diff --git a/Makefile b/Makefile
index 5a5de12..2c43880 100644
--- a/Makefile
+++ b/Makefile
@@ -1,10 +1,13 @@
 .PHONY: setup \
 		clean-cache-temp-files \
-		doc \
+		lint code-check \
+		doc  \
 		pipeline all
 
 .DEFAULT_GOAL := all
 
+SRC_PROJECT_HOOKS ?= hooks
+
 setup:
 	@echo "Installing dependencies..."
 	@uv sync --all-extras
@@ -18,11 +21,25 @@ clean-cache-temp-files:
 	@find . -type f \( -name '*.pyc' -o -name '*.pyo' \) -delete
 	@echo "✅ Clean complete."
 
+lint:
+	@echo "Running lint checks..."
+	@uv run isort $(SRC_PROJECT_HOOKS)/
+	@uv run ruff check --fix $(SRC_PROJECT_HOOKS)/
+	@uv run ruff format $(SRC_PROJECT_HOOKS)/
+	@echo "✅ Linting complete."
+
+code-check:
+	@echo "Running static code checks..."
+	@uv run mypy $(SRC_PROJECT_HOOKS)/
+	@uv run complexipy -f $(SRC_PROJECT_HOOKS)/
+	@uv run bandit -r $(SRC_PROJECT_HOOKS)/
+	@echo "✅ Code and security checks complete."
+
 doc:
 	@echo "Serving documentation..."
 	@uv run mkdocs serve
 
-pipeline: clean-cache-temp-files
+pipeline: clean-cache-temp-files lint code-check
 	@echo "✅ Pipeline complete."
 
 all: setup pipeline doc
diff --git a/README.md b/README.md
index e9ba855..0102e8a 100644
--- a/README.md
+++ b/README.md
@@ -38,7 +38,7 @@ manage dependencies cleanly. Additionally, ensure that
 [`uv`](https://github.com/astral-sh/uv) is installed in your environment to handle
 grouped dependency installations.
 
-### 1. Generate Your Project
+1. Generate Your Project
 
 Use Cookiecutter to create a new project from the template:
 
@@ -48,7 +48,7 @@ cookiecutter https://github.com/danibcorr/python-project-template.git
 
 Follow the prompts to configure project metadata, package name, and other options.
 
-### 2. Install Dependencies
+2. Install Dependencies
 
 Activate your virtual environment and install all dependencies using the included
 `Makefile`:
@@ -60,7 +60,7 @@ make install
 This installs development, testing, and documentation tools as defined in
 `pyproject.toml`.
 
