diff --git a/README.md b/README.md
index a7fc777..d8266fe 100644
--- a/README.md
+++ b/README.md
@@ -6,6 +6,22 @@
 - `%%with_temp_dir` -- Run Python code in a temporary directory and
   clean up it after the execution.
 
+# Installation
+
+Install using pip:
+
+```
+pip install ipython-tempmagic  # PyPI published version
+```
+
+or 
+
+```
+pip install git+https://github.com/Lightslayer/ipython-tempmagic  # development version
+```
+
+For older Jupyter versions (< 5.0):
+
 ```text
 %install_ext https://raw.github.com/tkf/ipython-tempmagic/master/tempmagic.py
 ```
diff --git a/setup.py b/setup.py
new file mode 100644
index 0000000..1278a9d
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,51 @@
+try:
+    from setuptools import setup
+except ImportError:
+    from distutils.core import setup
+import io
+from os import path
+
+here = path.abspath(path.dirname(__file__))
+
+# Get the long description from the relevant file
+with io.open(path.join(here, 'README.md'), encoding='utf-8') as f:
+    long_description = f.read()
+
+install_requires = [
+    'jupyter>=1.0.0',
+]
+
+setup(
+    name='ipython-tempmagic',
+    version='0.0.1',
+    description='Temporary file magic IPython',
+    long_description=long_description,
+    url='https://github.com/tkf/ipython-tempmagic',
+
+    # Author details
+    author='Takafumi Arakaki',
+    author_email='aka.tkf@gmail.com',
+    maintainer='Liam Deacon',
+    maintainer_email='liam.m.deacon@gmail.com',
+
+    # Choose your license
+    license='',
+
+    # See https://pypi.python.org/pypi?%3Aaction=list_classifiers
+    classifiers=[
+        'Topic :: Text Processing :: Markup :: HTML',
+        'Programming Language :: Python :: 2',
+        'Programming Language :: Python :: 2.7',
+        'Programming Language :: Python :: 3',
+        'Programming Language :: Python :: 3.3',
+        'Programming Language :: Python :: 3.4',
+        'Programming Language :: Python :: 3.5',
+    ],
+
+    # What does your project relate to?
+    keywords='ipython jupyter notebook tempfile tempdir',
+
+    packages={'tempmagic':''},
+    py_modules=['tempmagic.py'],
+    install_requires=install_requires,
+)
diff --git a/tempmagic/__init__.py b/tempmagic/__init__.py
new file mode 100644
index 0000000..691abf7
--- /dev/null
+++ b/tempmagic/__init__.py
@@ -0,0 +1 @@
+from tempmagic import *
diff --git a/tempmagic/__init__.pyc b/tempmagic/__init__.pyc
new file mode 100644
index 0000000..0b1bada
Binary files /dev/null and b/tempmagic/__init__.pyc differ
diff --git a/tempmagic/tempmagic.py b/tempmagic/tempmagic.py
new file mode 100644
index 0000000..090783f
--- /dev/null
+++ b/tempmagic/tempmagic.py
@@ -0,0 +1,86 @@
+import os
+import atexit
+import contextlib
+
+from IPython.core.magic import Magics, magics_class, line_magic, cell_magic
+from IPython.core.magic_arguments import (argument, magic_arguments,
+                                          parse_argstring)
+from IPython.utils.tempdir import TemporaryDirectory
+
+
+@contextlib.contextmanager
+def chcwd(path):
+    cwd = os.getcwd()
+    try:
+        os.chdir(path)
+        yield
+    finally:
+        os.chdir(cwd)
+
+
+@magics_class
+class TempMagic(Magics):
+
+    def __init__(self, *args, **kwds):
+        super(TempMagic, self).__init__(*args, **kwds)
+        self._temp_dirs = []
+        atexit.register(self.cleanup_all)
+
+    def cleanup_all(self):
+        for td in self._temp_dirs:
+            try:
+                td.cleanup()
+            except:
+                pass
+        self._temp_dirs[:] = []
+
+    @staticmethod
+    def _filter_none_values(*args, **kwds):
+        return dict(
+            (k, v) for (k, v) in dict(*args, **kwds).items()
+            if v is not None)
+
+    @magic_arguments()
+    @argument('--suffix', '-s', default=None)
+    @argument('--prefix', '-p', default=None)
+    @argument('--directory', '-d', default=None)
+    @line_magic
+    def cdtemp(self, parameter_s=''):
+        """
+        Make temporary directory and change the current to there.
+
+        The temporary directory made will be removed when the current
+        IPython process terminates.
+
+        """
+        args = parse_argstring(self.cdtemp, parameter_s)
+        kwds = self._filter_none_values(vars(args))
+        td = TemporaryDirectory(**kwds)
+        self._temp_dirs.append(td)
+        os.chdir(td.name)
+        return td.name
+
+    @magic_arguments()
+    @argument('--suffix', '-s', default=None)
+    @argument('--prefix', '-p', default=None)
+    @argument('--directory', '-d', default=None)
+    @cell_magic
+    def with_temp_dir(self, line, cell):
+        """
+        Execute code in a temporary directory.
+        """
+        args = parse_argstring(self.with_temp_dir, line)
+        kwds = self._filter_none_values(vars(args))
+        with TemporaryDirectory(**kwds) as path:
+            with chcwd(path):
+                self.shell.run_cell(cell)
+
+
+def load_ipython_extension(ip):
+    """Load the extension in IPython."""
+    global _loaded
+    if not _loaded:
+        ip.register_magics(TempMagic)
+        _loaded = True
+
+_loaded = False
diff --git a/tempmagic/tempmagic.pyc b/tempmagic/tempmagic.pyc
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