-2.0.tar.gz", hash = "sha256:5c3d86081fbebd04dd5de03626a0607b809a98fb6ccba5770b62466fe940ff20", size = 19890, upload-time = "2024-08-30T05:31:50.308Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2d/82/e5d2c1c67d19841e9edc74954c827444ae826978499bde3dfc1d007c8c11/deepmerge-2.0-py3-none-any.whl", hash = "sha256:6de9ce507115cff0bed95ff0ce9ecc31088ef50cbdf09bc90a09349a318b3d00", size = 13475, upload-time = "2024-08-30T05:31:48.659Z" },
+]
+
 [[package]]
 name = "execnet"
 version = "2.1.2"
@@ -226,7 +235,7 @@ wheels = [
 
 [[package]]
 name = "fastapi"
-version = "0.128.8"
+version = "0.129.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "annotated-doc" },
@@ -235,36 +244,63 @@ dependencies = [
     { name = "typing-extensions" },
     { name = "typing-inspection" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/01/72/0df5c58c954742f31a7054e2dd1143bae0b408b7f36b59b85f928f9b456c/fastapi-0.128.8.tar.gz", hash = "sha256:3171f9f328c4a218f0a8d2ba8310ac3a55d1ee12c28c949650288aee25966007", size = 375523, upload-time = "2026-02-11T15:19:36.69Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/48/47/75f6bea02e797abff1bca968d5997793898032d9923c1935ae2efdece642/fastapi-0.129.0.tar.gz", hash = "sha256:61315cebd2e65df5f97ec298c888f9de30430dd0612d59d6480beafbc10655af", size = 375450, upload-time = "2026-02-12T13:54:52.541Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/9f/37/37b07e276f8923c69a5df266bfcb5bac4ba8b55dfe4a126720f8c48681d1/fastapi-0.128.8-py3-none-any.whl", hash = "sha256:5618f492d0fe973a778f8fec97723f598aa9deee495040a8d51aaf3cf123ecf1", size = 103630, upload-time = "2026-02-11T15:19:35.209Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/dd/d0ee25348ac58245ee9f90b6f3cbb666bf01f69be7e0911f9851bddbda16/fastapi-0.129.0-py3-none-any.whl", hash = "sha256:b4946880e48f462692b31c083be0432275cbfb6e2274566b1be91479cc1a84ec", size = 102950, upload-time = "2026-02-12T13:54:54.528Z" },
 ]
 
 [[package]]
 name = "fastapi-toolsets"
-version = "0.8.1"
+version = "0.10.0"
 source = { editable = "." }
 dependencies = [
     { name = "asyncpg" },
     { name = "fastapi" },
-    { name = "httpx" },
     { name = "pydantic" },
     { name = "sqlalchemy", extra = ["asyncio"] },
-    { name = "typer" },
 ]
 
 [package.optional-dependencies]
+all = [
+    { name = "httpx" },
+    { name = "prometheus-client" },
+    { name = "pytest" },
+    { name = "pytest-xdist" },
+    { name = "typer" },
+]
+cli = [
+    { name = "typer" },
+]
+metrics = [
+    { name = "prometheus-client" },
+]
+pytest = [
+    { name = "httpx" },
+    { name = "pytest" },
+    { name = "pytest-xdist" },
+]
+
+[package.dev-dependencies]
 dev = [
     { name = "coverage" },
+    { name = "fastapi-toolsets", extra = ["all"] },
+    { name = "httpx" },
+    { name = "mkdocstrings-python" },
     { name = "pytest" },
     { name = "pytest-anyio" },
     { name = "pytest-cov" },
     { name = "pytest-xdist" },
     { name = "ruff" },
     { name = "ty" },
+    { name = "zensical" },
 ]
-test = [
+docs = [
+    { name = "mkdocstrings-python" },
+    { name = "zensical" },
+]
+tests = [
     { name = "coverage" },
+    { name = "httpx" },
     { name = "pytest" },
     { name = "pytest-anyio" },
     { name = "pytest-cov" },
@@ -274,21 +310,56 @@ test = [
 [package.metadata]
 requires-dist = [
     { name = "asyncpg", specifier = ">=0.29.0" },
-    { name = "coverage", marker = "extra == 'test'", specifier = ">=7.0.0" },
     { name = "fastapi", specifier = ">=0.100.0" },
-    { name = "fastapi-toolsets", extras = ["test"], marker = "extra == 'dev'" },
+    { name = "fastapi-toolsets", extras = ["cli", "metrics", "pytest"], marker = "extra == 'all'" },
-    { name = "httpx", specifier = ">=0.25.0" },
+    { name = "httpx", marker = "extra == 'pytest'", specifier = ">=0.25.0" },
+    { name = "prometheus-client", marker = "extra == 'metrics'", specifier = ">=0.20.0" },
     { name = "pydantic", specifier = ">=2.0" },
-    { name = "pytest", marker = "extra == 'test'", specifier = ">=8.0.0" },
+    { name = "pytest", marker = "extra == 'pytest'", specifier = ">=8.0.0" },
-    { name = "pytest-anyio", marker = "extra == 'test'", specifier = ">=0.0.0" },
+    { name = "pytest-xdist", marker = "extra == 'pytest'", specifier = ">=3.0.0" },
-    { name = "pytest-cov", marker = "extra == 'test'", specifier = ">=4.0.0" },
-    { name = "pytest-xdist", marker = "extra == 'test'", specifier = ">=3.0.0" },
