diff --git a/requirements.txt b/requirements.txt
index 23bb4f4e..de0f4bc5 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,6 +1,6 @@
-monty==2021.8.17
+monty==2022.1.19
 networkx==2.6.3
 pydash==5.1.0
-maggma==0.32.1
-pydantic==1.8.2
+maggma==0.32.3
+pydantic==1.9.0
 PyYAML==6.0
diff --git a/setup.py b/setup.py
index 17516db4..78f45982 100644
--- a/setup.py
+++ b/setup.py
@@ -33,20 +33,20 @@
     ],
     extras_require={
         "docs": [
-            "sphinx==4.3.0",
-            "furo==2021.11.15",
-            "m2r2==0.3.1",
-            "ipython==7.29.0",
-            "nbsphinx==0.8.7",
+            "sphinx==4.4.0",
+            "furo==2022.1.2",
+            "m2r2==0.3.2",
+            "ipython==8.0.1",
+            "nbsphinx==0.8.8",
             "nbsphinx-link==1.3.0",
-            "FireWorks==1.9.7",
-            "autodoc_pydantic==1.5.1",
+            "FireWorks==1.9.8",
+            "autodoc_pydantic==1.6.0",
         ],
         "tests": [
             "pytest==6.2.5",
             "pytest-cov==3.0.0",
-            "FireWorks==1.9.7",
-            "matplotlib==3.4.3",
+            "FireWorks==1.9.8",
+            "matplotlib==3.5.1",
             "pydot==1.4.2",
         ],
         "dev": ["pre-commit>=2.12.1"],
diff --git a/src/jobflow/managers/myqueue.py b/src/jobflow/managers/myqueue.py
new file mode 100644
index 00000000..8448fb0c
--- /dev/null
+++ b/src/jobflow/managers/myqueue.py
@@ -0,0 +1,110 @@
+"""Tools for running :obj:`Flow` and :obj:`Job` objects using the Myqueue package.
+
+Notes
+-----
+Myqueue heavily relies on the file system. To submit a workflow, one has to run:
+mq workflow workflow.py DIRECTORY_PATTERNS
+where workflow.py is a python script defining one workflow. For jobflow Flows, the
+workflow.py file in myqueue_scripts has to be used.
+"""
+
+from __future__ import annotations
+
+import json
+import os
+import typing
+from datetime import datetime
+from pathlib import Path
+from random import randint
+
+from monty.json import MontyDecoder, MontyEncoder
+from monty.os import cd
+
+if typing.TYPE_CHECKING:
+    from typing import List, Union
+
+    import jobflow
+
+from maggma.stores import JSONStore
+
+from jobflow import JobStore
+
+__all__ = ["flow_to_myqueue", "run_myqueue_task"]
+
+FLOW_JSON = "flow.json"
+JOB_STORE_JSON = "job_store.json"
+
+
+def flow_to_myqueue(
+    flow: Union[jobflow.Flow, jobflow.Job, List[jobflow.Job]],
+):
+    """
+    Convert a jobflow Flow to myqueue.
+
+    This is basically just dumping the jobflow Flow to a flow.json file.
+    The flow.json file is then read again when the user wants to submit
+    the workflow using myqueue.
+
+    Parameters
+    ----------
+    flow
+        A flow or job.
+
+    """
+    from jobflow.core.flow import get_flow
+
+    flow = get_flow(flow)
+    with open(FLOW_JSON, "w") as f:
+        json.dump(flow, f, cls=MontyEncoder, indent=2)
+
+
+def run_myqueue_task(uuid):
+    """
+    Run a job in myqueue.
+
+    Parameters
+    ----------
+    uuid
+        Unique identifier of the job that needs to be executed.
+    """
+    root_dir = Path.cwd()
+    # First get the jobflow Flow from the flow.json file
+    with open("flow.json", "r") as f:
+        flow = json.load(f, cls=MontyDecoder)
+
+    # Get the jobflow Job corresponding to the uuid
+    job = _get_job(flow, uuid)
+    job_dir = _get_job_dir(root_dir=root_dir)
+
+    # Initialize the store for output references
+    job_store_json_path = os.path.join(root_dir, JOB_STORE_JSON)
+    if not os.path.exists(job_store_json_path):
+        with open(job_store_json_path, "w") as f:
+            json.dump([], f)
+    store = JobStore(JSONStore(job_store_json_path, writable=True))
+    store.connect()
+
+    # Run the job
+    with cd(job_dir):
+        job.run(store=store)
+
+
+def _get_job(flow, uuid):
+    myjob = None
+    for job, _ in flow.iterflow():
+        if job.uuid == uuid:
+            if myjob is not None:
+                raise RuntimeError(f"Multiple jobs with uuid {uuid}")
+            myjob = job
+    return myjob
+
+
+def _get_job_dir(root_dir):
+    time_now = datetime.utcnow().strftime("%Y-%m-%d-%H-%M-%S-%f")
+    job_dir = root_dir / f"job_{time_now}-{randint(10000, 99999)}"
+    job_dir.mkdir()
+    return job_dir
+
+
+if __name__ == "__main__":
+    pass
diff --git a/src/jobflow/managers/myqueue_scripts/workflow.py b/src/jobflow/managers/myqueue_scripts/workflow.py
new file mode 100644
index 00000000..206c4154
--- /dev/null
+++ b/src/jobflow/managers/myqueue_scripts/workflow.py
@@ -0,0 +1,26 @@
+"""Template workflow.py file for running jobflow workflows in myqueue."""
+
+
+import json
+
+from monty.json import MontyDecoder
+from myqueue.task import task
+
+
+def create_tasks():
+    """Create tasks for myqueue."""
+    # First reconstruct the jobflow Flow object
+    with open("flow.json", "r") as f:
+        flow = json.load(f, cls=MontyDecoder)
+
+    tasks = []
+    uuid2task = {}
+    for job, parents in flow.iterflow():
+        deps = [uuid2task[parent_uuid] for parent_uuid in parents]
+        t = task(
+            "jobflow.managers.myqueue@run_myqueue_task", args=[job.uuid], deps=deps
+        )
+        uuid2task[job.uuid] = t
+        tasks.append(t)
+
+    return tasks