-### 3. Run the Pipeline
+3. Run the Pipeline
 
 Execute the quality pipeline, which includes linting, type checking, security analysis,
 complexity checks, and test execution:
@@ -69,7 +69,7 @@ complexity checks, and test execution:
 make pipeline
 ```
 
-### 4. Run the Full Workflow (Optional)
+4. Run the Full Workflow (Optional)
 
 To perform a complete setup including dependency installation, full quality checks, and
 local documentation preview:
diff --git a/docs/.nav.yml b/docs/.nav.yml
index 1d95821..5cce7b8 100644
--- a/docs/.nav.yml
+++ b/docs/.nav.yml
@@ -1,7 +1,13 @@
 nav:
   - Home: index.md
-  - Documentation: content/
+  - Documentation:
+      - Overview: content/overview.md
+      - Getting Started: content/cookiecutter.md
+      - Makefile Commands: content/makefile-commands.md
+      - Configuration: content/pyproject-configuration.md
+      - Pre-commit Hooks: content/pre-commit-hooks.md
+      - CI/CD: content/ci-cd.md
 
 sort:
   ignore_case: true
-  type: alphabetical
\ No newline at end of file
+  type: alphabetical
diff --git a/docs/content/ci-cd.md b/docs/content/ci-cd.md
new file mode 100644
index 0000000..e5693c9
--- /dev/null
+++ b/docs/content/ci-cd.md
@@ -0,0 +1,72 @@
+# Continuous Integration and Continuous Deployment with GitHub Actions
+
+## Overview of the Automation Strategy
+
+The continuous integration and continuous deployment (CI/CD) process is implemented
+through GitHub Actions using a workflow definition located at
+`.github/workflows/workflow.yml`. This workflow is designed to automate, in a unified and
+reproducible manner, the validation, documentation generation, and release management
+phases of the project lifecycle. By integrating these activities into a single automated
+pipeline, the repository ensures consistency between code changes, documentation updates,
+and published releases, while reducing manual intervention and the risk of human error.
+
+## Workflow Architecture and Execution Logic
+
+The workflow is composed of several logically separated jobs, each responsible for a
+specific stage of the CI/CD process. These jobs are executed according to clearly defined
+triggering conditions, primarily based on repository events and branch context. The
+structure reflects a progressive validation model in which foundational checks are
+performed first, followed by documentation deployment and release creation when the code
+reaches a stable state.
+
+## Environment Setup and Dependency Initialization
+
+The initial job, referred to as the setup phase, is executed on every push and on every
+pull request. Its primary purpose is to establish a controlled and reproducible execution
+environment. During this phase, a Python runtime environment is provisioned, ensuring
+that subsequent jobs operate under consistent interpreter conditions. All dependencies
+defined under the `pipeline` group are then installed, which guarantees that the tools
+required for validation, documentation generation, and automation are available before
+any further processing occurs. This step functions as a foundational safeguard, as
+failures at this stage prevent downstream jobs from executing under incomplete or
+misconfigured conditions.
+
+## Documentation Build and Deployment on the Main Branch
+
+When changes are merged into the `main` branch, the workflow activates an additional job
+dedicated to documentation management. In this phase, the project documentation is built
+using MkDocs, a static site generator specifically designed for technical documentation.
+The resulting site is then automatically deployed to GitHub Pages, ensuring that the
+published documentation always reflects the current state of the main codebase.
+
+Version management of the documentation is handled through `mike`, which enables the
+coexistence of multiple documentation versions corresponding to different project
+releases. This approach allows users to consult documentation aligned with specific
+versions of the software, thereby improving traceability and long-term maintainability.
+The deployment process is fully automated and does not require manual approval once the
+workflow conditions are satisfied.
+
+## Automated Release Creation and Versioning
+
+Also restricted to the `main` branch, the release creation job formalizes the delivery of
+a new software version. During this stage, the workflow programmatically determines the
+current project version and uses this information to create a new GitHub release. Release
+notes are generated automatically, typically by aggregating relevant commit messages or
+changes since the previous release. This ensures that each release is consistently
+documented and that users have immediate access to a structured summary of modifications,
+enhancements, and fixes.
+
+By integrating release creation into the CI/CD pipeline, the workflow enforces a direct
+relationship between the main branch state and published artifacts, reducing
+discrepancies between source code and released versions.
+
+## GitHub Pages Configuration and Activation
+
+For the automated documentation deployment to function correctly, GitHub Pages must be
+configured to use GitHub Actions as its source. This configuration is performed within
+the repository settings by navigating to the Pages section and selecting GitHub Actions
+as the publication source. Once this setting is applied, every push to the `main` branch
+triggers the documentation build and deployment process defined in the workflow. As a
+result, the documentation site is continuously updated without requiring any additional
+manual steps, ensuring alignment between the repository content and its public technical
+documentation.
diff --git a/docs/content/content.md b/docs/content/content.md
deleted file mode 100644
index 4c30e51..0000000
--- a/docs/content/content.md
+++ /dev/null
@@ -1,133 +0,0 @@
-# Python Project Template Documentation
-
-## Overview
-
-The **Python Project Template** provides a comprehensive and structured foundation for
-Python projects, integrating modern tooling to ensure code quality, static analysis,
-security auditing, testing, documentation, and development automation. The template
-promotes consistent, maintainable, and reproducible workflows, streamlining project
-setup and enforcing adherence to established best practices.
-
-This framework is suitable for libraries, applications, and collaborative projects,
-establishing a professional development environment from the outset.
-
-## Project Structure and Core Components
-
-### Makefile
-
-The Makefile defines reusable targets to automate common development tasks, including
-dependency installation, workspace cleanup, linting, testing, static and security
-analysis, and documentation management. Commands are executed using the syntax
-`make <target>`.
-
-#### `make install`
-
-Installs all project dependencies using [`uv`](https://github.com/astral-sh/uv) as
-defined in `pyproject.toml`. Dependencies are organized into modular groups such as
-`pipeline` and `documentation`, enabling selective installation according to the
-required development context.
-
-#### `make clean`
-
-Removes temporary and cache files to restore a clean workspace. This includes Python
-bytecode files (`.pyc`, `.pyo`) and cache directories such as `__pycache__`,
-`.pytest_cache`, and `.mypy_cache`. Performing this step ensures reliable results for
-linting, testing, and static analysis by eliminating residual artifacts from previous
-runs.
-
-#### `make lint`
-
-Executes [Ruff](https://docs.astral.sh/ruff/) to enforce code formatting and static
-analysis rules across source and test directories. This target promotes consistent
-coding standards and prevents stylistic inconsistencies.
-
-#### `make code_check`
-
-Performs advanced code validation and security assessments, including:
-
-- **Mypy**: Validates type annotations and identifies type inconsistencies.