-    { name = "ruff", marker = "extra == 'dev'", specifier = ">=0.1.0" },
     { name = "sqlalchemy", extras = ["asyncio"], specifier = ">=2.0" },
-    { name = "ty", marker = "extra == 'dev'", specifier = ">=0.0.1a0" },
+    { name = "typer", marker = "extra == 'cli'", specifier = ">=0.9.0" },
-    { name = "typer", specifier = ">=0.9.0" },
+]
+provides-extras = ["cli", "metrics", "pytest", "all"]
+
+[package.metadata.requires-dev]
+dev = [
+    { name = "coverage", specifier = ">=7.0.0" },
+    { name = "fastapi-toolsets", extras = ["all"] },
+    { name = "httpx", specifier = ">=0.25.0" },
+    { name = "mkdocstrings-python", specifier = ">=2.0.2" },
+    { name = "pytest", specifier = ">=8.0.0" },
+    { name = "pytest-anyio", specifier = ">=0.0.0" },
+    { name = "pytest-cov", specifier = ">=4.0.0" },
+    { name = "pytest-xdist", specifier = ">=3.0.0" },
+    { name = "ruff", specifier = ">=0.1.0" },
+    { name = "ty", specifier = ">=0.0.1a0" },
+    { name = "zensical", specifier = ">=0.0.23" },
+]
+docs = [
+    { name = "mkdocstrings-python", specifier = ">=2.0.2" },
+    { name = "zensical", specifier = ">=0.0.23" },
+]
+tests = [
+    { name = "coverage", specifier = ">=7.0.0" },
+    { name = "httpx", specifier = ">=0.25.0" },
+    { name = "pytest", specifier = ">=8.0.0" },
+    { name = "pytest-anyio", specifier = ">=0.0.0" },
+    { name = "pytest-cov", specifier = ">=4.0.0" },
+    { name = "pytest-xdist", specifier = ">=3.0.0" },
+]
+
+[[package]]
+name = "ghp-import"
+version = "2.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "python-dateutil" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/d9/29/d40217cbe2f6b1359e00c6c307bb3fc876ba74068cbab3dde77f03ca0dc4/ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343", size = 10943, upload-time = "2022-05-02T15:47:16.11Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619", size = 11034, upload-time = "2022-05-02T15:47:14.552Z" },
 ]
-provides-extras = ["test", "dev"]
 
 [[package]]
 name = "greenlet"
@@ -342,6 +413,38 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e1/2b/98c7f93e6db9977aaee07eb1e51ca63bd5f779b900d362791d3252e60558/greenlet-3.3.1-cp314-cp314t-win_amd64.whl", hash = "sha256:301860987846c24cb8964bdec0e31a96ad4a2a801b41b4ef40963c1b44f33451", size = 233181, upload-time = "2026-01-23T15:33:00.29Z" },
 ]
 
+[[package]]
+name = "griffe"
+version = "2.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "griffecli" },
+    { name = "griffelib" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/8b/94/ee21d41e7eb4f823b94603b9d40f86d3c7fde80eacc2c3c71845476dddaa/griffe-2.0.0-py3-none-any.whl", hash = "sha256:5418081135a391c3e6e757a7f3f156f1a1a746cc7b4023868ff7d5e2f9a980aa", size = 5214, upload-time = "2026-02-09T19:09:44.105Z" },
+]
+
+[[package]]
+name = "griffecli"
+version = "2.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama" },
+    { name = "griffelib" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e6/ed/d93f7a447bbf7a935d8868e9617cbe1cadf9ee9ee6bd275d3040fbf93d60/griffecli-2.0.0-py3-none-any.whl", hash = "sha256:9f7cd9ee9b21d55e91689358978d2385ae65c22f307a63fb3269acf3f21e643d", size = 9345, upload-time = "2026-02-09T19:09:42.554Z" },
+]
+
+[[package]]
+name = "griffelib"
+version = "2.0.0"
+source = { registry = "https://pypi.org/simple" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/4d/51/c936033e16d12b627ea334aaaaf42229c37620d0f15593456ab69ab48161/griffelib-2.0.0-py3-none-any.whl", hash = "sha256:01284878c966508b6d6f1dbff9b6fa607bc062d8261c5c7253cb285b06422a7f", size = 142004, upload-time = "2026-02-09T19:09:40.561Z" },
+]
+
 [[package]]
 name = "h11"
 version = "0.16.0"
@@ -397,6 +500,27 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/cb/b1/3846dd7f199d53cb17f49cba7e651e9ce294d8497c8c150530ed11865bb8/iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12", size = 7484, upload-time = "2025-10-18T21:55:41.639Z" },
 ]
 
+[[package]]
+name = "jinja2"
+version = "3.1.6"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
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+]
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zensical.toml

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+# ============================================================================
+#
+# The configuration produced by default is meant to highlight the features
+# that Zensical provides and to serve as a starting point for your own
+# projects.
