diff --git a/.github/workflows/testing.yml b/.github/workflows/testing.yml
new file mode 100644
index 0000000..f693cca
--- /dev/null
+++ b/.github/workflows/testing.yml
@@ -0,0 +1,50 @@
+name: testing
+
+on:
+  pull_request:
+    branches:
+      - '*'
+  push:
+    branches:
+      - master
+
+jobs:
+  static_analysis:
+    name: ${{ matrix.make-command }} / Py${{ matrix.python-version }}
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: [3.7]
+        make-command: [doc8, flake8, pylint, test]
+
+    steps:
+      - name: Check out code
+        uses: actions/checkout@v2
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v1
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install Python dependencies
+        run: |
+          sudo apt-get install virtualenv
+          pip install -r devel.txt
+      - name: Prepare for integration test
+        if: matrix.make-command == 'test'
+        run: |
+          echo "[tcms]" > ~/.tcms.conf
+          echo "url = https://tcms.kiwitcms.org/xml-rpc/" >> ~/.tcms.conf
+          echo "username = kiwitcms-bot" >> ~/.tcms.conf
+          echo "password = ${{ secrets.TCMS_PASSWORD }}" >> ~/.tcms.conf
+          sudo cp .ssl/*.pem /usr/lib/ssl/certs/
+          sudo update-ca-certificates --fresh
+      - name: Verify ${{ matrix.make-command }}
+        run: |
+          export TCMS_PRODUCT=$GITHUB_REPOSITORY
+          # branch name or pull/123
+          export TCMS_PRODUCT_VERSION=$(echo $GITHUB_REF | sed "s|refs/heads/||" | sed "s|refs/||" | sed "s|/merge||")
+          # short commit number
+          export TCMS_BUILD=$(echo $GITHUB_SHA | cut -c1-7)
+          make ${{ matrix.make-command }}
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..33d22f0
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,15 @@
+.PHONY: doc8
+doc8:
+	doc8 README.rst
+
+.PHONY: flake8
+flake8:
+	@flake8 --exclude=.git *.py tcms_pytest_plugin tests
+
+.PHONY: pylint
+pylint:
+	pylint -d missing-docstring tcms_pytest_plugin/ tests/
+
+.PHONY: test
+test:
+	pytest --kiwitcms
\ No newline at end of file
diff --git a/README.rst b/README.rst
index b3aee3a..f463e4d 100644
--- a/README.rst
+++ b/README.rst
@@ -69,13 +69,15 @@ the coverage at least stays the same before you submit a pull request.
 License
 -------
 
-Distributed under the terms of the `GNU GPL v3.0`_ license, "kiwitcms-pytest-plugin" is free and open source software
+Distributed under the terms of the `GNU GPL v3.0`_ license,
+"kiwitcms-pytest-plugin" is free and open source software
 
 
 Issues
 ------
 
-If you encounter any problems, please `file an issue`_ along with a detailed description.
+If you encounter any problems,
+please `file an issue`_ along with a detailed description.
 
 .. _`GNU GPL v3.0`: http://www.gnu.org/licenses/gpl-3.0.txt
 .. _`file an issue`: https://github.com/kiwitcms/pytest-plugin/issues
diff --git a/devel.txt b/devel.txt
new file mode 100644
index 0000000..e046a3c
--- /dev/null
+++ b/devel.txt
@@ -0,0 +1,5 @@
+-r requirements.txt
+
+doc8
+flake8
+pylint_django
\ No newline at end of file
diff --git a/tcms_pytest_plugin/plugin.py b/tcms_pytest_plugin/plugin.py
index ca451d6..70ea1eb 100644
--- a/tcms_pytest_plugin/plugin.py
+++ b/tcms_pytest_plugin/plugin.py
@@ -1,14 +1,16 @@
 # -*- coding: utf-8 -*-
 # Copyright (c) 2019 Dmitry Dygalo <dadygalo@gmail.com>
 # Licensed under the GPLv3: https://www.gnu.org/licenses/gpl.html
-import configparser
-import os
+# pylint: disable=unused-argument, no-self-use
+
 
-import attr
 import pytest
+from tcms_api.plugin_helpers import Backend
 
 DEFAULT_CONFIG_PATH = "~/.tcms.conf"
 
+backend = Backend(prefix='[pytest]')
+
 
 def pytest_addoption(parser):
     group = parser.getgroup("kiwitcms")
@@ -19,42 +21,40 @@ def pytest_addoption(parser):
 
 def pytest_configure(config):
     if config.getoption("--kiwitcms"):
-        config_manager = ConfigManager(config)
         config.pluginmanager.register(
-            Plugin(
-                api_url=config_manager.get_option("url", "TCMS_API_URL"),
-                username=config_manager.get_option("username", "TCMS_USERNAME"),
-                password=config_manager.get_option("password", "TCMS_PASSWORD"),
-            ),
+            KiwiTCMSPlugin(),
             name="pytest-kiwitcms",
         )
 
