diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 541b1697..2b505a1e 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -6,7 +6,7 @@ ci:
 
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.5.0
+    rev: v5.0.0
     hooks:
       - id: end-of-file-fixer
       - id: trailing-whitespace
@@ -25,20 +25,20 @@ repos:
   #      args: [--in-place, --wrap-summaries=120, --wrap-descriptions=120]
 
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.2.6
+    rev: v2.3.0
     hooks:
       - id: codespell
         additional_dependencies: [tomli]
         #args: ["--write-changes"] # uncomment if you want to get automatic fixing
 
   - repo: https://github.com/psf/black
-    rev: 23.12.1
+    rev: 24.10.0
     hooks:
       - id: black
         name: Black code
 
   - repo: https://github.com/executablebooks/mdformat
-    rev: 0.7.17
+    rev: 0.7.21
     hooks:
       - id: mdformat
         additional_dependencies:
@@ -46,7 +46,7 @@ repos:
           - mdformat_frontmatter
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.1.9
+    rev: v0.8.6
     hooks:
         - id: ruff
           args: ["--fix"]
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index fac818ed..a1bfd464 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -149,6 +149,6 @@ _Note: You might want to set a reference to the main repository to fetch/merge f
 git remote add upstream https://github.com/nteract/papermill
 ```
 
-It's possible you will have conflicts between your repository and main. Here, `main` is meant to be synchronized with the `upstream` repository.  GitHub has some good [documentation](https://help.github.com/articles/resolving-a-merge-conflict-using-the-command-line/) on merging pull requests from the command line.
+It's possible you will have conflicts between your repository and main. Here, `main` is meant to be synchronized with the `upstream` repository. GitHub has some good [documentation](https://help.github.com/articles/resolving-a-merge-conflict-using-the-command-line/) on merging pull requests from the command line.
 
 Happy hacking on Papermill!
diff --git a/README.md b/README.md
index 8f3d6813..3b790500 100644
--- a/README.md
+++ b/README.md
@@ -47,7 +47,7 @@ pip install papermill
 ```
 
 For all optional io dependencies, you can specify individual bundles
-like `s3`, or `azure` -- or use `all`. To use Black to format parameters you can add as an extra requires \['black'\].
+like `s3`, or `azure` -- or use `all`. To use Black to format parameters you can add as an extra requires ['black'].
 
 ```{.sourceCode .bash}
 pip install papermill[all]
@@ -100,7 +100,7 @@ $ papermill local/input.ipynb s3://bkt/output.ipynb -p alpha 0.6 -p l1_ratio 0.1
 ```
 
