diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e7d2ac1..3fb73bf 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -51,12 +51,12 @@ repos:
     - id: add-trailing-comma
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.16.6
+  rev: v0.16.7
   hooks:
     - id: ruff
 
 - repo: https://github.com/tox-dev/pyproject-fmt
-  rev: v2.29.3
+  rev: v2.29.4
   hooks:
     - id: pyproject-fmt
 
@@ -81,7 +81,7 @@ repos:
     - id: nb-strip-paths
 
 - repo: https://github.com/woodruffw/zizmor-pre-commit
-  rev: v1.30.0
+  rev: v1.30.1
   hooks:
     - id: zizmor
 
diff --git a/pyproject.toml b/pyproject.toml
index 234b8e4..98681d7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -22,6 +22,7 @@ classifiers = [
   "Programming Language :: Python :: 3.12",
   "Programming Language :: Python :: 3.13",
   "Programming Language :: Python :: 3.14",
+  "Programming Language :: Python :: 3.15",
 ]
 dynamic = [
   "version",