-- **Complexipy**: Measures code complexity, highlighting potentially intricate or
-  hard-to-maintain logic.
-- **Bandit**: Conducts static security analysis (SAST) to detect common vulnerabilities
-  and security issues within Python code.
-
-This step ensures that the codebase remains robust, maintainable, and secure.
-
-#### `make tests`
-
-Runs unit tests using [Pytest](https://docs.pytest.org/en/stable/). The command exits
-gracefully if no tests are detected, making it suitable for partial implementations or
-early-stage project setups.
-
-#### `make doc`
-
-Builds and serves project documentation locally with [MkDocs](https://www.mkdocs.org/),
-allowing developers to preview documentation changes in real time before deployment.
-
-#### `make pipeline`
-
-Executes a complete quality pipeline that includes environment cleanup, linting, static
-analysis, security checks, and test execution. This target is designed for continuous
-integration workflows and pre-release verification.
-
-#### `make all`
-
-Performs the full project workflow, encompassing dependency installation, execution of
-the full quality pipeline, and documentation build and preview. This target is
-recommended for initial project setup and comprehensive workflow verification.
-
-### `pyproject.toml`
-
-The `pyproject.toml` file defines project metadata, dependency groups, and tool
-configurations in accordance with modern Python standards.
-
-#### `[project]`
-
-Specifies core project metadata, including project name, version, description, Python
-version compatibility, and runtime dependencies. This section adheres to
-[PEP 621](https://peps.python.org/pep-0621/) standards.
-
-#### `[dependency-groups]`
-
-Organizes development dependencies into logical groups to enable modular installation:
-
-- **`pipeline`**: Includes tools for code quality, testing, and security assessment,
-  such as `pytest`, `pytest-order`, `ruff`, `mypy`, `bandit`, and `complexipy`.
-- **`documentation`**: Contains tools for building and enhancing documentation,
-  including `mkdocs-material`, `mkdocstrings`, `mkdocs-jupyter`, and related plugins.
-
-This modular approach improves maintainability and flexibility of the development
-environment.
-
-#### `[tool.ruff]`
-
-Configures Ruff for code linting and formatting, including rules for line length,
-indentation, error detection, and docstring formatting. Certain directories, such as
-`venv`, `dist`, and `.pytest_cache`, are excluded to optimize performance.
-
-#### `[tool.mypy]`
-
-Configures Mypy for static type checking. It enables detection of untyped functions,
-ignores unresolved imports to accommodate missing type stubs, and excludes build and
-cache directories. This configuration allows early detection of type-related errors,
-improving code reliability.
-
-## GitHub Actions CI/CD
-
-The template includes a preconfigured GitHub Actions workflow located in
-`.github/workflows`. This workflow is triggered automatically on pushes or pull requests
-and performs the following steps:
-
-1. **Checkout and Python Setup** – Clones the repository and configures the Python
-   environment.
-2. **Dependency Installation** – Installs all required packages for development,
-   testing, and documentation.
-3. **Linting and Static Analysis** – Executes Ruff, Mypy, Bandit, and Complexipy to
-   enforce code quality, type safety, security, and maintainability.
-4. **Testing** – Runs Pytest to validate functionality and detect regressions.
-5. **Documentation** – Optionally builds and deploys project documentation to GitHub
-   Pages using MkDocs.
-
-This workflow ensures that all code changes are automatically validated, tested, and
-documented, supporting continuous integration and promoting high-quality software
-development practices.
diff --git a/docs/content/cookiecutter.md b/docs/content/cookiecutter.md
new file mode 100644
index 0000000..441ea54
--- /dev/null
+++ b/docs/content/cookiecutter.md
@@ -0,0 +1,53 @@
+# Cookiecutter
+
+## Introduction to Cookiecutter
+
+Cookiecutter is a command-line utility designed to generate project structures from
+predefined templates. It enables developers to rapidly scaffold new projects by prompting
+for configuration inputs and customizing the generated files according to the provided
+responses. This approach ensures consistency across projects, reduces setup time, and
+enforces best practices and organizational standards in project structure.
+
+## Configuration Variables
+
+The customization process is driven by a configuration file, typically named
+`cookiecutter.json`, which defines the variables that the template expects. Each variable
+corresponds to a specific aspect of the project, such as naming conventions, folder
+structures, or optional features. During project generation, Cookiecutter interactively
+prompts the user to provide values for these variables, thereby producing a project
+tailored to the user’s specifications. The main configuration variables include:
+
+| Variable                   | Description                                     | Example                        |
+| -------------------------- | ----------------------------------------------- | ------------------------------ |
+| `project_name`             | Name of the project                             | `my-project`                   |
+| `project_module_name`      | Name of the Python module                       | `src`                          |
+| `project_test_folder_name` | Name of the folder for tests                    | `tests`                        |
+| `project_version_python`   | Minimum required Python version                 | `3.11`                         |
+| `mkdocs_repo_url`          | URL of the repository for documentation         | `https://github.com/user/repo` |
+| `add_notebooks_folder`     | Option to include a notebooks folder            | `yes` / `no`                   |
+| `add_prompts_folder`       | Option to include a prompts folder              | `yes` / `no`                   |
+| `add_dev_container_folder` | Option to include a Dev Container configuration | `yes` / `no`                   |
+
+These variables enable fine-grained control over the structure and functionality of the
+generated project, accommodating different workflows and development environments.
+
+## Project Generation Workflow
+
+The process of generating a project using Cookiecutter is straightforward. The user
+executes the `cookiecutter` command with the URL or local path of the desired template
+repository. Cookiecutter then sequentially prompts the user to provide values for each
+configuration variable defined in `cookiecutter.json`. Once all responses are collected,
+the tool automatically creates a new project directory populated with files and folders
+customized according to the provided inputs.
+
+For example, executing:
+
+```bash
+cookiecutter https://github.com/danibcorr/python-project-template.git
+```
+
+initiates the generation process. The user answers the interactive prompts, specifying
+names, versions, and optional components. Upon completion, a fully scaffolded project
+appears, reflecting the selected options and ready for immediate development. This
+automated approach promotes reproducibility, reduces setup errors, and enforces a
+consistent organizational structure across multiple projects.
diff --git a/docs/content/makefile-commands.md b/docs/content/makefile-commands.md
new file mode 100644
index 0000000..c319e75
--- /dev/null
+++ b/docs/content/makefile-commands.md
@@ -0,0 +1,135 @@
+# Makefile
+
+## Overview
+
+The project includes a `Makefile` designed to automate routine development tasks. Each
+command is executed using the syntax `make <command>` and encapsulates a sequence of
+actions that standardize workflows, enforce code quality, and simplify maintenance. By
+centralizing these tasks, the `Makefile` ensures consistency across development
+environments and reduces manual errors.
