diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..406b5d8
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,2243 @@
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+optional = false
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+
+[[package]]
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+version = "4.8.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
+optional = false
+python-versions = ">=3.8"
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+
+[[package]]
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+version = "2.0.5"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.7"
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+
+[[package]]
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+description = "Measures the displayed width of unicode strings in a terminal"
+optional = false
+python-versions = "*"
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+description = "Character encoding aliases for legacy web content"
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+optional = ["python-socks", "wsaccel"]
+test = ["websockets"]
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+optional = false
+python-versions = ">=3.7"
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+version = "3.17.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
+    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = ">=3.9"
+content-hash = "7ea9dbc15ab40b2891f63b2d32b51b10c2ea5d7f0ecedd4182ee5bd32277374a"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..3e4593c
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,27 @@
+[tool.poetry]
+name = "ipython-blocking"
+version = "0.4.0"
+description = "Context manager for blocking cell execution within a Jupyter notebook"
+authors = ["Matt Kafonek <kafonek@gmail.com>"]
+readme = "README.md"
+license = "BSD-3-Clause"
+packages = [{include = "ipython_blocking", from = "src"}]
+repository = "https://github.com/kafonek/ipython_blocking"
+
+[tool.poetry.dependencies]
+python = ">=3.9"
+ipython = "*"
+ipywidgets = "*"
+nbclient = ">=0.7.1"
+ipykernel = ">=6.0"
+
+
+[tool.poetry.group.dev.dependencies]
+isort = "^5.12.0"
+black = "^23.9.1"
+jupyter = "^1.0.0"
+notebook = "^7.0.4"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/ipython_blocking/__init__.py b/src/ipython_blocking/__init__.py
similarity index 81%
rename from ipython_blocking/__init__.py
rename to src/ipython_blocking/__init__.py
index 4e91f29..2908b9a 100644
--- a/ipython_blocking/__init__.py
+++ b/src/ipython_blocking/__init__.py
@@ -1,7 +1,9 @@
+from importlib.metadata import version
+
 from .ipython_blocking import CaptureExecution
 from .ipython_magic import CaptureMagic, load_ipython_extensions
 
-__version__ = "0.3.1"
+__version__ = version("ipython-blocking")
 
 try:
     # This won't load when get_ipython() isn't defined, e.g. in default python shell.
diff --git a/ipython_blocking/ipython_blocking.py b/src/ipython_blocking/ipython_blocking.py
similarity index 72%
rename from ipython_blocking/ipython_blocking.py
rename to src/ipython_blocking/ipython_blocking.py
index 409bc74..f598392 100644
--- a/ipython_blocking/ipython_blocking.py
+++ b/src/ipython_blocking/ipython_blocking.py
@@ -1,12 +1,8 @@
 import sys
 
-import ipykernel
-import tornado.queues
-from nbclient.util import just_run
-
-# If ipykernel is 6+, use just_run to execute async kernel.* methods
-# otherwise use traditional sync kernel.* methods
-MAJ_VERSION = int(ipykernel.__version__.split(".")[0])
+from ipykernel.ipkernel import IPythonKernel
+from ipykernel.zmqshell import ZMQInteractiveShell
+from jupyter_client.utils import run_sync
 
 ### General context manager usage:
 
@@ -24,17 +20,13 @@ class CaptureExecution:
     def __init__(self, replay=True):
         self.captured_events = []
         self._replay = replay
-        self.shell = get_ipython()
-        self.kernel = self.shell.kernel
+        # get_ipython() available in any ipykernel process
+        self.shell: ZMQInteractiveShell = get_ipython()
+        self.kernel: IPythonKernel = self.shell.kernel
 
-    def step(self):
-        if MAJ_VERSION >= 6:
-            try:
-                just_run(self.kernel.do_one_iteration())
-            except tornado.queues.QueueEmpty:
-                pass
-        else:
-            self.kernel.do_one_iteration()
+    @run_sync
+    async def step(self):
+        await self.kernel.do_one_iteration()
 
     def capture_event(self, stream, ident, parent):
         "A 'capture' function to register instead of the default execute_request handling"
@@ -48,7 +40,8 @@ def stop_capturing(self):
         "revert the kernel shell handler to the default execute_request behavior"
         self.kernel.shell_handlers["execute_request"] = self.kernel.execute_request
 
-    def replay_captured_events(self):
+    @run_sync
+    async def replay_captured_events(self):
         "Called at end of context -- replays all captured events once the default execution handler is in place"
         # need to flush before replaying so messages show up in current cell not replay cells
         sys.stdout.flush()
@@ -57,10 +50,7 @@ def replay_captured_events(self):
             # Using kernel.set_parent is the key to getting the output of the replayed events
             # to show up in the cells that were captured instead of the current cell
             self.kernel.set_parent(ident, parent)
-            if MAJ_VERSION >= 6:
-                just_run(self.kernel.execute_request(stream, ident, parent))
-            else:
-                self.kernel.execute_request(stream, ident, parent)
+            await self.kernel.execute_request(stream, ident, parent)
 
     def __enter__(self):
         self.start_capturing()
diff --git a/ipython_blocking/ipython_magic.py b/src/ipython_blocking/ipython_magic.py
similarity index 100%
rename from ipython_blocking/ipython_magic.py
rename to src/ipython_blocking/ipython_magic.py