diff --git a/extensions/fine_python_ruff/README.md b/extensions/fine_python_ruff/README.md
new file mode 100644
index 0000000..ee2d23a
--- /dev/null
+++ b/extensions/fine_python_ruff/README.md
@@ -0,0 +1 @@
+# fine_python_ruff
\ No newline at end of file
diff --git a/extensions/fine_python_ruff/fine_python_ruff/__init__.py b/extensions/fine_python_ruff/fine_python_ruff/__init__.py
new file mode 100644
index 0000000..dccf650
--- /dev/null
+++ b/extensions/fine_python_ruff/fine_python_ruff/__init__.py
@@ -0,0 +1,6 @@
+from .format_handler import RuffFormatHandler, RuffFormatHandlerConfig
+
+__all__ = [
+    "RuffFormatHandler",
+    "RuffFormatHandlerConfig"
+]
diff --git a/extensions/fine_python_ruff/fine_python_ruff/format_handler.py b/extensions/fine_python_ruff/fine_python_ruff/format_handler.py
new file mode 100644
index 0000000..f8a82d0
--- /dev/null
+++ b/extensions/fine_python_ruff/fine_python_ruff/format_handler.py
@@ -0,0 +1,121 @@
+from __future__ import annotations
+
+import dataclasses
+import sys
+from pathlib import Path
+
+if sys.version_info < (3, 12):
+    from typing_extensions import override
+else:
+    from typing import override
+
+from finecode_extension_api import code_action
+from finecode_extension_api.actions import format as format_action
+from finecode_extension_api.interfaces import icache, icommandrunner, ilogger
+
+
+@dataclasses.dataclass
+class RuffFormatHandlerConfig(code_action.ActionHandlerConfig):
+    line_length: int = 88
+    indent_width: int = 4
+    quote_style: str = "double"  # "double" or "single"
+    target_version: str = "py38"  # minimum Python version
+    preview: bool = False
+
+
+class RuffFormatHandler(
+    code_action.ActionHandler[format_action.FormatAction, RuffFormatHandlerConfig]
+):
+    CACHE_KEY = "RuffFormatter"
+
+    def __init__(
+        self,
+        config: RuffFormatHandlerConfig,
+        context: code_action.ActionContext,
+        logger: ilogger.ILogger,
+        cache: icache.ICache,
+        command_runner: icommandrunner.ICommandRunner,
+    ) -> None:
+        self.config = config
+        self.context = context
+        self.logger = logger
+        self.cache = cache
+        self.command_runner = command_runner
+
+        self.ruff_bin_path = Path(sys.executable).parent / "ruff"
+
+    @override
+    async def run(
+        self,
+        payload: format_action.FormatRunPayload,
+        run_context: format_action.FormatRunContext,
+    ) -> format_action.FormatRunResult:
+        result_by_file_path: dict[Path, format_action.FormatRunFileResult] = {}
+        for file_path in payload.file_paths:
+            file_content, file_version = run_context.file_info_by_path[file_path]
+            try:
+                new_file_content = await self.cache.get_file_cache(
+                    file_path, self.CACHE_KEY
+                )
+                result_by_file_path[file_path] = format_action.FormatRunFileResult(
+                    changed=False, code=new_file_content
+                )
+                continue
+            except icache.CacheMissException:
+                pass
+
+            new_file_content, file_changed = await self.format_one(
+                file_path, file_content
+            )
+
+            # save for next handlers
+            run_context.file_info_by_path[file_path] = format_action.FileInfo(
+                new_file_content, file_version
+            )
+
+            await self.cache.save_file_cache(
+                file_path, file_version, self.CACHE_KEY, new_file_content
+            )
+            result_by_file_path[file_path] = format_action.FormatRunFileResult(
+                changed=file_changed, code=new_file_content
+            )
+
+        return format_action.FormatRunResult(result_by_file_path=result_by_file_path)
+
+    async def format_one(self, file_path: Path, file_content: str) -> tuple[str, bool]:
+        """Format a single file using ruff format"""
+        # Build ruff format command
+        cmd = [
+            str(self.ruff_bin_path),
+            "format",
+            "--cache-dir",
+            str(self.context.cache_dir / ".ruff_cache"),
+            "--line-length",
+            str(self.config.line_length),
+            f'--config="indent-width={str(self.config.indent_width)}"',
+            f"--config=\"format.quote-style='{self.config.quote_style}'\"",
+            "--target-version",
+            self.config.target_version,
+            "--stdin-filename",
+            str(file_path),
+        ]
+
+        if self.config.preview:
+            cmd.append("--preview")
+
+        cmd_str = " ".join(cmd)
+        ruff_process = await self.command_runner.run(cmd_str)
+
+        ruff_process.write_to_stdin(file_content)