+
+## Environment Setup: `make setup`
+
+The `setup` command installs all necessary dependencies and configures pre-commit hooks
+to enforce code standards automatically. It leverages `uv`, a high-performance Python
+package manager, to install the required packages efficiently. Dependency groups include
+`pipeline`, which contains tools for testing and linting, and `documentation`, which
+includes MkDocs for building project documentation. Pre-commit hooks are configured to
+validate code before each commit, preventing common errors and maintaining quality. This
+command should be executed the first time the project is cloned or whenever dependencies
+are updated.
+
+```bash
+make setup
+```
+
+## Cleaning Temporary Files: `make clean-cache-temp-files`
+
+This command removes temporary files and caches that may cause inconsistencies or errors
+during development. Specifically, it deletes compiled Python bytecode (`__pycache__/`),
+pytest caches (`.pytest_cache/`), mypy caches (`.mypy_cache/`), and other compiled files
+such as `*.pyc` and `*.pyo`. Regular use of this command ensures a clean environment,
+particularly before running the complete pipeline or debugging unusual behavior.
+
+```bash
+make clean-cache-temp-files
+```
+
+## Code Formatting and Automatic Fixes: `make lint`
+
+The `lint` command enforces coding standards and applies automatic fixes to improve code
+readability and maintainability. It integrates several tools:
+
+- **isort**: Organizes imports alphabetically and categorically.
+- **Ruff**: A high-performance linter that detects and fixes style issues.
+- **nbqa**: Applies linting to Jupyter notebooks.
+
+Typical automatic fixes include removing unused imports, correcting spacing and
+formatting, and reorganizing imports according to PEP 8 conventions. This command is
+recommended before committing code or when performing routine code cleanup.
+
+```bash
+make lint
+```
+
+## Static and Security Analysis: `make code-check`
+
+The `code-check` command performs an in-depth analysis to identify potential issues in
+the codebase. It combines multiple tools:
+
+1. **Mypy**: A static type checker that validates type annotations and detects mismatched
+   types before runtime.
+2. **Complexipy**: Measures cyclomatic complexity to identify functions that may be
+   difficult to maintain or require refactoring.
+3. **Bandit**: Conducts static application security testing (SAST) to identify common
+   vulnerabilities, such as SQL injection risks, unsafe `eval()` usage, and hardcoded
+   credentials. It scans all code excluding test directories.
+
+This command is essential before merging changes into the main branch or during code
+reviews to ensure robust, maintainable, and secure code.
+
+```bash
+make code-check
+```
+
+## Dead Code Detection: `make check-dead-code`
+
+The `check-dead-code` command identifies unused or redundant code that can be safely
+removed. It detects functions that are never called, uninstantiated classes, and
+variables that are defined but not utilized. Running this command is particularly useful
+during refactoring or when optimizing the codebase for maintainability.
+
+```bash
+make check-dead-code
+```
+
+## Running Unit Tests: `make tests`
+
+This command executes all unit tests using Pytest. It supports structured test execution
+via `pytest-order` and can generate coverage reports if configured. The `tests/`
+directory is scanned recursively, ensuring that all modules are tested thoroughly. This
+command should be run frequently after code modifications to verify correctness.
+
+```bash
+make tests
+```
+
+## Documentation Management: `make doc`
+
+The `doc` command builds and serves project documentation locally using MkDocs. It
+launches a development server (by default accessible at `http://127.0.0.1:8000`) and
+automatically reloads pages when Markdown files are updated. This allows developers to
+preview documentation as it will appear on GitHub Pages and ensures consistency between
+local edits and published content.
+
+```bash
+make doc
+```
+
+## Complete Code Quality Pipeline: `make pipeline`
+
+The `pipeline` command orchestrates the full sequence of code quality checks and testing.
+It sequentially:
+
+1. Cleans caches and temporary files.
+2. Runs linting and formatting.
+3. Performs static analysis, complexity measurement, and security scanning.
+4. Executes all unit tests.
+
+This command is particularly useful before pushing changes to the repository or as part
+of a continuous integration (CI) workflow.
+
+```bash
+make pipeline
+```
+
+## Full Workflow Execution: `make all`
+
+The `all` command executes the complete project setup and validation workflow. It
+installs dependencies, runs the full code quality pipeline, and serves the documentation
+locally. This command provides a comprehensive initialization process, ensuring the
+development environment is fully configured and all systems are validated.
+
+```bash
+make all
+```
diff --git a/docs/content/overview.md b/docs/content/overview.md
new file mode 100644
index 0000000..8cef29c
--- /dev/null
+++ b/docs/content/overview.md
@@ -0,0 +1,48 @@
+# Python Project Template
+
+## Overview
+
+The **Python Project Template** is a pre-configured, ready-to-use scaffolding designed to
+accelerate the creation of professional Python projects. It provides a complete directory
+structure, integrated tooling, and automation mechanisms that enforce modern development
+best practices. By using this template, developers can immediately focus on implementing
+functionality rather than spending time on repetitive setup tasks, ensuring that new
+projects maintain high standards for code quality, testing, security, and documentation.
+
+## Target Audience
+
+This template is intended for a wide range of users and project types:
+
+- Individual developers seeking to start projects with a professional and standardized
+  setup from the outset.
+- Development teams aiming to enforce consistent workflows and project structures across
+  multiple repositories.
+- Projects spanning domains such as data science, machine learning, APIs, Python
+  libraries, or general-purpose Python applications.
+
+By providing a common foundation, the template reduces onboarding time for new team
+members and ensures reproducibility across projects.
+
+## Key Benefits
+
+The Python Project Template offers several advantages that streamline development
+processes and enhance software quality:
+
+- **Time Efficiency**: The template allows developers to initialize a fully configured
+  project within minutes, avoiding the hours typically spent on manual setup.
+- **Ensured Code Quality**: Preconfigured tools for linting, static type checking,
+  complexity analysis, and security evaluation help maintain high-quality, maintainable,
+  and secure codebases.
+- **Automated Documentation**: Integration with MkDocs enables immediate generation and
+  deployment of project documentation to GitHub Pages, ensuring that documentation
+  remains synchronized with the code.
+- **CI/CD Integration**: Built-in GitHub Actions workflows automatically perform code
+  validation, testing, and documentation deployment, reducing manual intervention and
+  errors.
+- **Customizability**: Through Cookiecutter, the template can be adapted to specific
+  project requirements, allowing modification of structure, module names, and optional
+  components while preserving the standard workflow.
+
+By combining these features, the template not only accelerates project setup but also
+enforces modern best practices, supporting sustainable, scalable, and maintainable Python
+development.
diff --git a/docs/content/pre-commit-hooks.md b/docs/content/pre-commit-hooks.md
new file mode 100644
index 0000000..2d10efa
--- /dev/null
+++ b/docs/content/pre-commit-hooks.md
@@ -0,0 +1,53 @@
+# Pre-Commit Hooks
+
+## Overview
+
+Pre-commit hooks are automated scripts configured to execute specific validations before
