Update best-of list for version 2025.07.24

Author: njzjz

README.md

@@ -46,20 +46,20 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 
 <details><summary><b><a href="https://github.com/deepmodeling/deepmd-kit">DeePMD-kit</a></b> (🥇29 ·  ⭐ 1.7K) - A deep learning package for many-body potential energy representation and molecular dynamics. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
 
-- [GitHub](https://github.com/deepmodeling/deepmd-kit) (👨‍💻 79 · 🔀 530 · 📥 56K · 📦 35 · 📋 900 - 9% open · ⏱️ 11.06.2025):
+- [GitHub](https://github.com/deepmodeling/deepmd-kit) (👨‍💻 79 · 🔀 540 · 📥 57K · 📦 36 · 📋 900 - 9% open · ⏱️ 11.06.2025):
 
 	```
 	git clone https://github.com/deepmodeling/deepmd-kit
 	```
-- [PyPi](https://pypi.org/project/deepmd-kit) (📥 18K / month):
+- [PyPi](https://pypi.org/project/deepmd-kit) (📥 14K / month):
 	```
 	pip install deepmd-kit
 	```
 - [Conda](https://anaconda.org/conda-forge/deepmd-kit) (📥 2M · ⏱️ 11.06.2025):
 	```
 	conda install -c conda-forge deepmd-kit
 	```
-- [npm](https://www.npmjs.com/package/deepmd-kit) (📥 30 / month):
+- [npm](https://www.npmjs.com/package/deepmd-kit) (📥 28 / month):
 	```
 	npm install deepmd-kit
 	```
@@ -68,9 +68,9 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	docker pull deepmodeling/deepmd-kit
 	```
 </details>
-<details><summary><b><a href="https://github.com/deepmodeling/abacus-develop">ABACUS</a></b> (🥇24 ·  ⭐ 200) - An electronic structure package based on either plane wave basis or numerical atomic orbitals. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
+<details><summary><b><a href="https://github.com/deepmodeling/abacus-develop">ABACUS</a></b> (🥇24 ·  ⭐ 210) - An electronic structure package based on either plane wave basis or numerical atomic orbitals. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
 
-- [GitHub](https://github.com/deepmodeling/abacus-develop) (👨‍💻 130 · 🔀 140 · 📋 2.3K - 5% open · ⏱️ 14.07.2025):
+- [GitHub](https://github.com/deepmodeling/abacus-develop) (👨‍💻 130 · 🔀 140 · 📋 2.3K - 5% open · ⏱️ 23.07.2025):
 
 	```
 	git clone https://github.com/deepmodeling/abacus-develop
@@ -87,7 +87,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	```
 	git clone https://github.com/deepmodeling/dpgen
 	```
-- [PyPi](https://pypi.org/project/dpgen) (📥 610 / month):
+- [PyPi](https://pypi.org/project/dpgen) (📥 580 / month):
 	```
 	pip install dpgen
 	```
@@ -103,7 +103,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	```
 	git clone https://github.com/deepmodeling/dpdata
 	```
-- [PyPi](https://pypi.org/project/dpdata) (📥 28K / month):
+- [PyPi](https://pypi.org/project/dpdata) (📥 22K / month):
 	```
 	pip install dpdata
 	```
@@ -118,12 +118,12 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 </details>
 <details><summary><b><a href="https://github.com/deepmodeling/dpdispatcher">dpdispatcher</a></b> (🥈21 ·  ⭐ 51) - generate HPC scheduler systems jobs input scripts and submit these scripts to HPC systems and poke until they finish. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
 
-- [GitHub](https://github.com/deepmodeling/dpdispatcher) (👨‍💻 46 · 🔀 54 · 📦 65 · 📋 86 - 23% open · ⏱️ 24.06.2025):
+- [GitHub](https://github.com/deepmodeling/dpdispatcher) (👨‍💻 46 · 🔀 55 · 📦 65 · 📋 86 - 23% open · ⏱️ 24.06.2025):
 