+#
+# ============================================================================
+
+[project]
+
+# The site_name is shown in the page header and the browser window title
+#
+# Read more: https://zensical.org/docs/setup/basics/#site_name
+site_name = "FastAPI Toolsets"
+
+# The site_description is included in the HTML head and should contain a
+# meaningful description of the site content for use by search engines.
+#
+# Read more: https://zensical.org/docs/setup/basics/#site_description
+site_description = "Production-ready utilities for FastAPI applications."
+
+# The site_author attribute. This is used in the HTML head element.
+#
+# Read more: https://zensical.org/docs/setup/basics/#site_author
+site_author = "d3vyce"
+
+# The site_url is the canonical URL for your site. When building online
+# documentation you should set this.
+# Read more: https://zensical.org/docs/setup/basics/#site_url
+site_url = "https://fastapi-toolsets.d3vyce.fr"
+
+# The copyright notice appears in the page footer and can contain an HTML
+# fragment.
+#
+# Read more: https://zensical.org/docs/setup/basics/#copyright
+copyright = """
+Copyright © 2026 d3vyce
+"""
+
+repo_url = "https://github.com/d3vyce/fastapi-toolsets"
+
+# Zensical supports both implicit navigation and explicitly defined navigation.
+# If you decide not to define a navigation here then Zensical will simply
+# derive the navigation structure from the directory structure of your
+# "docs_dir". The definition below demonstrates how a navigation structure
+# can be defined using TOML syntax.
+#
+# Read more: https://zensical.org/docs/setup/navigation/
+# nav = [
+#   { "Get started" = "index.md" },
+#   { "Markdown in 5min" = "markdown.md" },
+# ]
+
+# With the "extra_css" option you can add your own CSS styling to customize
+# your Zensical project according to your needs. You can add any number of
+# CSS files.
+#
+# The path provided should be relative to the "docs_dir".
+#
+# Read more: https://zensical.org/docs/customization/#additional-css
+#
+#extra_css = ["stylesheets/extra.css"]
+
+# With the `extra_javascript` option you can add your own JavaScript to your
+# project to customize the behavior according to your needs.
+#
+# The path provided should be relative to the "docs_dir".
+#
+# Read more: https://zensical.org/docs/customization/#additional-javascript
+#extra_javascript = ["javascripts/extra.js"]
+
+# ----------------------------------------------------------------------------
+# Section for configuring theme options
+# ----------------------------------------------------------------------------
+[project.theme]
+
+# change this to "classic" to use the traditional Material for MkDocs look.
+#variant = "classic"
+
+# Zensical allows you to override specific blocks, partials, or whole
+# templates as well as to define your own templates. To do this, uncomment
+# the custom_dir setting below and set it to a directory in which you
+# keep your template overrides.
+#
+# Read more:
+# - https://zensical.org/docs/customization/#extending-the-theme
+#
+custom_dir = "docs/overrides"
+
+# With the "favicon" option you can set your own image to use as the icon
+# browsers will use in the browser title bar or tab bar. The path provided
+# must be relative to the "docs_dir".
