diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index d59c8d987..93278fd92 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -98,6 +98,14 @@ repos:
   - id: shellcheck
 
 # Python
+- repo: https://github.com/astral-sh/ruff-pre-commit
+  rev: v0.8.4
+  hooks:
+  - id: ruff
+    args:
+    - --fix
+  - id: ruff-format
+
 - repo: https://github.com/pre-commit/mirrors-mypy.git
   rev: v1.15.0
   hooks:
diff --git a/ruff.toml b/ruff.toml
new file mode 100644
index 000000000..8bb19749a
--- /dev/null
+++ b/ruff.toml
@@ -0,0 +1,40 @@
+# Assume Python 3.9
+target-version = "py39"
+
+line-length = 79 # To decrease PR diff size
+
+namespace-packages = ["src/pre_commit_terraform/", "tests/pytest/"]
+
+[format]
+quote-style = "single"
+
+[lint.flake8-quotes]
+inline-quotes = "single"
+
+[lint.pydocstyle]
+convention = "pep257"
+
+[lint]
+select = ["ALL"]
+preview = true
+ignore = [
+  "CPY001", # Skip copyright notice requirement at top of files
+]
+
+[lint.isort]
+# force-single-line = true # To decrease PR diff size
+lines-after-imports = 2
+
+[lint.flake8-pytest-style]
+parametrize-values-type = "tuple"
+
+[lint.per-file-ignores]
+# Exceptions for test files
+"tests/**.py" = [
+  "S101",    # Allow use of `assert` in test files
+  "PLC2701", # Allow importing internal files needed for testing
+  "PLR6301", # Allow 'self' parameter in method definitions (required for test stubs)
+  "ARG002",  # Allow unused arguments in instance methods (required for test stubs)
+  "S404",    # Allow importing 'subprocess' module to testing call external tools needed by these hooks
+
+]
diff --git a/src/pre_commit_terraform/_cli.py b/src/pre_commit_terraform/_cli.py
index 934c907d2..976429790 100644
--- a/src/pre_commit_terraform/_cli.py
+++ b/src/pre_commit_terraform/_cli.py
@@ -21,6 +21,9 @@ def invoke_cli_app(cli_args: list[str]) -> ReturnCodeType:
 
     Returns:
         ReturnCodeType: The return code of the app.
+
+    Raises:
+        PreCommitTerraformExit: If the app is exiting with error.
     """
     root_cli_parser = initialize_argument_parser()
     parsed_cli_args = root_cli_parser.parse_args(cli_args)
@@ -33,7 +36,8 @@ def invoke_cli_app(cli_args: list[str]) -> ReturnCodeType:
     try:
         return invoke_cli_app(parsed_cli_args)
     except PreCommitTerraformExit as exit_err:
-        # T201 - FIXME here and below - we will replace 'print' with logging later
+        # T201 - FIXME here and below - we will replace 'print' with
+        # logging later
         print(f'App exiting: {exit_err !s}', file=sys.stderr)  # noqa: T201
         raise
     except PreCommitTerraformRuntimeError as unhandled_exc:
diff --git a/src/pre_commit_terraform/terraform_docs_replace.py b/src/pre_commit_terraform/terraform_docs_replace.py
index ae77f1efc..07be3593b 100644
--- a/src/pre_commit_terraform/terraform_docs_replace.py
+++ b/src/pre_commit_terraform/terraform_docs_replace.py
@@ -1,5 +1,15 @@
+"""Terraform Docs Replace Hook.
+
+This hook is deprecated and will be removed in the future.
+Please, use 'terraform_docs' hook instead.
+"""
+
 import os
-import subprocess
+
+# S404 - Allow importing 'subprocess' module to call external tools
+# needed by these hooks. FIXME - should be moved to separate module
+# when more hooks will be introduced
+import subprocess  # noqa: S404
 import warnings
 from argparse import ArgumentParser, Namespace
 from typing import cast as cast_to