diff --git a/sci-libs/rocSPARSE/Manifest b/sci-libs/rocSPARSE/Manifest
index 1729472d3463..b768e5cffd65 100644
--- a/sci-libs/rocSPARSE/Manifest
+++ b/sci-libs/rocSPARSE/Manifest
@@ -1,6 +1,7 @@
 DIST rocSPARSE-6.3.3.tar.gz 1490318 BLAKE2B 5df9d3af2904bf793714c5e5d79f7e102eade2ddcf693e41724e02e52f65827c36d6ae1ba48311ccefa63304ecb692a5e3f02a02f866b43e22523c0f5efcd981 SHA512 e91108da47e7f3b742fcc33be3b2dae44e388c5445963ad8cb98e63e0e01013628c6df3cfe19e5522763d565164d49c0287cd2ea6117040a00f03b90c670a6c5
 DIST rocSPARSE-6.4.3.tar.gz 1539584 BLAKE2B f41f925bc82e980d2ebd1dbe61b76254933e0deae3c450105e9c3f53b1397f457cb43711feb267a0924bce5afa76f2b09ac8ec35922b873795cfae960b96b605 SHA512 e82a15ac726c16c418bcaf253817fbca919cedb8c25085793cfd0a984816ea6ffe8d98c0dca867a1bc56b4cd36a03fa3abb3c40a63e9c222c4a230aadd370b7d
 DIST rocSPARSE-7.0.2.tar.gz 1648331 BLAKE2B b80467bece3448be9a2198caa4b7a1991b7243d52b977d875aea41c3b575531540684fa876f34ef43df4ee955d783fe331743cef7e943d2f01db9f14a40af17a SHA512 e6c50164de0cf49930fc165c4bab2e01f4f74b5c13a58abb9e27d2b475474480706a5900a263cc176945a6ec323431898d5addeeb0f14cb646905f821093d269
+DIST rocSPARSE-7.1.0.tar.gz 1680368 BLAKE2B 2fe56ef4ade3d3df25e6f884307007c0acb7292079cf06123db66dc30529f4c878a4d6e1ad7a7d3fe81ddb8bc0f0cdb087b402e9520962119fce3c268fb36f6d SHA512 4b6771698296aaa77f04b3e5f48e9ce728cc85b26f30d88b46e5a1c294ab4f9d691a5e7f4e94b2726205bb059013b1d07e850b0e56d2f00992f27f258a2d28f0
 DIST rocSPARSE_ASIC_320k.tar.gz 11301444 BLAKE2B a00cc4a3ededab3fb56339319e34e936645ddce2dee3c630153b37e337384c207b0a2829227fb7f4c2db1fe33383e97410ab7ad459d391c025f5410843d51cf2 SHA512 1db3af391c30a371c1ac0087436e266721474273a39d5b2b6d56408d950dcbbee004750e4dce4e3dbc4cb512f38f6d945676d7f29b62c52fd5a7fed0fe789e03
 DIST rocSPARSE_Chebyshev4.tar.gz 50165660 BLAKE2B f1a95554c8f38937f501488fabfd406b773eb980d7463cadac0de162529ac2f834c655cadd2b65f4c42a8487bc2d67c749601ae33bd789051f9e4d1e157196a0 SHA512 fdec4947a4af923d28b4be8d23690fd6d356c58f8344a5dcdd2e3fa61769d83e47a84d65316b527e6e82d9f988de2675a852367d406e44b44d784137a90b95c0
 DIST rocSPARSE_Chevron2.tar.gz 3210636 BLAKE2B 919bc19931cbcb32c09e6b623c9d3890400895dfd65e83845d351a8e3dd8b30ef43374c3c0ca3ee9708c81b5fb8886f1a4adbea6086495f08f9498f19a2279d5 SHA512 22b71deddec4f1af5b239d4065089230cf70e521102803a77ab3f16b34a0d69534817e54d81dfa7f8d1f299932c0f0424237baeb3d8289bcfffa4b902b00e256
diff --git a/sci-libs/rocSPARSE/rocSPARSE-7.1.0.ebuild b/sci-libs/rocSPARSE/rocSPARSE-7.1.0.ebuild
new file mode 100644
index 000000000000..cc48016ce291