+a Git commit is finalized. In this project, the pre-commit system is defined in the
+`.pre-commit-config.yaml` file. Its primary purpose is to enforce code quality, detect
+potential errors early, and prevent non-compliant code from entering the repository. By
+integrating pre-commit hooks into the workflow, the project ensures that all committed
+changes meet established coding standards and pass essential checks automatically.
+
+## Functionality
+
+When a developer attempts to commit changes, the pre-commit system automatically triggers
+the full development pipeline by executing:
+
+```bash
+make pipeline
+```
+
+This command performs a comprehensive sequence of actions, including:
+
+- Linting and formatting checks to ensure consistent code style.
+- Type validation using Mypy to detect mismatches and type-related errors.
+- Security analysis with Bandit to identify potential vulnerabilities in the code.
+- Execution of all unit tests to confirm that functionality remains correct.
+
+If any of these checks fail, the commit is blocked, thereby preventing problematic code
+from being added to the repository.
+
+## Advantages
+
+Integrating pre-commit hooks into the development workflow provides several key benefits:
+
+- **Quality Enforcement**: Only code that passes all validations can be committed,
+  maintaining a high standard across the codebase.
+- **Early Issue Detection**: Errors are detected before code is pushed or reviewed,
+  reducing downstream debugging and rework.
+- **Clean Git History**: By preventing commits that violate coding standards or fail
+  tests, the repository maintains a cleaner and more reliable history.
+
+## Temporary Bypass (Not Recommended)
+
+While it is possible to bypass pre-commit validations using the `--no-verify` flag:
+
+```bash
+git commit --no-verify -m "commit message"
+```
+
+this approach is discouraged because it undermines the automated quality safeguards and
+may introduce errors or inconsistencies into the codebase. Pre-commit hooks are intended
+to be an integral part of the workflow, ensuring that each commit contributes to a
+robust, secure, and maintainable project.
diff --git a/docs/content/pyproject-configuration.md b/docs/content/pyproject-configuration.md
new file mode 100644
index 0000000..03546c0
--- /dev/null
+++ b/docs/content/pyproject-configuration.md
@@ -0,0 +1,111 @@
+# `pyproject.toml` Configuration
+
+## Overview
+
+The `pyproject.toml` file serves as the central configuration hub for the project,
+consolidating metadata, dependency management, and tool settings in a single,
+standardized location. It follows the [PEP 621](https://peps.python.org/pep-0621/)
+specification, which defines a uniform format for Python project metadata and facilitates
+interoperability between tools. By leveraging `pyproject.toml`, the project achieves
+modular dependency management, consistent tool behavior, and simplified setup for both
+development and production environments.
+
+## Project Metadata: `[project]` Section
+
+The `[project]` section defines fundamental information about the project. This includes
+the project name, version, description, author information, and the minimum supported
+Python version. An example configuration is:
+
+```toml
+[project]
+name = "my-project"
+version = "0.0.1"
+description = "Project description"
+authors = [{name = "Your Name", email = "your@email.com"}]
+requires-python = ">=3.11"
+```
+
+These fields ensure that packaging tools, dependency managers, and documentation
+generators can automatically retrieve key project information. This metadata also
+standardizes versioning and distribution across different environments.
+
+## Dependency Management: `[dependency-groups]` Section
+
+Dependencies are organized into logical groups, allowing selective installation based on
+project requirements. This modular approach supports both development and production
+workflows.
+
+### `pipeline` Group: Development Tools
+
+The `pipeline` group includes tools essential for code quality, testing, security, and
+automation:
+
+- `pytest` and `pytest-order`: Frameworks for running unit tests and controlling test
+  execution order.
+- `ruff`: A high-performance linter and automatic formatter.
+- `mypy`: Static type checker to detect type inconsistencies.
+- `bandit`: Security analysis tool for detecting common vulnerabilities.
+- `complexipy`: Measures cyclomatic complexity to identify potentially unmaintainable
+  code.
+- `isort`: Sorts imports according to standard conventions.
+- `nbqa`: Extends linting capabilities to Jupyter notebooks.
+- `deadcode`: Detects unused or unreachable code.
+- `pre-commit`: Manages Git pre-commit hooks for automated checks.
+
+### `documentation` Group: Documentation Tools
+
+The `documentation` group contains tools for building and maintaining project
+documentation:
+
+- `mkdocs` and `mkdocs-material`: Static site generator and material design theme.
+- `mkdocstrings`: Generates API documentation directly from Python docstrings.
+- `mkdocs-jupyter`: Integrates Jupyter notebooks into documentation.
+- `mike`: Provides versioned documentation management.
+- Additional plugins: Enhance navigation, metadata handling, and site functionality.
+
+## Tool-Specific Configuration
+
+### Ruff: `[tool.ruff]`
+
+The Ruff linter is configured to enforce code style, detect errors, and simplify code
+where possible:
+
+```toml
+[tool.ruff]
+line-length = 88
+indent-width = 4
+select = ["E", "F", "UP", "B", "SIM"]
+```
+
+- `E`: Enforces PEP 8 style guidelines.
+- `F`: Detects Pyflakes errors such as unused imports.
+- `UP`: Applies modern Python syntax checks and upgrades.
+- `B`: Detects common programming bugs.
+- `SIM`: Suggests code simplifications to improve readability.
+
+### Mypy: `[tool.mypy]`
+
+Mypy performs static type checking, ensuring type safety and consistency:
+
+```toml
+[tool.mypy]
+check_untyped_defs = true
+ignore_missing_imports = true
+```
+
+- `check_untyped_defs = true`: Validates functions even if type annotations are missing.
+- `ignore_missing_imports = true`: Avoids errors for third-party modules without type
+  stubs, preventing unnecessary interruptions.
+
+### isort: `[tool.isort]`
+
+isort enforces a standardized import order, improving code readability and
+maintainability. Imports are grouped as follows:
+
+1. **STDLIB**: Python standard library modules.
+2. **THIRDPARTY**: External dependencies installed via package managers.
+3. **FIRSTPARTY**: Modules developed within the current project.
+4. **LOCALFOLDER**: Relative imports for local submodules or packages.
+
+This grouping ensures that import statements remain organized and easy to navigate,
+facilitating collaboration across multiple developers and modules.
diff --git a/docs/index.md b/docs/index.md
index a5a0700..56614b0 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -38,7 +38,7 @@ manage dependencies cleanly. Additionally, ensure that
 [`uv`](https://github.com/astral-sh/uv) is installed in your environment to handle
 grouped dependency installations.
 
-### 1. Generate Your Project
+1. Generate Your Project
 
 Use Cookiecutter to create a new project from the template:
 
@@ -48,7 +48,7 @@ cookiecutter https://github.com/danibcorr/python-project-template.git
 
 Follow the prompts to configure project metadata, package name, and other options.
 
-### 2. Install Dependencies
+2. Install Dependencies
 
 Activate your virtual environment and install all dependencies using the included
 `Makefile`:
@@ -60,7 +60,7 @@ make install
 This installs development, testing, and documentation tools as defined in
 `pyproject.toml`.
 
-### 3. Run the Pipeline
+3. Run the Pipeline
 
 Execute the quality pipeline, which includes linting, type checking, security analysis,
 complexity checks, and test execution:
@@ -69,7 +69,7 @@ complexity checks, and test execution:
 make pipeline
 ```
 
