From c74618e7d5877e6091805901b9b57a61adbfa9db Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 6 Apr 2026 21:55:44 +0000
Subject: [PATCH] [pre-commit.ci] pre-commit-autoupdate
MIME-Version: 1.0
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updates:
- [github.com/DavidAnson/markdownlint-cli2: v0.20.0 → v0.22.0](https://github.com/DavidAnson/markdownlint-cli2/compare/v0.20.0...v0.22.0)
- [github.com/astral-sh/ruff-pre-commit: v0.14.14 → v0.15.9](https://github.com/astral-sh/ruff-pre-commit/compare/v0.14.14...v0.15.9)
- [github.com/psf/black-pre-commit-mirror: 26.1.0 → 26.3.1](https://github.com/psf/black-pre-commit-mirror/compare/26.1.0...26.3.1)
- [github.com/kynan/nbstripout: 0.9.0 → 0.9.1](https://github.com/kynan/nbstripout/compare/0.9.0...0.9.1)
- [github.com/pre-commit/mirrors-mypy: v1.19.1 → v1.20.0](https://github.com/pre-commit/mirrors-mypy/compare/v1.19.1...v1.20.0)
---
 .pre-commit-config.yaml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 880f4e3..b30b8db 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -20,7 +20,7 @@ repos:
         types: [python, yaml, markdown]
 
   - repo: https://github.com/DavidAnson/markdownlint-cli2
-    rev: v0.20.0
+    rev: v0.22.0
     hooks:
       - id: markdownlint-cli2
         args: []
@@ -33,13 +33,13 @@ repos:
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: v0.14.14
+    rev: v0.15.9
     hooks:
       - id: ruff
         args: [ --fix, --exit-non-zero-on-fix ]
 
   - repo: https://github.com/psf/black-pre-commit-mirror
-    rev: 26.1.0
+    rev: 26.3.1
     hooks:
       - id: black
         types: [python]
@@ -48,7 +48,7 @@ repos:
       - id: black-jupyter
 
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.9.0
+    rev: 0.9.1
     hooks:
       - id: nbstripout
 
@@ -58,7 +58,7 @@ repos:
       - id: numpydoc-validation
 
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.19.1
+    rev: v1.20.0
     hooks:
       - id: mypy
         args: [--ignore-missing-imports] # default but useful to be explicit