--- /dev/null
+++ b/sci-libs/rocSPARSE/rocSPARSE-7.1.0.ebuild
@@ -0,0 +1,130 @@
+# Copyright 1999-2025 Gentoo Authors
+# Distributed under the terms of the GNU General Public License v2
+
+EAPI=8
+
+PYTHON_COMPAT=( python3_{10..14} )
+ROCM_VERSION=${PV}
+
+inherit cmake edo flag-o-matic python-any-r1 toolchain-funcs rocm
+
+DESCRIPTION="Basic Linear Algebra Subroutines for sparse computation"
+HOMEPAGE="https://github.com/ROCm/rocm-libraries/tree/develop/projects/rocsparse"
+
+SRC_URI="https://github.com/ROCm/rocSPARSE/archive/rocm-${PV}.tar.gz -> rocSPARSE-${PV}.tar.gz
+test? (
+http://sparse-files.engr.tamu.edu/MM/SNAP/amazon0312.tar.gz -> ${PN}_amazon0312.tar.gz
+http://sparse-files.engr.tamu.edu/MM/Muite/Chebyshev4.tar.gz -> ${PN}_Chebyshev4.tar.gz
+http://sparse-files.engr.tamu.edu/MM/FEMLAB/sme3Dc.tar.gz -> ${PN}_sme3Dc.tar.gz
+http://sparse-files.engr.tamu.edu/MM/Williams/webbase-1M.tar.gz -> ${PN}_webbase-1M.tar.gz
+http://sparse-files.engr.tamu.edu/MM/Bova/rma10.tar.gz -> ${PN}_rma10.tar.gz
+http://sparse-files.engr.tamu.edu/MM/JGD_BIBD/bibd_22_8.tar.gz -> ${PN}_bibd_22_8.tar.gz
+http://sparse-files.engr.tamu.edu/MM/Williams/mac_econ_fwd500.tar.gz -> ${PN}_mac_econ_fwd500.tar.gz
+http://sparse-files.engr.tamu.edu/MM/Williams/mc2depi.tar.gz -> ${PN}_mc2depi.tar.gz
+http://sparse-files.engr.tamu.edu/MM/Hamm/scircuit.tar.gz -> ${PN}_scircuit.tar.gz
+http://sparse-files.engr.tamu.edu/MM/Sandia/ASIC_320k.tar.gz -> ${PN}_ASIC_320k.tar.gz
+http://sparse-files.engr.tamu.edu/MM/GHS_psdef/bmwcra_1.tar.gz -> ${PN}_bmwcra_1.tar.gz
+http://sparse-files.engr.tamu.edu/MM/HB/nos1.tar.gz -> ${PN}_nos1.tar.gz
+http://sparse-files.engr.tamu.edu/MM/HB/nos2.tar.gz -> ${PN}_nos2.tar.gz
+http://sparse-files.engr.tamu.edu/MM/HB/nos3.tar.gz -> ${PN}_nos3.tar.gz
+http://sparse-files.engr.tamu.edu/MM/HB/nos4.tar.gz -> ${PN}_nos4.tar.gz
+http://sparse-files.engr.tamu.edu/MM/HB/nos5.tar.gz -> ${PN}_nos5.tar.gz
+http://sparse-files.engr.tamu.edu/MM/HB/nos6.tar.gz -> ${PN}_nos6.tar.gz
+http://sparse-files.engr.tamu.edu/MM/HB/nos7.tar.gz -> ${PN}_nos7.tar.gz
+http://sparse-files.engr.tamu.edu/MM/DNVS/shipsec1.tar.gz -> ${PN}_shipsec1.tar.gz
+http://sparse-files.engr.tamu.edu/MM/Cote/mplate.tar.gz -> ${PN}_mplate.tar.gz
+http://sparse-files.engr.tamu.edu/MM/Bai/qc2534.tar.gz -> ${PN}_qc2534.tar.gz
+http://sparse-files.engr.tamu.edu/MM/Chevron/Chevron2.tar.gz -> ${PN}_Chevron2.tar.gz
+http://sparse-files.engr.tamu.edu/MM/Chevron/Chevron3.tar.gz -> ${PN}_Chevron3.tar.gz