 
-def is_not_none(instance, attribute, value):  # pylint: disable=unused-argument
-    if not value:
-        pytest.exit(msg=f"Option {attribute.name} is empty", returncode=1)
-
-
-@attr.s(hash=True)
-class Plugin:  # pylint: disable=too-few-public-methods
-    api_url = attr.ib(type=str, validator=is_not_none)
-    username = attr.ib(type=str, validator=is_not_none)
-    password = attr.ib(type=str, validator=is_not_none)
-
-
-@attr.s
-class ConfigManager:  # pylint: disable=too-few-public-methods
-    """Helper for configuration parsing."""
-
-    pytest_config = attr.ib()
-    config_file = attr.ib(init=False)
-
-    def __attrs_post_init__(self):
-        self.config_file = configparser.ConfigParser()
-        self.config_file.read(os.path.expanduser(DEFAULT_CONFIG_PATH))
-
-    def get_option(self, config_name, envvar):
-        try:
-            return self.config_file["tcms"][config_name]
-        except KeyError:
-            return os.getenv(envvar)
+class KiwiTCMSPlugin:
+    test_execution_id = 0
+    status_id = 0
+    comment = ''
+
+    def pytest_runtestloop(self, session):
+        backend.configure()
+
+    def pytest_runtest_logstart(self, nodeid, location):
+        test_case, _ = backend.test_case_get_or_create(nodeid)
+        backend.add_test_case_to_plan(test_case['id'], backend.plan_id)
+        self.test_execution_id = backend.add_test_case_to_run(test_case['id'], backend.run_id)
+
+    @pytest.hookimpl(hookwrapper=True)
+    def pytest_report_teststatus(self, report, config):
+        yield
+        if report.when == 'teardown':
+            if report.outcome == 'passed':
+                self.status_id = backend.get_status_id('PASSED')
+            elif report.outcome == 'failed':
+                self.status_id = backend.get_status_id('FAILED')
+            elif report.outcome == 'skipped':
+                self.status_id = backend.get_status_id('WAIVED')
+
+    def pytest_runtest_logfinish(self, nodeid, location):
+        backend.update_test_execution(self.test_execution_id, self.status_id, self.comment)
+
+    @pytest.hookimpl(hookwrapper=True)
+    def pytest_terminal_summary(self, terminalreporter, exitstatus, config):
+        yield
+        backend.finish_test_run()
diff --git a/tests/conftest.py b/tests/conftest.py
index 70dd6dd..6b8d2d7 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -2,7 +2,7 @@
 # Licensed under the GPLv3: https://www.gnu.org/licenses/gpl.html
 import pytest
 
-pytest_plugins = "pytester"  # pylint: disable=invalid-name
+pytest_plugins = ['pytester']  # pylint: disable=invalid-name
 
 
 DEFAULT_CONFIG_CONTENT = """
diff --git a/tests/test_pytest_kiwitcms.py b/tests/test_pytest_kiwitcms.py
index c548e9d..7499b0c 100644
--- a/tests/test_pytest_kiwitcms.py
+++ b/tests/test_pytest_kiwitcms.py
@@ -11,68 +11,85 @@
 )
 
 
-@pytest.mark.usefixtures("config_file")
-def test_file_configuration(testdir):
-    """Load configuration from ~/.tcms.conf."""
-    testdir.makepyfile(
-        """
-        def test_file_configuration(pytestconfig):
-            plugin = pytestconfig.pluginmanager.get_plugin("pytest-kiwitcms")
-            assert plugin.api_url == "http://example.com"
-            assert plugin.username == "admin"
-            assert plugin.password == "secret"
-    """
-    )
-    result = testdir.runpytest("--kiwitcms", "-v")
-    result.stdout.fnmatch_lines(["*::test_file_configuration PASSED*"])
-    assert result.ret == 0
+# @pytest.mark.usefixtures("config_file")
+# def test_file_configuration(testdir):
+#     """Load configuration from ~/.tcms.conf."""
+#     testdir.makepyfile(
+#         """
+#         def test_file_configuration(pytestconfig):
+#             plugin = pytestconfig.pluginmanager.get_plugin("pytest-kiwitcms")
+#             assert plugin.api_url == "http://example.com"
+#             assert plugin.username == "admin"
+#             assert plugin.password == "secret"
+#     """
+#     )
+#     result = testdir.runpytest("--kiwitcms", "-v")
+#     result.stdout.fnmatch_lines(["*::test_file_configuration PASSED*"])
+#     assert result.ret == 0
 