 	```
 	git clone https://github.com/deepmodeling/dpdispatcher
 	```
-- [PyPi](https://pypi.org/project/dpdispatcher) (📥 1.4K / month):
+- [PyPi](https://pypi.org/project/dpdispatcher) (📥 1.5K / month):
 	```
 	pip install dpdispatcher
 	```
@@ -136,14 +136,14 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	docker pull dptechnology/dpdispatcher
 	```
 </details>
-<details><summary><b><a href="https://github.com/deepmodeling/reacnetgenerator">reacnetgenerator</a></b> (🥈20 ·  ⭐ 90) - an automatic reaction network generator for reactive molecular dynamics simulation. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
+<details><summary><b><a href="https://github.com/deepmodeling/reacnetgenerator">reacnetgenerator</a></b> (🥈20 ·  ⭐ 91) - an automatic reaction network generator for reactive molecular dynamics simulation. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
 
 - [GitHub](https://github.com/deepmodeling/reacnetgenerator) (👨‍💻 19 · 🔀 41 · 📦 3 · 📋 130 - 5% open · ⏱️ 20.06.2025):
 
 	```
 	git clone https://github.com/deepmodeling/reacnetgenerator
 	```
-- [PyPi](https://pypi.org/project/reacnetgenerator) (📥 2.8K / month):
+- [PyPi](https://pypi.org/project/reacnetgenerator) (📥 3K / month):
 	```
 	pip install reacnetgenerator
 	```
@@ -154,7 +154,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 </details>
 <details><summary><b><a href="https://github.com/deepmodeling/dflow">dflow</a></b> (🥈19 ·  ⭐ 71) - Dflow is a Python framework for constructing scientific computing workflows (e.g. concurrent learning workflows).. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
 
-- [GitHub](https://github.com/deepmodeling/dflow) (👨‍💻 23 · 🔀 28 · 📋 36 - 38% open · ⏱️ 08.07.2025):
+- [GitHub](https://github.com/deepmodeling/dflow) (👨‍💻 23 · 🔀 28 · 📋 36 - 38% open · ⏱️ 20.07.2025):
 
 	```
 	git clone https://github.com/deepmodeling/dflow
@@ -167,27 +167,27 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	```
 	conda install -c conda-forge dflow
 	```
-- [Docker Hub](https://hub.docker.com/r/dptechnology/dflow) (📥 13K · ⏱️ 08.07.2025):
+- [Docker Hub](https://hub.docker.com/r/dptechnology/dflow) (📥 13K · ⏱️ 20.07.2025):
 	```
 	docker pull dptechnology/dflow
 	```
 </details>
 <details><summary><b><a href="https://github.com/deepmodeling/deepflame-dev">DeepFlame</a></b> (🥈18 ·  ⭐ 180) - A deep learning empowered open-source platform for reacting flow simulations. <code><a href="http://bit.ly/2M0xdwT">GPL-3.0</a></code></summary>
 
-- [GitHub](https://github.com/deepmodeling/deepflame-dev) (👨‍💻 28 · 🔀 69 · 📋 51 - 43% open · ⏱️ 26.06.2025):
+- [GitHub](https://github.com/deepmodeling/deepflame-dev) (👨‍💻 29 · 🔀 70 · 📋 51 - 41% open · ⏱️ 23.07.2025):
 
 	```
 	git clone https://github.com/deepmodeling/deepflame-dev
 	```
 </details>
-<details><summary><b><a href="https://github.com/deepmodeling/DeePTB">DeePTB</a></b> (🥈18 ·  ⭐ 82 · 📈) - DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
+<details><summary><b><a href="https://github.com/deepmodeling/DeePTB">DeePTB</a></b> (🥈18 ·  ⭐ 83) - DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
 
-- [GitHub](https://github.com/deepmodeling/DeePTB) (👨‍💻 11 · 🔀 21 · 📦 4 · 📋 51 - 33% open · ⏱️ 12.07.2025):
+- [GitHub](https://github.com/deepmodeling/DeePTB) (👨‍💻 11 · 🔀 21 · 📦 4 · 📋 51 - 33% open · ⏱️ 20.07.2025):
 
 	```
 	git clone https://github.com/deepmodeling/DeePTB
 	```
-- [PyPi](https://pypi.org/project/dptb) (📥 170 / month):