+        ruff_process.close_stdin()  # Signal EOF
+
+        await ruff_process.wait_for_end()
+
+        if ruff_process.get_exit_code() == 0:
+            new_file_content = ruff_process.get_output()
+            file_changed = new_file_content != file_content
+            return new_file_content, file_changed
+        else:
+            raise code_action.ActionFailedException(
+                f"ruff failed with code {ruff_process.get_exit_code()}: {ruff_process.get_error_output()} || {ruff_process.get_output()}"
+            )
diff --git a/extensions/fine_python_ruff/fine_python_ruff/py.typed b/extensions/fine_python_ruff/fine_python_ruff/py.typed
new file mode 100644
index 0000000..e69de29
diff --git a/extensions/fine_python_ruff/poetry.lock b/extensions/fine_python_ruff/poetry.lock
deleted file mode 100644
index 313cdc7..0000000
--- a/extensions/fine_python_ruff/poetry.lock
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-
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-
-[package.extras]
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-
-[[package]]
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-watchmedo = ["PyYAML (>=3.10)"]
-
-[[package]]
-name = "win32-setctime"
-version = "1.2.0"
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-optional = false
-python-versions = ">=3.5"
-groups = ["main"]
-markers = "sys_platform == \"win32\""
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-]
-
-[package.extras]
-dev = ["black (>=19.3b0) ; python_version >= \"3.6\"", "pytest (>=4.6.2)"]
-
-[metadata]
-lock-version = "2.1"
-python-versions = ">=3.11, <= 3.13"
-content-hash = "16960f5c0dd594a910250ebbd40141b8e5a45eac6867e0448d56cf5b6cf7631b"
diff --git a/extensions/fine_python_ruff/pyproject.toml b/extensions/fine_python_ruff/pyproject.toml
new file mode 100644
index 0000000..aed80bf
--- /dev/null
+++ b/extensions/fine_python_ruff/pyproject.toml
@@ -0,0 +1,8 @@
+[project]
+name = "fine_python_ruff"
+version = "0.2.0"
+description = ""
+authors = [{ name = "Vladyslav Hnatiuk", email = "aders1234@gmail.com" }]
+readme = "README.md"
+requires-python = ">=3.11, < 3.14"
+dependencies = ["finecode_extension_api==0.3.*", "ruff (>=0.8.0,<1.0.0)"]
\ No newline at end of file
diff --git a/extensions/fine_python_ruff/setup.py b/extensions/fine_python_ruff/setup.py
new file mode 100644
index 0000000..48dc44b
--- /dev/null
+++ b/extensions/fine_python_ruff/setup.py
@@ -0,0 +1,67 @@
+import atexit
+import shutil
+import sys
+import tempfile
+
+from setuptools import setup
+from setuptools.command.build import build
+from setuptools.command.build_ext import build_ext
+from setuptools.command.build_py import build_py
+from setuptools.command.egg_info import egg_info
+
+# Create a single temp directory for all build operations
+_TEMP_BUILD_DIR = None
+
+
+def get_temp_build_dir(pkg_name):
+    global _TEMP_BUILD_DIR
+    if _TEMP_BUILD_DIR is None:
+        _TEMP_BUILD_DIR = tempfile.mkdtemp(prefix=f"{pkg_name}_build_")
+        atexit.register(lambda: shutil.rmtree(_TEMP_BUILD_DIR, ignore_errors=True))
+    return _TEMP_BUILD_DIR
+
+
+class TempDirBuildMixin:
+    def initialize_options(self):
+        super().initialize_options()
+        temp_dir = get_temp_build_dir(self.distribution.get_name())
+        self.build_base = temp_dir
+
+
+class TempDirEggInfoMixin:
+    def initialize_options(self):
+        super().initialize_options()
+        temp_dir = get_temp_build_dir(self.distribution.get_name())
+        self.egg_base = temp_dir
+
+
+class CustomBuild(TempDirBuildMixin, build):
+    pass
+
+
+class CustomBuildPy(TempDirBuildMixin, build_py):
+    pass
+
+
+class CustomBuildExt(TempDirBuildMixin, build_ext):
+    pass
+
+
+class CustomEggInfo(TempDirEggInfoMixin, egg_info):
+    def initialize_options(self):
+        # Don't use temp dir for editable installs
+        if "--editable" in sys.argv or "-e" in sys.argv:
+            egg_info.initialize_options(self)
+        else:
+            super().initialize_options()
+
+
+setup(
+    name="fine_python_ruff",
+    cmdclass={
+        "build": CustomBuild,
+        "build_py": CustomBuildPy,
+        "build_ext": CustomBuildExt,
+        "egg_info": CustomEggInfo,
+    },
+)
diff --git a/extensions/fine_python_ruff/tests/__init__.py b/extensions/fine_python_ruff/tests/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/finecode_extension_api/src/finecode_extension_api/interfaces/icommandrunner.py b/finecode_extension_api/src/finecode_extension_api/interfaces/icommandrunner.py
index b985027..e762992 100644
--- a/finecode_extension_api/src/finecode_extension_api/interfaces/icommandrunner.py
+++ b/finecode_extension_api/src/finecode_extension_api/interfaces/icommandrunner.py
@@ -9,6 +9,10 @@ def get_output(self) -> str: ...
 