-### 4. Run the Full Workflow (Optional)
+4. Run the Full Workflow (Optional)
 
 To perform a complete setup including dependency installation, full quality checks, and
 local documentation preview:
diff --git a/hooks/post_gen_project.py b/hooks/post_gen_project.py
index 361cdbb..a305885 100644
--- a/hooks/post_gen_project.py
+++ b/hooks/post_gen_project.py
@@ -1,27 +1,33 @@
+# Standard libraries
 import shutil
 from pathlib import Path
 
 project_dir = Path.cwd()
 
+
 def remove(path: Path) -> None:
     """
     Removes a file or directory at the specified path.
-    
+
     If the path points to a file, it is deleted. If it points to a
     directory, the entire directory tree is removed recursively.
-    
+
     Args:
         path: The filesystem path to remove.
-    
+
     Returns:
         None
     """
-    
+
+    if not path.exists():
+        return
+
     if path.is_file():
         path.unlink()
     elif path.is_dir():
         shutil.rmtree(path)
 
+
 folders: dict[str, str] = {
     ".devcontainer": "{{ cookiecutter.add_dev_container_folder }}",
     ".vscode": "{{ cookiecutter.add_vscode_folder }}",
diff --git a/mkdocs.yml b/mkdocs.yml
index cef8956..9f66c19 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -23,20 +23,26 @@ theme:
         icon: material/weather-sunny
         name: "Switch to dark mode"
   features:
-    - content.tabs.link
+    - announce.dismiss
+    - content.action.edit
+    - content.action.view
     - content.code.annotate
     - content.code.copy
+    - content.tabs.link
     - content.tooltips
-    - announce.dismiss
-    - navigation.tabs
+    - navigation.footer
     - navigation.instant
     - navigation.instant.prefetch
     - navigation.instant.preview
     - navigation.instant.progress
-    - navigation.sections
+    - navigation.indexes
+    - navigation.path
+    - navigation.tabs
     - navigation.top
     - navigation.tracking
-    - navigation.indexes
+    - navigation.sections
+    - search.highlight
+    - search.share
     - search.suggest
     - toc.follow
     - toc.integrate
diff --git a/pyproject.toml b/pyproject.toml
index 9b60d76..4d41e49 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "python-project-template"
-version = "2.5.0"
+version = "2.5.1"
 description = "Python project template"
 authors = [
     {name = "Daniel Bazo Correa", email = "none@none.com"},
@@ -33,6 +33,13 @@ required-environments = [
 ]
 
 [dependency-groups]
+pipeline = [
+    "bandit==1.9.2",
+    "complexipy==5.1.0",
+    "mypy==1.19.1",
+    "ruff==0.14.11",
+    "isort==7.0.0"
+]
 documentation = [
     "mkdocs==1.6.1",
     "mkdocs-material==9.7.1",
@@ -41,4 +48,69 @@ documentation = [
     "mkdocs-enumerate-headings-plugin==0.6.2",
     "mkdocs-awesome-nav==3.3.0",
     "mike==2.1.3"
-]
\ No newline at end of file
+]
+
+
+[tool.ruff]
+line-length = 88
+indent-width = 4
+exclude = [
+    ".bzr",
+    ".direnv",
+    ".eggs",
+    ".git",
+    ".git-rewrite",
+    ".hg",
+    ".ipynb_checkpoints",
+    ".mypy_cache",
+    ".nox",
+    ".pants.d",
+    ".pyenv",
+    ".pytest_cache",
+    ".pytype",
+    ".ruff_cache",
+    ".svn",
+    ".tox",
+    ".venv",
+    ".vscode",
+    "__pypackages__",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "node_modules",
+    "site-packages",
+    "venv",
+]
+extend-exclude = ["*.ipynb"]
+
+[tool.ruff.lint]
+select = ["E", "F", "UP", "B", "SIM"]
+ignore = ["E203"]
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"
+
+[tool.ruff.format]
+quote-style = "double"
+indent-style = "space"
+line-ending = "auto"
+docstring-code-format = true
+docstring-code-line-length = 88
+
+[tool.mypy]
+check_untyped_defs = true
+ignore_missing_imports = true
+exclude = [
+    "^(build|dist|venv)",
+    ".venv/"
+]
+cache_dir = "/dev/null"
+
+[tool.isort]
+known_first_party = ["{{ cookiecutter.project_module_name }}"]
+sections = ["FUTURE", "STDLIB", "THIRDPARTY", "FIRSTPARTY", "LOCALFOLDER"]
+import_heading_stdlib = "Standard libraries"
+import_heading_thirdparty = "3pps"
+import_heading_firstparty = "Own modules"
+line_length = 88
\ No newline at end of file
diff --git a/uv.lock b/uv.lock
index a1dc03c..c6fcb93 100644
--- a/uv.lock
+++ b/uv.lock
@@ -57,6 +57,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/02/e3/a4fa1946722c4c7b063cc25043a12d9ce9b4323777f89643be74cef2993c/backrefs-6.1-py39-none-any.whl", hash = "sha256:a9e99b8a4867852cad177a6430e31b0f6e495d65f8c6c134b68c14c3c95bf4b0", size = 381058, upload-time = "2025-11-15T14:52:06.698Z" },
 ]
 
