diff --git a/misc/py-torch-geometric/Makefile b/misc/py-torch-geometric/Makefile
index eee73e0e2377..8b8e8a923866 100644
--- a/misc/py-torch-geometric/Makefile
+++ b/misc/py-torch-geometric/Makefile
@@ -1,51 +1,53 @@
 PORTNAME=	torch-geometric
-DISTVERSION=	2.6.0
+DISTVERSION=	2.6.1
 CATEGORIES=	misc python # machine-learning
 #MASTER_SITES=	PYPI # no tests
 PKGNAMEPREFIX=	${PYTHON_PKGNAMEPREFIX}
 DISTNAME=	${PORTNAME:S/-/_/}-${PORTVERSION}
 
 MAINTAINER=	yuri@FreeBSD.org
 COMMENT=	Graph neural network library for PyTorch
 WWW=		https://pyg.org/
 
 LICENSE=	MIT
 
 BUILD_DEPENDS=	${PYTHON_PKGNAMEPREFIX}flit-core>0:devel/py-flit-core@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}wheel>0:devel/py-wheel@${PY_FLAVOR}
 RUN_DEPENDS=	${PYTHON_PKGNAMEPREFIX}aiohttp>0:www/py-aiohttp@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}dgl>0:math/py-dgl@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}fsspec>0:filesystems/py-fsspec@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}Jinja2>0:devel/py-Jinja2@${PY_FLAVOR} \
 		${PYNUMPY}  \
 		${PYTHON_PKGNAMEPREFIX}psutil>=5.8.0:sysutils/py-psutil@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}pyparsing>0:devel/py-pyparsing@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}pytorch>0:misc/py-pytorch@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}requests>0:www/py-requests@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}scikit-learn>0:science/py-scikit-learn@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}scipy>0:science/py-scipy@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}tqdm>0:misc/py-tqdm@${PY_FLAVOR}
 TEST_DEPENDS=	${PYTHON_PKGNAMEPREFIX}faiss>0:math/py-faiss@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}huggingface-hub>0:misc/py-huggingface-hub@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}matplotlib>0:math/py-matplotlib@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}networkx>0:math/py-networkx@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}pandas>0:math/py-pandas@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}pytest-cov>0:devel/py-pytest-cov@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}pytorch-lightning>0:misc/py-pytorch-lightning@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}tabulate>0:devel/py-tabulate@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}torchmetrics>0:misc/py-torchmetrics@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}torchvision>0:misc/py-torchvision@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}wandb>0:misc/py-wandb@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}yacs>0:devel/py-yacs@${PY_FLAVOR}
 #TEST_DEPENDS additionally needs misc/py-torch-sparse, misc/py-pyg_lib, etc. for some skipped tests
 
 USES=		python
 USE_PYTHON=	pep517 autoplist pytest # 27 tests fail, see https://github.com/pyg-team/pytorch_geometric/issues/9660
 
 USE_GITHUB=	yes
 GH_ACCOUNT=	pyg-team
 GH_PROJECT=	pytorch_geometric
 
 NO_ARCH=	yes
 
+# tests as of version 2.6.1: 17 failed, 5452 passed, 986 skipped, 12 warnings in 330.89s (0:05:30)
+
 .include <bsd.port.mk>
diff --git a/misc/py-torch-geometric/distinfo b/misc/py-torch-geometric/distinfo
index 9353ff95228a..6433114eaa45 100644
--- a/misc/py-torch-geometric/distinfo
+++ b/misc/py-torch-geometric/distinfo
@@ -1,3 +1,3 @@
-TIMESTAMP = 1726401883
-SHA256 (pyg-team-pytorch_geometric-2.6.0_GH0.tar.gz) = b685b6a64bf868ea349dc359dd7df7cdb6deff7ade6ab46366177e98d64a33c4
-SIZE (pyg-team-pytorch_geometric-2.6.0_GH0.tar.gz) = 3854004
+TIMESTAMP = 1730944620
+SHA256 (pyg-team-pytorch_geometric-2.6.1_GH0.tar.gz) = d0f1ced0bfc66fa187544332b21076d0ceedf4b989276cc220a8a857bdf0ae69
+SIZE (pyg-team-pytorch_geometric-2.6.1_GH0.tar.gz) = 3854080