 **NOTE:**
-If you use multiple AWS accounts, and you have [properly configured your AWS  credentials](https://boto3.amazonaws.com/v1/documentation/api/latest/guide/configuration.html), then you can specify which account to use by setting the `AWS_PROFILE` environment variable at the command-line. For example:
+If you use multiple AWS accounts, and you have [properly configured your AWS credentials](https://boto3.amazonaws.com/v1/documentation/api/latest/guide/configuration.html), then you can specify which account to use by setting the `AWS_PROFILE` environment variable at the command-line. For example:
 
 ```{.sourceCode .bash}
 $ AWS_PROFILE=dev_account papermill local/input.ipynb s3://bkt/output.ipynb -p alpha 0.6 -p l1_ratio 0.1
@@ -154,7 +154,7 @@ Papermill supports the following name handlers for input and output paths during
 
 - Local file system: `local`
 
-- HTTP, HTTPS protocol:  `http://, https://`
+- HTTP, HTTPS protocol: `http://, https://`
 
 - Amazon Web Services: [AWS S3](https://aws.amazon.com/s3/) `s3://`
 
diff --git a/binder/cli-simple/pm_example.ipynb b/binder/cli-simple/pm_example.ipynb
index 58395577..141fcbec 100644
--- a/binder/cli-simple/pm_example.ipynb
+++ b/binder/cli-simple/pm_example.ipynb
@@ -64,6 +64,7 @@
    ],
    "source": [
     "import os\n",
+    "\n",
     "import papermill as pm\n",
     "\n",
     "binder_dir = '..'"
diff --git a/docs/changelog.md b/docs/changelog.md
index 5e5a2a55..82a6b27f 100644
--- a/docs/changelog.md
+++ b/docs/changelog.md
@@ -188,8 +188,8 @@ We made it to our [1.0 milestone goals](https://github.com/nteract/papermill/mil
 
 - Input and output paths can now reference input parameters. `my_nb_{nb_type}.ipynb out_{nb_type}.ipynb -p nb_type test` will substitute values into the paths passed in with python format application patterns.
 - `read_notebook`, `read_notebooks`, `record`, and `display` api functions are now removed.
-- \[upstream\] ipywidgets are now supported. See [nbconvert docs](https://nbconvert.readthedocs.io/en/latest/execute_api.html#widget-state) for details.
-- \[upstream\] notebook executions which run out of memory no longer hang indefinitely when the kernel dies.
+- [upstream] ipywidgets are now supported. See [nbconvert docs](https://nbconvert.readthedocs.io/en/latest/execute_api.html#widget-state) for details.
+- [upstream] notebook executions which run out of memory no longer hang indefinitely when the kernel dies.
 
 ## 0.19.1
 
diff --git a/papermill/abs.py b/papermill/abs.py
index 665d7f69..0f9d0d15 100644
--- a/papermill/abs.py
+++ b/papermill/abs.py
@@ -1,4 +1,5 @@
 """Utilities for working with Azure blob storage"""
+
 import io
 import re
 
diff --git a/papermill/adl.py b/papermill/adl.py
index 7dd48962..3df13330 100644
--- a/papermill/adl.py
+++ b/papermill/adl.py
@@ -1,4 +1,5 @@
 """Utilities for working with Azure data lake storage"""
+
 import re
 
 from azure.datalake.store import core, lib
diff --git a/papermill/engines.py b/papermill/engines.py
index 4d096ba5..3b7be2d9 100644
--- a/papermill/engines.py
+++ b/papermill/engines.py
@@ -1,4 +1,5 @@
 """Engines to perform different roles"""
+
 import datetime
 import sys
 from functools import wraps
@@ -169,9 +170,7 @@ def autosave_cell(self):
                 # Autosave is taking too long, so exponentially back off.
                 self.autosave_cell_every *= 2
                 logger.warning(
-                    "Autosave too slow: {:.2f} sec, over {}% limit. Backing off to {} sec".format(
-                        save_elapsed, self.max_autosave_pct, self.autosave_cell_every
-                    )
+                    f"Autosave too slow: {save_elapsed:.2f} sec, over {self.max_autosave_pct}% limit. Backing off to {self.autosave_cell_every} sec"
                 )
 
     @catch_nb_assignment
diff --git a/papermill/inspection.py b/papermill/inspection.py
index 40f6b6c8..d9e8d0b7 100644
