diff --git a/pyproject.toml b/pyproject.toml
index b9edc4c9..6c2a5fa8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -96,3 +96,26 @@ Repository = "https://github.com/MaartenGr/BERTopic.git"
 [tool.setuptools.packages.find]
 include = ["bertopic*"]
 exclude = ["tests"]
+
+[tool.ruff]
+target-version = "py38"
+
+[tool.ruff.lint]
+select = [  
+  "E4",  # Ruff Defaults
+  "E7",
+  "E9",
+  "F",   # End Ruff Defaults,
+  "D"
+]
+
+ignore = [
+  "D100", # Missing docstring in public module
+  "D104"  # Missing docstring in public package
+]
+
+[tool.ruff.lint.per-file-ignores]
+"**/tests/*" = ["D"] # Ignore all docstring errors in tests
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"
\ No newline at end of file
diff --git a/ruff.toml b/ruff.toml
deleted file mode 100644
index 918e4e06..00000000
--- a/ruff.toml
+++ /dev/null
@@ -1,21 +0,0 @@
-target-version = "py38"
-
-[lint]
-select = [  
-  "E4",  # Ruff Defaults
-  "E7",
-  "E9",
-  "F",   # End Ruff Defaults,
-  "D"
-]
-
-ignore = [
-  "D100", # Missing docstring in public module
-  "D104"  # Missing docstring in public package
-]
-
-[lint.per-file-ignores]
-"**/tests/*" = ["D"] # Ignore all docstring errors in tests
-
-[lint.pydocstyle]
-convention = "google"
\ No newline at end of file