+http://sparse-files.engr.tamu.edu/MM/Chevron/Chevron4.tar.gz -> ${PN}_Chevron4.tar.gz
+)"
+
+S="${WORKDIR}/rocSPARSE-rocm-${PV}"
+
+LICENSE="MIT"
+SLOT="0/$(ver_cut 1-2)"
+KEYWORDS="~amd64"
+IUSE="benchmark test"
+REQUIRED_USE="${ROCM_REQUIRED_USE}"
+
+RDEPEND="
+	dev-util/hip:${SLOT}
+	sci-libs/rocPRIM:${SLOT}
+	sci-libs/rocBLAS:${SLOT}
+	dev-util/roctracer:${SLOT}
+"
+DEPEND="${RDEPEND}"
+BDEPEND="test? (
+	dev-cpp/gtest
+	>=dev-build/cmake-3.22
+	$(python_gen_any_dep "dev-python/pyyaml[\${PYTHON_USEDEP}]")
+)
+"
+
+RESTRICT="!test? ( test )"
+
+python_check_deps() {
+	if use test; then
+		python_has_version "dev-python/pyyaml[${PYTHON_USEDEP}]"
+	fi
+}
+
+src_prepare() {
+	# If BUILD_WITH_ROCBLAS is ON, make rocblas required (with any version)
+	# Bug: https://github.com/ROCm/rocm-libraries/issues/2074
+	sed -e "/find_package(rocblas / s/ 4.1.0 QUIET/ REQUIRED/" -i CMakeLists.txt || die
+
+	cmake_src_prepare
+
+	# Test need download data from https://sparse-files.engr.tamu.edu (or other mirror site), check MD5,
+	# unpack and convert them into csr format
+	# This process is handled default by ${S}/cmake/ClientMatrices.cmake, but should be the responsibility of portage.
+	if use test; then
+		mkdir -p "${BUILD_DIR}"/clients/matrices
+		# compile and use the mtx2csr converter. Do not use any optimization flags, because it causes error!
+		edo $(tc-getCXX) deps/convert.cpp -o deps/convert
+		find "${WORKDIR}" -maxdepth 2 -regextype egrep -regex ".*/(.*)/\1\.mtx" -print0 |
+			while IFS= read -r -d '' mtxfile; do
+				destination=${BUILD_DIR}/clients/matrices/$(basename -s '.mtx' "${mtxfile}").csr
+				ebegin "Converting ${mtxfile} to ${destination}"
+				deps/convert "${mtxfile}" "${destination}"
+				eend $?
+			done
+	fi
+}
+
+src_configure() {
+	rocm_use_hipcc
+
+	# tons of warnings in tests
+	append-cxxflags -Wno-explicit-specialization-storage-class
+
+	local mycmakeargs=(
+		-DCMAKE_SKIP_RPATH=ON
+		-DGPU_TARGETS="$(get_amdgpu_flags)"
+		-DBUILD_CLIENTS_SAMPLES=OFF
+		-DBUILD_FILE_REORG_BACKWARD_COMPATIBILITY=OFF
+		-DBUILD_CLIENTS_TESTS=$(usex test ON OFF)
+		-DBUILD_CLIENTS_BENCHMARKS=$(usex benchmark ON OFF)
+		-DBUILD_WITH_ROCBLAS=ON
+	)
+
+	use test && mycmakeargs+=( -DPython3_EXECUTABLE=${PYTHON} )
+
+	cmake_src_configure
+}
+
+src_test() {
+	check_amdgpu
+	cd "${BUILD_DIR}/clients/staging" || die
+	LD_LIBRARY_PATH="${BUILD_DIR}/library" edob ./rocsparse-test
+}
+
+src_install() {
+	cmake_src_install
+
+	if use benchmark; then
+		cd "${BUILD_DIR}" || die
+		dobin clients/staging/rocsparse-bench
+	fi
+}