+#
+# Read more:
+# - https://zensical.org/docs/setup/logo-and-icons/#favicon
+# - https://developer.mozilla.org/en-US/docs/Glossary/Favicon
+#
+#favicon = "images/favicon.png"
+
+# Zensical supports more than 60 different languages. This means that the
+# labels and tooltips that Zensical's templates produce are translated.
+# The "language" option allows you to set the language used. This language
+# is also indicated in the HTML head element to help with accessibility
+# and guide search engines and translation tools.
+#
+# The default language is "en" (English). It is possible to create
+# sites with multiple languages and configure a language selector. See
+# the documentation for details.
+#
+# Read more:
+# - https://zensical.org/docs/setup/language/
+#
+language = "en"
+
+# Zensical provides a number of feature toggles that change the behavior
+# of the documentation site.
+features = [
+    # Zensical includes an announcement bar. This feature allows users to
+    # dismiss it when they have read the announcement.
+    # https://zensical.org/docs/setup/header/#announcement-bar
+    "announce.dismiss",
+
+    # If you have a repository configured and turn on this feature, Zensical
+    # will generate an edit button for the page. This works for common
+    # repository hosting services.
+    # https://zensical.org/docs/setup/repository/#content-actions
+    #"content.action.edit",
+
+    # If you have a repository configured and turn on this feature, Zensical
+    # will generate a button that allows the user to view the Markdown
+    # code for the current page.
+    # https://zensical.org/docs/setup/repository/#content-actions
+    "content.action.view",
+
+    # Code annotations allow you to add an icon with a tooltip to your
+    # code blocks to provide explanations at crucial points.
+    # https://zensical.org/docs/authoring/code-blocks/#code-annotations
+    "content.code.annotate",
+
+    # This feature turns on a button in code blocks that allow users to
+    # copy the content to their clipboard without first selecting it.
+    # https://zensical.org/docs/authoring/code-blocks/#code-copy-button
+    "content.code.copy",
+
+    # Code blocks can include a button to allow for the selection of line
+    # ranges by the user.
+    # https://zensical.org/docs/authoring/code-blocks/#code-selection-button
+    "content.code.select",
+
+    # Zensical can render footnotes as inline tooltips, so the user can read
+    # the footnote without leaving the context of the document.
+    # https://zensical.org/docs/authoring/footnotes/#footnote-tooltips
+    "content.footnote.tooltips",
+
+    # If you have many content tabs that have the same titles (e.g., "Python",
+    # "JavaScript", "Cobol"), this feature causes all of them to switch to
+    # at the same time when the user chooses their language in one.
+    # https://zensical.org/docs/authoring/content-tabs/#linked-content-tabs
+    "content.tabs.link",
+
+    # With this feature enabled users can add tooltips to links that will be
+    # displayed when the mouse pointer hovers the link.
+    # https://zensical.org/docs/authoring/tooltips/#improved-tooltips
+    "content.tooltips",
+
+    # With this feature enabled, Zensical will automatically hide parts
+    # of the header when the user scrolls past a certain point.
+    # https://zensical.org/docs/setup/header/#automatic-hiding
+    # "header.autohide",
+
+    # Turn on this feature to expand all collapsible sections in the
+    # navigation sidebar by default.
+    # https://zensical.org/docs/setup/navigation/#navigation-expansion
+    # "navigation.expand",
+
+    # This feature turns on navigation elements in the footer that allow the
+    # user to navigate to a next or previous page.
+    # https://zensical.org/docs/setup/footer/#navigation
+    "navigation.footer",
+
+    # When section index pages are enabled, documents can be directly attached
+    # to sections, which is particularly useful for providing overview pages.
+    # https://zensical.org/docs/setup/navigation/#section-index-pages
+    "navigation.indexes",
+
+    # When instant navigation is enabled, clicks on all internal links will be
+    # intercepted and dispatched via XHR without fully reloading the page.
+    # https://zensical.org/docs/setup/navigation/#instant-navigation
+    "navigation.instant",
+
+    # With instant prefetching, your site will start to fetch a page once the
+    # user hovers over a link. This will reduce the perceived loading time
+    # for the user.
+    # https://zensical.org/docs/setup/navigation/#instant-prefetching
+    "navigation.instant.prefetch",
+
+    # In order to provide a better user experience on slow connections when
+    # using instant navigation, a progress indicator can be enabled.
+    # https://zensical.org/docs/setup/navigation/#progress-indicator
+    #"navigation.instant.progress",
+
+    # When navigation paths are activated, a breadcrumb navigation is rendered
+    # above the title of each page
+    # https://zensical.org/docs/setup/navigation/#navigation-path
+    "navigation.path",
+
+    # When pruning is enabled, only the visible navigation items are included
+    # in the rendered HTML, reducing the size of the built site by 33% or more.