 
-def test_env_configuration(testdir, monkeypatch):
-    """If ~/.tcms.conf doesn't exist - use env variables."""
-    for envvar, value in DEFAULT_CONFIG:
-        monkeypatch.setenv(envvar, value)
-    testdir.makepyfile(
-        """
-        def test_env_configuration(pytestconfig):
-            plugin = pytestconfig.pluginmanager.get_plugin("pytest-kiwitcms")
-            assert plugin.api_url == "http://another.com"
-            assert plugin.username == "user"
-            assert plugin.password == "random"
-        """
-    )
-    result = testdir.runpytest("--kiwitcms", "-v")
-    result.stdout.fnmatch_lines(["*::test_env_configuration PASSED*"])
-    assert result.ret == 0
+# def test_env_configuration(testdir, monkeypatch):
+#     """If ~/.tcms.conf doesn't exist - use env variables."""
+#     for envvar, value in DEFAULT_CONFIG:
+#         monkeypatch.setenv(envvar, value)
+#     testdir.makepyfile(
+#         """
+#         def test_env_configuration(pytestconfig):
+#             plugin = pytestconfig.pluginmanager.get_plugin("pytest-kiwitcms")
+#             assert plugin.api_url == "http://another.com"
+#             assert plugin.username == "user"
+#             assert plugin.password == "random"
+#         """
+#     )
+#     result = testdir.runpytest("--kiwitcms", "-v")
+#     result.stdout.fnmatch_lines(["*::test_env_configuration PASSED*"])
+#     assert result.ret == 0
 
 
-@pytest.mark.parametrize("envvar, value", DEFAULT_CONFIG)
-@pytest.mark.usefixtures("config_file")
-def test_config_file_precedence(testdir, monkeypatch, envvar, value):
-    """Values from ~/.tcms.conf have higher priority than env variables."""
-    monkeypatch.setenv(envvar, value)
-    testdir.makepyfile(
-        """
-        def test_config_file_precedence(pytestconfig):
-            plugin = pytestconfig.pluginmanager.get_plugin("pytest-kiwitcms")
-            assert plugin.api_url == "http://example.com"
-            assert plugin.username == "admin"
-            assert plugin.password == "secret"
-        """
-    )
-    result = testdir.runpytest("--kiwitcms", "-v")
-    result.stdout.fnmatch_lines(["*::test_config_file_precedence PASSED*"])
-    assert result.ret == 0
+# @pytest.mark.parametrize("envvar, value", DEFAULT_CONFIG)
+# @pytest.mark.usefixtures("config_file")
+# def test_config_file_precedence(testdir, monkeypatch, envvar, value):
+#     """Values from ~/.tcms.conf have higher priority than env variables."""
+#     monkeypatch.setenv(envvar, value)
+#     testdir.makepyfile(
+#         """
+#         def test_config_file_precedence(pytestconfig):
+#             plugin = pytestconfig.pluginmanager.get_plugin("pytest-kiwitcms")
+#             assert plugin.api_url == "http://example.com"
+#             assert plugin.username == "admin"
+#             assert plugin.password == "secret"
+#         """
+#     )
+#     result = testdir.runpytest("--kiwitcms", "-v")
+#     result.stdout.fnmatch_lines(["*::test_config_file_precedence PASSED*"])
+#     assert result.ret == 0
+
 
+# def test_empty_variable(testdir):
+#     """Any empty value in config variables will lead to program exiting."""
+#     testdir.makepyfile(
+#         """
+#         def test_empty_variable(pytestconfig):
+#             plugin = pytestconfig.pluginmanager.get_plugin("pytest-kiwitcms")
+#         """
+#     )
+#     result = testdir.runpytest("--kiwitcms", "-v")
+#     result.stderr.fnmatch_lines(["Exit: Option api_url is empty"])
+#     assert result.ret == 1
 
-def test_empty_variable(testdir):
-    """Any empty value in config variables will lead to program exiting."""
+def test_kiwitcms_pytest(testdir):
     testdir.makepyfile(
         """
-        def test_empty_variable(pytestconfig):
-            plugin = pytestconfig.pluginmanager.get_plugin("pytest-kiwitcms")
+        import pytest
+        def test_pass():
+            assert 1 == 1
+        def test_fail():
+            assert 1 == 2
+        @pytest.mark.skip()
+        def test_skip():
+            assert 1 == 1
+        def test_error(test):
+            assert 1 == ""
         """
     )
-    result = testdir.runpytest("--kiwitcms", "-v")
-    result.stderr.fnmatch_lines(["Exit: Option api_url is empty"])
-    assert result.ret == 1
+    testdir.runpytest("--kiwitcms")
\ No newline at end of file