+[[package]]
+name = "bandit"
+version = "1.9.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pyyaml", marker = "sys_platform == 'linux'" },
+    { name = "rich", marker = "sys_platform == 'linux'" },
+    { name = "stevedore", marker = "sys_platform == 'linux'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/cf/72/f704a97aac430aeb704fa16435dfa24fbeaf087d46724d0965eb1f756a2c/bandit-1.9.2.tar.gz", hash = "sha256:32410415cd93bf9c8b91972159d5cf1e7f063a9146d70345641cd3877de348ce", size = 4241659, upload-time = "2025-11-23T21:36:18.722Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/55/1a/5b0320642cca53a473e79c7d273071b5a9a8578f9e370b74da5daa2768d7/bandit-1.9.2-py3-none-any.whl", hash = "sha256:bda8d68610fc33a6e10b7a8f1d61d92c8f6c004051d5e946406be1fb1b16a868", size = 134377, upload-time = "2025-11-23T21:36:17.39Z" },
+]
+
 [[package]]
 name = "beautifulsoup4"
 version = "4.14.3"
@@ -93,11 +107,11 @@ wheels = [
 
 [[package]]
 name = "certifi"
-version = "2025.11.12"
+version = "2026.1.4"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a2/8c/58f469717fa48465e4a50c014a0400602d3c437d7c0c468e17ada824da3a/certifi-2025.11.12.tar.gz", hash = "sha256:d8ab5478f2ecd78af242878415affce761ca6bc54a22a27e026d7c25357c3316", size = 160538, upload-time = "2025-11-12T02:54:51.517Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/e0/2d/a891ca51311197f6ad14a7ef42e2399f36cf2f9bd44752b3dc4eab60fdc5/certifi-2026.1.4.tar.gz", hash = "sha256:ac726dd470482006e014ad384921ed6438c457018f4b3d204aea4281258b2120", size = 154268, upload-time = "2026-01-04T02:42:41.825Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/70/7d/9bc192684cea499815ff478dfcdc13835ddf401365057044fb721ec6bddb/certifi-2025.11.12-py3-none-any.whl", hash = "sha256:97de8790030bbd5c2d96b7ec782fc2f7820ef8dba6db909ccf95449f2d062d4b", size = 159438, upload-time = "2025-11-12T02:54:49.735Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/ad/3cc14f097111b4de0040c83a525973216457bbeeb63739ef1ed275c1c021/certifi-2026.1.4-py3-none-any.whl", hash = "sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c", size = 152900, upload-time = "2026-01-04T02:42:40.15Z" },
 ]
 
 [[package]]
@@ -184,6 +198,48 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
 ]
 
+[[package]]
+name = "complexipy"
+version = "5.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "tomli", marker = "sys_platform == 'linux'" },
+    { name = "typer", marker = "sys_platform == 'linux'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/cd/37/5367d70e04d971ccfaf0d270a9fac5dbbf26fc6823c25d8d2ec281fb58b6/complexipy-5.1.0.tar.gz", hash = "sha256:42e2c3dd6fc01c4b8a738307f1503c90acd58c5896fdbd193b3be22bb2efe4dd", size = 290590, upload-time = "2025-12-09T16:14:16.744Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/bb/61/d58cd89303b892d07ce223767a085eb85ad80cda449a7ca1944a59e07a1c/complexipy-5.1.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:8cc767625a6a25ffa07ccc38d089bf4d7d9fe3e1686d4ccb93f1f28674a55ab7", size = 2157805, upload-time = "2025-12-09T16:11:59.807Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/77/59cc3e39a968498bc0792c7da57046454ec4f07ffe18427ad97fa379ab69/complexipy-5.1.0-cp311-cp311-manylinux2014_armv7l.manylinux_2_17_armv7l.whl", hash = "sha256:babe436f0712f08601eb87025ffe53539f6dffad66b04ac1bfd934399f1bc821", size = 2109492, upload-time = "2025-12-09T16:12:01.703Z" },
+    { url = "https://files.pythonhosted.org/packages/22/1c/d39ed50c049ddc531c3b5d5c59823fed78dea1d4d8a51f4d90dd462ed0d9/complexipy-5.1.0-cp311-cp311-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:1edcb6939de6146583e399cd5cf5d04f603237dd74eb9c6e407ac2035d458d95", size = 2286247, upload-time = "2025-12-09T16:12:03.284Z" },
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+sdist = { url = "https://files.pythonhosted.org/packages/36/bf/8825b5929afd84d0dabd606c67cd57b8388cb3ec385f7ef19c5cc2202069/typer-0.21.1.tar.gz", hash = "sha256:ea835607cd752343b6b2b7ce676893e5a0324082268b48f27aa058bdb7d2145d", size = 110371, upload-time = "2026-01-06T11:21:10.989Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a0/1d/d9257dd49ff2ca23ea5f132edf1281a0c4f9de8a762b9ae399b670a59235/typer-0.21.1-py3-none-any.whl", hash = "sha256:7985e89081c636b88d172c2ee0cfe33c253160994d47bdfdc302defd7d1f1d01", size = 47381, upload-time = "2026-01-06T11:21:09.824Z" },
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.15.0"
@@ -850,20 +1086,20 @@ wheels = [
 