+    # https://zensical.org/docs/setup/navigation/#navigation-pruning
+    #"navigation.prune",
+
+    # When sections are enabled, top-level sections are rendered as groups in
+    # the sidebar for viewports above 1220px, but remain as-is on mobile.
+    # https://zensical.org/docs/setup/navigation/#navigation-sections
+    "navigation.sections",
+
+    # When tabs are enabled, top-level sections are rendered in a menu layer
+    # below the header for viewports above 1220px, but remain as-is on mobile.
+    # https://zensical.org/docs/setup/navigation/#navigation-tabs
+    "navigation.tabs",
+
+    # When sticky tabs are enabled, navigation tabs will lock below the header
+    # and always remain visible when scrolling down.
+    # https://zensical.org/docs/setup/navigation/#sticky-navigation-tabs
+    #"navigation.tabs.sticky",
+
+    # A back-to-top button can be shown when the user, after scrolling down,
+    # starts to scroll up again.
+    # https://zensical.org/docs/setup/navigation/#back-to-top-button
+    "navigation.top",
+
+    # When anchor tracking is enabled, the URL in the address bar is
+    # automatically updated with the active anchor as highlighted in the table
+    # of contents.
+    # https://zensical.org/docs/setup/navigation/#anchor-tracking
+    "navigation.tracking",
+
+    # When search highlighting is enabled and a user clicks on a search result,
+    # Zensical will highlight all occurrences after following the link.
+    # https://zensical.org/docs/setup/search/#search-highlighting
+    "search.highlight",
+
+    # When anchor following for the table of contents is enabled, the sidebar
+    # is automatically scrolled so that the active anchor is always visible.
+    # https://zensical.org/docs/setup/navigation/#anchor-following
+    # "toc.follow",
+
+    # When navigation integration for the table of contents is enabled, it is
+    # always rendered as part of the navigation sidebar on the left.
+    # https://zensical.org/docs/setup/navigation/#navigation-integration
+    #"toc.integrate",
+]
+
+# ----------------------------------------------------------------------------
+# In the "palette" subsection you can configure options for the color scheme.
+# You can configure different color # schemes, e.g., to turn on dark mode,
+# that the user can switch between. Each color scheme can be further
+# customized.
+#
+# Read more:
+# - https://zensical.org/docs/setup/colors/
+# ----------------------------------------------------------------------------
+[[project.theme.palette]]
+scheme = "default"
+toggle.icon = "lucide/sun"
+toggle.name = "Switch to dark mode"
+
+[[project.theme.palette]]
+scheme = "slate"
+toggle.icon = "lucide/moon"
+toggle.name = "Switch to light mode"
+
+# ----------------------------------------------------------------------------
+# In the "font" subsection you can configure the fonts used. By default, fonts
+# are loaded from Google Fonts, giving you a wide range of choices from a set
+# of suitably licensed fonts. There are options for a normal text font and for
+# a monospaced font used in code blocks.
+# ----------------------------------------------------------------------------
+[project.theme.font]
+text = "Inter"
+code = "Jetbrains Mono"
+
+# ----------------------------------------------------------------------------
+# You can configure your own logo to be shown in the header using the "logo"
+# option in the "icons" subsection. The logo can be a path to a file in your
+# "docs_dir" or it can be a path to an icon.
+#
+# Likewise, you can customize the logo used for the repository section of the
+# header. Zensical derives the default logo for this from the repository URL.
+# See below...
+#
+# There are other icons you can customize. See the documentation for details.
+#
+# Read more:
+# - https://zensical.org/docs/setup/logo-and-icons
+# - https://zensical.org/docs/authoring/icons-emojis/#search
+# ----------------------------------------------------------------------------
+[project.theme.icon]
+#logo = "lucide/smile"
+repo = "fontawesome/brands/github"
+
+# ----------------------------------------------------------------------------
+# The "extra" section contains miscellaneous settings.
+# ----------------------------------------------------------------------------
+#[[project.extra.social]]
+#icon = "fontawesome/brands/github"
+#link = "https://github.com/user/repo"
+
+
+[project.plugins.mkdocstrings.handlers.python]
+inventories = ["https://docs.python.org/3/objects.inv"]
+paths = ["src"]
+
+[project.plugins.mkdocstrings.handlers.python.options]
+docstring_style = "google"
+inherited_members = true
+show_source = false
+show_root_heading = true