     def get_error_output(self) -> str: ...
 
+    def write_to_stdin(self, value: str) -> None: ...
+
+    def close_stdin(self) -> None: ...
+
 
 class ISyncProcess(IProcess):
     def wait_for_end(self, timeout: float | None = None) -> None: ...
diff --git a/finecode_extension_runner/src/finecode_extension_runner/global_state.py b/finecode_extension_runner/src/finecode_extension_runner/global_state.py
index dd66a02..879c5f3 100644
--- a/finecode_extension_runner/src/finecode_extension_runner/global_state.py
+++ b/finecode_extension_runner/src/finecode_extension_runner/global_state.py
@@ -8,4 +8,4 @@
 # the runner, not from updating the config
 project_dir_path: Path | None = None
 log_level: Literal["TRACE", "INFO"] = "INFO"
-env_name: str = ""
\ No newline at end of file
+env_name: str = ""
diff --git a/finecode_extension_runner/src/finecode_extension_runner/impls/command_runner.py b/finecode_extension_runner/src/finecode_extension_runner/impls/command_runner.py
index a800b59..bbf4343 100644
--- a/finecode_extension_runner/src/finecode_extension_runner/impls/command_runner.py
+++ b/finecode_extension_runner/src/finecode_extension_runner/impls/command_runner.py
@@ -38,6 +38,18 @@ def get_error_output(self) -> str:
         else:
             return self._stderr
 
+    def write_to_stdin(self, value: str) -> None:
+        if self.async_subprocess.stdin is not None:
+            self.async_subprocess.stdin.write(value.encode())
+        else:
+            raise RuntimeError("Process was not created with stdin pipe")
+
+    def close_stdin(self) -> None:
+        if self.async_subprocess.stdin is not None:
+            self.async_subprocess.stdin.close()
+        else:
+            raise RuntimeError("Process was not created with stdin pipe")
+
 
 class SyncProcess(icommandrunner.ISyncProcess):
     def __init__(self, popen: subprocess.Popen):
@@ -67,6 +79,19 @@ def get_error_output(self) -> str:
         else:
             return self._stderr
 
