diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 000000000..6c39a963f
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,520 @@
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+urllib3 = [
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+]
+zipp = [
+    {file = "zipp-3.6.0-py3-none-any.whl", hash = "sha256:9fe5ea21568a0a70e50f273397638d39b03353731e6cbbb3fd8502a33fec40bc"},
+    {file = "zipp-3.6.0.tar.gz", hash = "sha256:71c644c5369f4a6e07636f0aa966270449561fcea2e3d6747b8d23efaa9d7832"},
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diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 000000000..5717c6c88
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,72 @@
+[tool.poetry]
+name = "sortinghat"
+version = "0.7.18"
+description = "A tool to manage identities."
+authors = [
+    "GrimoireLab Developers"
+]
+license = "GPL-3.0+"
+
+readme = "README.md"
+
+homepage = "https://chaoss.github.io/grimoirelab/"
+repository = "https://github.com/chaoss/grimoirelab-sortinghat"
+
+keywords = [
+    "development",
+    "grimoirelab"
+]
+
+packages = [
+    { include = "sortinghat" },
+    { include = "tests", format = "sdist" },
+]
+
+include = [
+    { path = "AUTHORS", format = "sdist" },
+    { path = "NEWS", format = "sdist" },
+    { path = "README.md", format = "sdist" },
+]
+
+classifiers = [
+   "Development Status :: 5 - Production/Stable",
+   "Intended Audience :: Developers",
+   "Topic :: Software Development",
+   "License :: OSI Approved :: GNU General Public License v3 or later (GPLv3+)",
+   "Programming Language :: Python :: 3"
+]
+
+[tool.poetry.urls]
+"Bug Tracker" = "https://github.com/chaoss/grimoirelab-sortinghat/issues"
+
+[tool.poetry.scripts]
+sortinghat = 'sortinghat.bin.sortinghat:main'
+mg2sh = 'sortinghat.bin.mg2sh:main'
+sh2mg = 'sortinghat.bin.sh2mg:main'
+eclipse2sh = 'sortinghat.misc.eclipse2sh:main'
+gitdm2sh = 'sortinghat.misc.gitdm2sh:main'
+grimoirelab2sh = 'sortinghat.misc.grimoirelab2sh:main'
+mailmap2sh = 'sortinghat.misc.mailmap2sh:main'
+mozilla2sh = 'sortinghat.misc.mozilla2sh:main'
+stackalytics2sh = 'sortinghat.misc.stackalytics2sh:main'
+
+[tool.poetry.dependencies]
+python = "^3.6.1"
+
+PyMySQL = "1.0.2"
+sqlalchemy = "~1.3.0"
+jinja2 = "~3.0.1"
+python-dateutil = "^2.6.0"
+pandas = ">=0.22, <=0.25.3"
+numpy = "<=1.18.3"
+pyyaml = "^6.0"
+requests = "^2.9"
+urllib3 = "^1.22"
+
+[tool.poetry.dev-dependencies]
+httpretty = "0.9.7"
+flake8 = "^3.9.0"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
diff --git a/setup.py b/setup.py
index 4a413c59b..fff4f5558 100644
--- a/setup.py
+++ b/setup.py
@@ -86,17 +86,19 @@ def run_tests(self):
       package_data={'sortinghat.templates': ['*.tmpl'],
                     'sortinghat.data': ['*'],
                     },
-      scripts=[
-        "bin/sortinghat",
-        "bin/mg2sh",
-        "bin/sh2mg",
-        "misc/eclipse2sh",
-        "misc/gitdm2sh",
-        "misc/grimoirelab2sh",
-        "misc/mailmap2sh",
-        "misc/mozilla2sh",
-        "misc/stackalytics2sh"
-      ],
+      entry_points={
+        'console_scripts': [
+          'sortinghat=sortinghat.bin.sortinghat:main'
+          'mg2sh=sortinghat.bin.mg2sh:main'
+          'sh2mg=sortinghat.bin.sh2mg:main'
+          'eclipse2sh=sortinghat.misc.eclipse2sh:main'
+          'gitdm2sh=sortinghat.misc.gitdm2sh:main'
+          'grimoirelab2sh=sortinghat.misc.grimoirelab2sh:main'
+          'mailmap2sh=sortinghat.misc.mailmap2sh:main'
+          'mozilla2sh=sortinghat.misc.mozilla2sh:main'
+          'stackalytics2sh=sortinghat.misc.stackalytics2sh:main'
+        ]
+      },
       setup_requires=[
         'wheel',
         'pandoc'],
diff --git a/bin/mg2sh b/sortinghat/bin/mg2sh.py
similarity index 100%
rename from bin/mg2sh
rename to sortinghat/bin/mg2sh.py
diff --git a/bin/sh2mg b/sortinghat/bin/sh2mg.py
similarity index 100%
rename from bin/sh2mg
rename to sortinghat/bin/sh2mg.py
diff --git a/bin/sortinghat b/sortinghat/bin/sortinghat.py
similarity index 100%
rename from bin/sortinghat
rename to sortinghat/bin/sortinghat.py
diff --git a/misc/eclipse2sh b/sortinghat/misc/eclipse2sh.py
similarity index 100%
rename from misc/eclipse2sh
rename to sortinghat/misc/eclipse2sh.py
diff --git a/misc/gitdm2sh b/sortinghat/misc/gitdm2sh.py
similarity index 100%
rename from misc/gitdm2sh
rename to sortinghat/misc/gitdm2sh.py
diff --git a/misc/grimoirelab2sh b/sortinghat/misc/grimoirelab2sh.py
similarity index 100%
rename from misc/grimoirelab2sh
rename to sortinghat/misc/grimoirelab2sh.py
diff --git a/misc/mailmap2sh b/sortinghat/misc/mailmap2sh.py
similarity index 100%
rename from misc/mailmap2sh
rename to sortinghat/misc/mailmap2sh.py
diff --git a/misc/mozilla2sh b/sortinghat/misc/mozilla2sh.py
similarity index 100%
rename from misc/mozilla2sh
rename to sortinghat/misc/mozilla2sh.py
diff --git a/misc/stackalytics2sh b/sortinghat/misc/stackalytics2sh.py
similarity index 100%
rename from misc/stackalytics2sh
rename to sortinghat/misc/stackalytics2sh.py