 [[package]]
 name = "tzdata"
-version = "2025.2"
+version = "2025.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/95/32/1a225d6164441be760d75c2c42e2780dc0873fe382da3e98a2e1e48361e5/tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9", size = 196380, upload-time = "2025-03-23T13:54:43.652Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/5e/a7/c202b344c5ca7daf398f3b8a477eeb205cf3b6f32e7ec3a6bac0629ca975/tzdata-2025.3.tar.gz", hash = "sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7", size = 196772, upload-time = "2025-12-13T17:45:35.667Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8", size = 347839, upload-time = "2025-03-23T13:54:41.845Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/b0/003792df09decd6849a5e39c28b513c06e84436a54440380862b5aeff25d/tzdata-2025.3-py2.py3-none-any.whl", hash = "sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1", size = 348521, upload-time = "2025-12-13T17:45:33.889Z" },
 ]
 
 [[package]]
 name = "urllib3"
-version = "2.6.0"
+version = "2.6.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/1c/43/554c2569b62f49350597348fc3ac70f786e3c32e7f19d266e19817812dd3/urllib3-2.6.0.tar.gz", hash = "sha256:cb9bcef5a4b345d5da5d145dc3e30834f58e8018828cbc724d30b4cb7d4d49f1", size = 432585, upload-time = "2025-12-05T15:08:47.885Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c7/24/5f1b3bdffd70275f6661c76461e25f024d5a38a46f04aaca912426a2b1d3/urllib3-2.6.3.tar.gz", hash = "sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed", size = 435556, upload-time = "2026-01-07T16:24:43.925Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/56/1a/9ffe814d317c5224166b23e7c47f606d6e473712a2fad0f704ea9b99f246/urllib3-2.6.0-py3-none-any.whl", hash = "sha256:c90f7a39f716c572c4e3e58509581ebd83f9b59cced005b7db7ad2d22b0db99f", size = 131083, upload-time = "2025-12-05T15:08:45.983Z" },
+    { url = "https://files.pythonhosted.org/packages/39/08/aaaad47bc4e9dc8c725e68f9d04865dbcb2052843ff09c97b08904852d84/urllib3-2.6.3-py3-none-any.whl", hash = "sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4", size = 131584, upload-time = "2026-01-07T16:24:42.685Z" },
 ]
 
 [[package]]
diff --git a/{{ cookiecutter.project_name }}/.github/workflows/workflow.yaml b/{{ cookiecutter.project_name }}/.github/workflows/workflow.yml
similarity index 100%
rename from {{ cookiecutter.project_name }}/.github/workflows/workflow.yaml
rename to {{ cookiecutter.project_name }}/.github/workflows/workflow.yml
diff --git a/{{ cookiecutter.project_name }}/.pre-commit-config.yaml b/{{ cookiecutter.project_name }}/.pre-commit-config.yaml
new file mode 100644
index 0000000..bcb0570
--- /dev/null
+++ b/{{ cookiecutter.project_name }}/.pre-commit-config.yaml	
@@ -0,0 +1,10 @@
+repos:
+  - repo: local
+    hooks:
+      - id: local-check
+        name: Makefile Validation
+        entry: make pipeline
+        language: system
+        pass_filenames: false
+        always_run: true
+        verbose: true
diff --git a/{{ cookiecutter.project_name }}/Makefile b/{{ cookiecutter.project_name }}/Makefile
index 61ab8a7..9cf36e4 100644
--- a/{{ cookiecutter.project_name }}/Makefile	
+++ b/{{ cookiecutter.project_name }}/Makefile	
@@ -47,7 +47,7 @@ check-dead-code:
 	@echo "✅ Dead code check complete."
 	
 tests:
-	@echo "Runing test per each backend..."
+	@echo "Running tests..."
 	@uv run pytest $(SRC_PROJECT_TESTS)/
 	@echo "✅ Tests complete."
 
diff --git a/{{ cookiecutter.project_name }}/pyproject.toml b/{{ cookiecutter.project_name }}/pyproject.toml
index ac0f668..9a5eeb2 100644
--- a/{{ cookiecutter.project_name }}/pyproject.toml	
+++ b/{{ cookiecutter.project_name }}/pyproject.toml	
@@ -33,6 +33,10 @@ required-environments = [
     "sys_platform == 'linux' and platform_machine == 'x86_64'"
 ]
 
+[tool.uv.build-backend]
+module-name = "{{ cookiecutter.project_module_name }}"
+module-root = ""
+
 [dependency-groups]
 pipeline = [
     "bandit==1.9.2",
@@ -58,10 +62,6 @@ documentation = [
     "mike==2.1.3"
 ]
 
-[tool.setuptools.packages.find]
-include = ["{{ cookiecutter.project_module_name }}*"]
-exclude = ["{{ cookiecutter.project_test_folder_name }}*", "docs*", "*.egg-info*"]
-
 [tool.ruff]
 line-length = 88
 indent-width = 4