+    def write_to_stdin(self, value: str) -> None:
+        if self.popen.stdin is not None:
+            self.popen.stdin.write(value.encode())
+            self.popen.stdin.flush()
+        else:
+            raise RuntimeError("Process was not created with stdin pipe")
+
+    def close_stdin(self) -> None:
+        if self.popen.stdin is not None:
+            self.popen.stdin.close()
+        else:
+            raise RuntimeError("Process was not created with stdin pipe")
+
 
 class CommandRunner(icommandrunner.ICommandRunner):
     def __init__(self, logger: ilogger.ILogger):
@@ -79,6 +104,7 @@ async def run(
         # TODO: investigate why it works only with shell, not exec
         async_subprocess = await asyncio.create_subprocess_shell(
             cmd,
+            stdin=asyncio.subprocess.PIPE,
             stdout=asyncio.subprocess.PIPE,
             stderr=asyncio.subprocess.PIPE,
             cwd=cwd,
@@ -93,6 +119,7 @@ def run_sync(
         self.logger.debug(f"Sync subprocess run: {cmd_parts}")
         async_subprocess = subprocess.Popen(
             cmd_parts,
+            stdin=subprocess.PIPE,
             stdout=subprocess.PIPE,
             stderr=subprocess.PIPE,
             cwd=cwd,
diff --git a/finecode_extension_runner/src/finecode_extension_runner/lsp_server.py b/finecode_extension_runner/src/finecode_extension_runner/lsp_server.py
index dccdd3e..938d345 100644
--- a/finecode_extension_runner/src/finecode_extension_runner/lsp_server.py
+++ b/finecode_extension_runner/src/finecode_extension_runner/lsp_server.py
@@ -165,8 +165,13 @@ async def get_project_raw_config(
     return json.loads(raw_config.config)
 
 
-async def update_config(ls: lsp_server.LanguageServer, working_dir: pathlib.Path, project_name: str, config: dict[str, typing.Any]):
-    logger.trace(f'Update config: {working_dir} {project_name} {config}')
+async def update_config(
+    ls: lsp_server.LanguageServer,
+    working_dir: pathlib.Path,
+    project_name: str,
+    config: dict[str, typing.Any],
+):
+    logger.trace(f"Update config: {working_dir} {project_name} {config}")
     try:
         actions = config["actions"]
         action_handler_configs = config["action_handler_configs"]
@@ -222,7 +227,12 @@ def default(self, obj):
         return super().default(obj)
 
 
-async def run_action(ls: lsp_server.LanguageServer, action_name: str, params: dict[str, typing.Any], options: dict[str, typing.Any] | None):
+async def run_action(
+    ls: lsp_server.LanguageServer,
+    action_name: str,
+    params: dict[str, typing.Any],
+    options: dict[str, typing.Any] | None,
+):
     logger.trace(f"Run action: {action_name}")
     request = schemas.RunActionRequest(action_name=action_name, params=params)
     options_schema = schemas.RunActionOptions(**options if options is not None else {})
diff --git a/finecode_extension_runner/src/finecode_extension_runner/services.py b/finecode_extension_runner/src/finecode_extension_runner/services.py
index d5c0f37..5d683a4 100644
--- a/finecode_extension_runner/src/finecode_extension_runner/services.py
+++ b/finecode_extension_runner/src/finecode_extension_runner/services.py
@@ -12,13 +12,7 @@
 from pydantic.dataclasses import dataclass as pydantic_dataclass
 