--- a/papermill/inspection.py
+++ b/papermill/inspection.py
@@ -1,4 +1,5 @@
 """Deduce parameters of a notebook from the parameters cell."""
+
 from pathlib import Path
 
 import click
diff --git a/papermill/log.py b/papermill/log.py
index b90225d2..79c7f0d9 100644
--- a/papermill/log.py
+++ b/papermill/log.py
@@ -1,4 +1,5 @@
 """Sets up a logger"""
+
 import logging
 
 logger = logging.getLogger('papermill')
diff --git a/papermill/models.py b/papermill/models.py
index 35c077e5..23bd31dd 100644
--- a/papermill/models.py
+++ b/papermill/models.py
@@ -1,4 +1,5 @@
 """Models used by papermill."""
+
 from collections import namedtuple
 
 Parameter = namedtuple(
diff --git a/papermill/tests/notebooks/gcs/gcs_in/gcs-simple_notebook.ipynb b/papermill/tests/notebooks/gcs/gcs_in/gcs-simple_notebook.ipynb
index ecee54dc..887c9027 100644
--- a/papermill/tests/notebooks/gcs/gcs_in/gcs-simple_notebook.ipynb
+++ b/papermill/tests/notebooks/gcs/gcs_in/gcs-simple_notebook.ipynb
@@ -122,6 +122,7 @@
    "outputs": [],
    "source": [
     "import time\n",
+    "\n",
     "time.sleep(10)"
    ]
   },
@@ -147,14 +148,13 @@
    "outputs": [],
    "source": [
     "import sys\n",
-    "from ctypes import CDLL\n",
     "# This will crash a Linux or Mac system\n",
     "# equivalent calls can be made on Windows\n",
     "\n",
     "# Uncomment these lines if you would like to see the segfault\n",
     "\n",
     "# dll = 'dylib' if sys.platform == 'darwin' else 'so.6'\n",
-    "# libc = CDLL(\"libc.%s\" % dll) \n",
+    "# libc = CDLL(\"libc.%s\" % dll)\n",
     "# libc.time(-1)  # BOOM!!"
    ]
   },
@@ -323,7 +323,9 @@
     }
    ],
    "source": [
-    "import time, sys\n",
+    "import sys\n",
+    "import time\n",
+    "\n",
     "for i in range(8):\n",
     "    print(i)\n",
     "    time.sleep(0.5)"
@@ -333,8 +335,8 @@
  "metadata": {
   "colab": {
    "name": "test.ipynb",
-   "version": "0.3.2",
-   "provenance": []
+   "provenance": [],
+   "version": "0.3.2"
   },
   "kernelspec": {
    "display_name": "Python 3",
diff --git a/papermill/tests/notebooks/keyboard_interrupt.ipynb b/papermill/tests/notebooks/keyboard_interrupt.ipynb
index 420d49d8..6b79dc92 100644
--- a/papermill/tests/notebooks/keyboard_interrupt.ipynb
+++ b/papermill/tests/notebooks/keyboard_interrupt.ipynb
@@ -19,6 +19,7 @@
    ],
    "source": [
     "from time import sleep\n",
+    "\n",
     "sleep(60)"
    ]
   }
diff --git a/papermill/tests/notebooks/systemexit.ipynb b/papermill/tests/notebooks/systemexit.ipynb
index 2fc4831d..779aaedb 100644
--- a/papermill/tests/notebooks/systemexit.ipynb
+++ b/papermill/tests/notebooks/systemexit.ipynb
@@ -5,9 +5,7 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": [
-    "import sys"
-   ]
+   "source": []
   },
   {
    "cell_type": "code",
diff --git a/papermill/tests/notebooks/test_autosave.ipynb b/papermill/tests/notebooks/test_autosave.ipynb
index e3a6cfb7..dfe63c16 100644
--- a/papermill/tests/notebooks/test_autosave.ipynb
+++ b/papermill/tests/notebooks/test_autosave.ipynb
@@ -15,6 +15,7 @@
    ],
    "source": [
     "import time\n",
+    "\n",
     "for i in range(25):  # This will take 2.5 seconds\n",
     "    time.sleep(0.1)\n",
     "    print(i)"
diff --git a/papermill/tests/notebooks/test_logging.ipynb b/papermill/tests/notebooks/test_logging.ipynb
index ec390567..a251f385 100644
--- a/papermill/tests/notebooks/test_logging.ipynb
+++ b/papermill/tests/notebooks/test_logging.ipynb
@@ -15,6 +15,7 @@
    ],
    "source": [
     "import logging\n",
+    "\n",
     "logger = logging.getLogger(\"test\")\n",
     "logger.setLevel(logging.INFO)\n",
     "logging.basicConfig(level=logging.INFO)\n",
@@ -66,8 +67,10 @@
    ],
    "source": [
     "import warnings\n",
+    "\n",
     "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
     "from ggplot import mpg\n",
+    "\n",
     "mpg['cty'].plot.hist(bins=12)"
    ]
   },