diff --git a/docs/requirements.in b/docs/requirements.in
index 7457559b3e3..9fc0edac692 100644
--- a/docs/requirements.in
+++ b/docs/requirements.in
@@ -1,4 +1,4 @@
 mkdocs-git-revision-date-plugin==0.3.2
-mkdocstrings-python==1.19.0
+mkdocstrings-python==2.0.3
 mkdocs-llmstxt==0.5.0
 mkdocs-material==9.7.6
diff --git a/docs/requirements.txt b/docs/requirements.txt
index 514279c944c..9b2bdfe9b9f 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -128,9 +128,7 @@ click==8.1.8 \
 colorama==0.4.6 \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
-    # via
-    #   griffe
-    #   mkdocs-material
+    # via mkdocs-material
 ghp-import==2.1.0 \
     --hash=sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619 \
     --hash=sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343
@@ -143,9 +141,9 @@ gitpython==3.1.44 \
     --hash=sha256:9e0e10cda9bed1ee64bc9a6de50e7e38a9c9943241cd7f585f6df3ed28011110 \
     --hash=sha256:c87e30b26253bf5418b01b0660f818967f3c503193838337fe5e573331249269
     # via mkdocs-git-revision-date-plugin
-griffe==1.13.0 \
-    --hash=sha256:246ea436a5e78f7fbf5f24ca8a727bb4d2a4b442a2959052eea3d0bfe9a076e0 \
-    --hash=sha256:470fde5b735625ac0a36296cd194617f039e9e83e301fcbd493e2b58382d0559
+griffelib==2.0.2 \
+    --hash=sha256:3cf20b3bc470e83763ffbf236e0076b1211bac1bc67de13daf494640f2de707e \
+    --hash=sha256:925c857658fb1ba40c0772c37acbc2ab650bd794d9c1b9726922e36ea4117ea1
     # via mkdocstrings-python
 idna==3.10 \
     --hash=sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9 \
@@ -300,9 +298,9 @@ mkdocstrings==0.30.0 \
     --hash=sha256:5d8019b9c31ddacd780b6784ffcdd6f21c408f34c0bd1103b5351d609d5b4444 \
     --hash=sha256:ae9e4a0d8c1789697ac776f2e034e2ddd71054ae1cf2c2bb1433ccfd07c226f2
     # via mkdocstrings-python
-mkdocstrings-python==1.19.0 \
-    --hash=sha256:395c1032af8f005234170575cc0c5d4d20980846623b623b35594281be4a3059 \
-    --hash=sha256:917aac66cf121243c11db5b89f66b0ded6c53ec0de5318ff5e22424eb2f2e57c
+mkdocstrings-python==2.0.3 \
+    --hash=sha256:0b83513478bdfd803ff05aa43e9b1fca9dd22bcd9471f09ca6257f009bc5ee12 \
+    --hash=sha256:c518632751cc869439b31c9d3177678ad2bfa5c21b79b863956ad68fc92c13b8
     # via -r requirements.in
 packaging==25.0 \
     --hash=sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484 \
diff --git a/mkdocs.yml b/mkdocs.yml
index cc51089fab0..0dba2b30285 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -265,7 +265,7 @@ plugins:
       enable_inventory: true
       handlers:
         python:
-          import:
+          inventories:
             - https://docs.python.org/3/objects.inv
           options:
             # Headings