 from finecode_extension_api import code_action, textstyler
-from finecode_extension_runner import (
-    context,
-    domain,
-    global_state,
-    run_utils,
-    schemas,
-)
+from finecode_extension_runner import context, domain, global_state, run_utils, schemas
 from finecode_extension_runner._services import run_action as run_action_module
 from finecode_extension_runner._services.run_action import (
     ActionFailedException,
diff --git a/presets/fine_python_format/fine_python_format/preset.toml b/presets/fine_python_format/fine_python_format/preset.toml
index 9a660cb..685024c 100644
--- a/presets/fine_python_format/fine_python_format/preset.toml
+++ b/presets/fine_python_format/fine_python_format/preset.toml
@@ -1,19 +1,10 @@
 [tool.finecode.action.format]
 source = "finecode_extension_api.actions.format.FormatAction"
 handlers = [
-    { name = "isort", source = "fine_python_isort.IsortFormatHandler", env = "dev_no_runtime", dependencies = [
-        "fine_python_black==0.2.*",
-    ] },
-    { name = "black", source = "fine_python_black.BlackFormatHandler", env = "dev_no_runtime", dependencies = [
-        "fine_python_isort==0.2.*",
+    { name = "ruff", source = "fine_python_ruff.RuffFormatHandler", env = "dev_no_runtime", dependencies = [
+        "fine_python_ruff==0.1.*",
     ] },
     { name = "save", source = "finecode_extension_api.actions.format.SaveFormatHandler", env = "dev_no_runtime", dependencies = [
         "finecode_extension_api==0.3.*",
     ] },
 ]
-
-[[tool.finecode.action_handler]]
-source = "fine_python_isort.IsortFormatHandler"
-# make isort config compatible with black
-# see https://black.readthedocs.io/en/stable/guides/using_black_with_other_tools.html#isort
-config.profile = "black"
diff --git a/src/finecode/cli_app/run.py b/src/finecode/cli_app/run.py
index 4bc2892..a19268f 100644
--- a/src/finecode/cli_app/run.py
+++ b/src/finecode/cli_app/run.py
@@ -340,11 +340,15 @@ async def run_actions_in_running_project(
                     result_format=services.RunResultFormat.STRING,
                 )
             except services.ActionRunFailed as exception:
-                raise RunFailed(f"Running of action {action_name} failed: {exception.message}")
+                raise RunFailed(
+                    f"Running of action {action_name} failed: {exception.message}"
+                )
             except Exception as error:
                 logger.error("Unexpected exception")
                 logger.exception(error)
-                raise RunFailed(f"Running of action {action_name} failed with unexpected exception")
+                raise RunFailed(
+                    f"Running of action {action_name} failed with unexpected exception"
+                )
 
             run_result_str = run_result_to_str(run_result.result, action_name)
             result_by_action[action_name] = ActionRunResult(
diff --git a/src/finecode/runner/manager.py b/src/finecode/runner/manager.py
index a65b03f..e6e058a 100644
--- a/src/finecode/runner/manager.py
+++ b/src/finecode/runner/manager.py
@@ -172,8 +172,7 @@ async def stop_extension_runner(runner: runner_info.ExtensionRunnerInfo) -> None
         logger.debug("Sent exit to server")
         await runner.client.stop()
         logger.trace(
-            f"Stop extension runner {runner.process_id}"
-            f" in {runner.readable_id}"
+            f"Stop extension runner {runner.process_id}" f" in {runner.readable_id}"
         )
     else:
         logger.trace("Extension runner was not running")
@@ -194,8 +193,7 @@ def stop_extension_runner_sync(runner: runner_info.ExtensionRunnerInfo) -> None:
         runner_client.exit_sync(runner)
         logger.debug("Sent exit to server")
         logger.trace(
-            f"Stop extension runner {runner.process_id}"
-            f" in {runner.readable_id}"
+            f"Stop extension runner {runner.process_id}" f" in {runner.readable_id}"
         )
     else:
         logger.trace("Extension runner was not running")
diff --git a/src/finecode/runner/runner_info.py b/src/finecode/runner/runner_info.py
index f0391ae..79ac29e 100644
--- a/src/finecode/runner/runner_info.py
+++ b/src/finecode/runner/runner_info.py
@@ -81,14 +81,14 @@ def process_id(self) -> int:
             return self.client._server.pid
         else:
             return 0
-    
+
     @property
     def readable_id(self) -> str:
-        return f'{self.working_dir_path} ({self.env_name})'
-    
+        return f"{self.working_dir_path} ({self.env_name})"
+
     @property
     def logs_path(self) -> Path:
-        return self.working_dir_path / '.venvs' / self.env_name / 'logs' / 'runner.log'
+        return self.working_dir_path / ".venvs" / self.env_name / "logs" / "runner.log"
 
 
 class RunnerStatus(enum.Enum):