diff --git a/pyproject.toml b/pyproject.toml
index 5223f312..c4118a03 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,30 +7,30 @@ name = "custodian"
 version = "2024.6.24"
 description = "A simple JIT job management framework in Python."
 authors = [
-  { name = "Janosh Riebesell", email = "janosh.riebesell@gmail.com" },
-  { name = "Matthew Horton" },
-  { name = "Samuel M. Blau" },
-  { name = "Shyue Ping Ong", email = "ongsp@ucsd.edu" },
-  { name = "Stephen Dacek" },
-  { name = "William Davidson Richards" },
-  { name = "Xiaohui Qu" },
+    { name = "Janosh Riebesell", email = "janosh.riebesell@gmail.com" },
+    { name = "Matthew Horton" },
+    { name = "Samuel M. Blau" },
+    { name = "Shyue Ping Ong", email = "ongsp@ucsd.edu" },
+    { name = "Stephen Dacek" },
+    { name = "William Davidson Richards" },
+    { name = "Xiaohui Qu" },
 ]
 maintainers = [{ name = "Janosh Riebesell" }, { name = "Shyue Ping Ong" }]
 readme = "README.md"
 keywords = ["jit", "job", "just-in-time", "management", "vasp"]
 classifiers = [
-  "Development Status :: 4 - Beta",
-  "Intended Audience :: Science/Research",
-  "License :: OSI Approved :: MIT License",
-  "Operating System :: OS Independent",
-  "Programming Language :: Python :: 3 :: Only",
-  "Programming Language :: Python :: 3",
-  "Programming Language :: Python :: 3.10",
-  "Programming Language :: Python :: 3.11",
-  "Programming Language :: Python :: 3.9",
-  "Topic :: Scientific/Engineering :: Chemistry",
-  "Topic :: Scientific/Engineering :: Physics",
-  "Topic :: Software Development :: Libraries :: Python Modules",
+    "Development Status :: 4 - Beta",
+    "Intended Audience :: Science/Research",
+    "License :: OSI Approved :: MIT License",
+    "Operating System :: OS Independent",
+    "Programming Language :: Python :: 3 :: Only",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.9",
+    "Topic :: Scientific/Engineering :: Chemistry",
+    "Topic :: Scientific/Engineering :: Physics",
+    "Topic :: Software Development :: Libraries :: Python Modules",
 ]
 license = { file = "LICENSE" }
 requires-python = ">=3.9"
@@ -68,55 +68,55 @@ line-length = 120
 
 [tool.ruff.lint]
 select = [
-  "B",    # flake8-bugbear
-  "C4",   # flake8-comprehensions
-  "D",    # pydocstyle
-  "E",    # pycodestyle error
-  "EXE",  # flake8-executable
-  "F",    # pyflakes
-  "FA",   # flake8-future-annotations
-  "FLY",  # flynt
-  "I",    # isort
-  "ICN",  # flake8-import-conventions
-  "ISC",  # flake8-implicit-str-concat
-  "PD",   # pandas-vet
-  "PERF", # perflint
-  "PIE",  # flake8-pie
-  "PL",   # pylint
-  "PT",   # flake8-pytest-style
-  "PYI",  # flakes8-pyi
-  "Q",    # flake8-quotes
-  "RET",  # flake8-return
-  "RSE",  # flake8-raise
-  "RUF",  # Ruff-specific rules
-  "SIM",  # flake8-simplify
-  "SLOT", # flake8-slots
-  "TCH",  # flake8-type-checking
-  "TID",  # tidy imports
-  "TID",  # flake8-tidy-imports
-  "UP",   # pyupgrade
-  "W",    # pycodestyle warning
-  "YTT",  # flake8-2020
+    "B", # flake8-bugbear
+    "C4", # flake8-comprehensions
+    "D", # pydocstyle
+    "E", # pycodestyle error
+    "EXE", # flake8-executable
+    "F", # pyflakes
+    "FA", # flake8-future-annotations
+    "FLY", # flynt
+    "I", # isort
+    "ICN", # flake8-import-conventions
+    "ISC", # flake8-implicit-str-concat
+    "PD", # pandas-vet
+    "PERF", # perflint
+    "PIE", # flake8-pie
+    "PL", # pylint
+    "PT", # flake8-pytest-style
+    "PYI", # flakes8-pyi
+    "Q", # flake8-quotes
+    "RET", # flake8-return
+    "RSE", # flake8-raise
+    "RUF", # Ruff-specific rules
+    "SIM", # flake8-simplify
+    "SLOT", # flake8-slots
+    "TCH", # flake8-type-checking
+    "TID", # tidy imports
+    "TID", # flake8-tidy-imports
+    "UP", # pyupgrade
+    "W", # pycodestyle warning
+    "YTT", # flake8-2020
 ]
 ignore = [
-  "B023",    # Function definition does not bind loop variable
-  "B028",    # No explicit stacklevel keyword argument found
-  "B904",    # Within an except clause, raise exceptions with ...
-  "C408",    # unnecessary-collection-call
-  "COM812",
-  "D105",    # Missing docstring in magic method
-  "D205",    # 1 blank line required between summary line and description
-  "D212",    # Multi-line docstring summary should start at the first line
-  "ISC001",
-  "PD011",   # pandas-use-of-dot-values
-  "PD901",   # pandas-df-variable-name
-  "PERF203", # try-except-in-loop
-  "PLR",     # pylint refactor
-  "PLW2901", # Outer for loop variable overwritten by inner assignment target
-  "PT013",   # pytest-incorrect-pytest-import
-  "PTH",
-  "RUF012",  # Disable checks for mutable class args
-  "SIM105",  # Use contextlib.suppress(OSError) instead of try-except-pass
+    "B023", # Function definition does not bind loop variable
+    "B028", # No explicit stacklevel keyword argument found
+    "B904", # Within an except clause, raise exceptions with ...
+    "C408", # unnecessary-collection-call
+    "COM812",
+    "D105", # Missing docstring in magic method
+    "D205", # 1 blank line required between summary line and description
+    "D212", # Multi-line docstring summary should start at the first line
+    "ISC001",
+    "PD011", # pandas-use-of-dot-values
+    "PD901", # pandas-df-variable-name
+    "PERF203", # try-except-in-loop
+    "PLR", # pylint refactor
+    "PLW2901", # Outer for loop variable overwritten by inner assignment target
+    "PT013", # pytest-incorrect-pytest-import
+    "PTH",
+    "RUF012", # Disable checks for mutable class args
+    "SIM105", # Use contextlib.suppress(OSError) instead of try-except-pass
 ]
 pydocstyle.convention = "google"
 isort.split-on-trailing-comma = false
@@ -144,17 +144,17 @@ relative_files = true
 
 [tool.coverage.report]
 exclude_lines = [
-  "@deprecated",
-  "def __repr__",
-  "if 0:",
-  "if TYPE_CHECKING:",
-  "if __name__ == .__main__.:",
-  "if self.debug:",
-  "if settings.DEBUG",
-  "input",
-  "pragma: no cover",
-  "raise AssertionError",
-  "raise NotImplementedError",
+    "@deprecated",
+    "def __repr__",
+    "if 0:",
+    "if TYPE_CHECKING:",
+    "if __name__ == .__main__.:",
+    "if self.debug:",
+    "if settings.DEBUG",
+    "input",
+    "pragma: no cover",
+    "raise AssertionError",
+    "raise NotImplementedError",
 ]
 
 [tool.pyright]