+- [PyPi](https://pypi.org/project/dptb) (📥 180 / month):
 	```
 	pip install dptb
 	```
@@ -199,7 +199,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	```
 	git clone https://github.com/deepmodeling/dargs
 	```
-- [PyPi](https://pypi.org/project/dargs) (📥 50K / month):
+- [PyPi](https://pypi.org/project/dargs) (📥 39K / month):
 	```
 	pip install dargs
 	```
@@ -208,26 +208,26 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	conda install -c conda-forge dargs
 	```
 </details>
-<details><summary><b><a href="https://github.com/deepmodeling/jax-fem">JAX-FEM</a></b> (🥈16 ·  ⭐ 440 · 📈) - Differentiable Finite Element Method with JAX. <code><a href="http://bit.ly/2M0xdwT">GPL-3.0</a></code></summary>
+<details><summary><b><a href="https://github.com/deepmodeling/jax-fem">JAX-FEM</a></b> (🥈16 ·  ⭐ 440) - Differentiable Finite Element Method with JAX. <code><a href="http://bit.ly/2M0xdwT">GPL-3.0</a></code></summary>
 
-- [GitHub](https://github.com/deepmodeling/jax-fem) (👨‍💻 10 · 🔀 74 · 📦 3 · 📋 55 - 56% open · ⏱️ 14.07.2025):
+- [GitHub](https://github.com/deepmodeling/jax-fem) (👨‍💻 10 · 🔀 75 · 📦 3 · 📋 55 - 56% open · ⏱️ 20.07.2025):
 
 	```
 	git clone https://github.com/deepmodeling/jax-fem
 	```
-- [PyPi](https://pypi.org/project/jax-fem) (📥 460 / month):
+- [PyPi](https://pypi.org/project/jax-fem) (📥 390 / month):
 	```
 	pip install jax-fem
 	```
 </details>
 <details><summary><b><a href="https://github.com/deepmodeling/dpgen2">DPGEN2</a></b> (🥈16 ·  ⭐ 40) - 2nd generation of the Deep Potential GENerator. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
 
-- [GitHub](https://github.com/deepmodeling/dpgen2) (👨‍💻 15 · 🔀 33 · 📦 6 · 📋 35 - 34% open · ⏱️ 11.07.2025):
+- [GitHub](https://github.com/deepmodeling/dpgen2) (👨‍💻 15 · 🔀 34 · 📦 6 · 📋 35 - 34% open · ⏱️ 11.07.2025):
 
 	```
 	git clone https://github.com/deepmodeling/dpgen2
 	```
-- [PyPi](https://pypi.org/project/dpgen2) (📥 72 / month):
+- [PyPi](https://pypi.org/project/dpgen2) (📥 59 / month):
 	```
 	pip install dpgen2
 	```
@@ -236,14 +236,14 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	docker pull dptechnology/dpgen2
 	```
 </details>
-<details><summary><b><a href="https://github.com/deepmodeling/APEX">APEX</a></b> (🥈15 ·  ⭐ 34) - APEX: Alloy Properties EXplorer using simulations. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
+<details><summary><b><a href="https://github.com/deepmodeling/APEX">APEX</a></b> (🥈15 ·  ⭐ 36) - APEX: Alloy Properties EXplorer using simulations. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
 
 - [GitHub](https://github.com/deepmodeling/APEX) (👨‍💻 7 · 🔀 22 · 📦 4 · 📋 9 - 11% open · ⏱️ 10.04.2025):
 
 	```
 	git clone https://github.com/deepmodeling/APEX
 	```
-- [PyPi](https://pypi.org/project/apex-flow) (📥 240 / month):
+- [PyPi](https://pypi.org/project/apex-flow) (📥 340 / month):
 	```
 	pip install apex-flow
 	```
@@ -255,7 +255,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	```
 	git clone https://github.com/deepmodeling/DMFF
 	```
-- [Conda](https://anaconda.org/conda-forge/dmff) (📥 2.2K · ⏱️ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/dmff) (📥 2.3K · ⏱️ 22.04.2025):
 	```
 	conda install -c conda-forge dmff
 	```
@@ -267,7 +267,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	```
 	git clone https://github.com/deepmodeling/dpgui
 	```
-- [PyPi](https://pypi.org/project/dpgui) (📥 23K / month):
+- [PyPi](https://pypi.org/project/dpgui) (📥 18K / month):
 	```
 	pip install dpgui
 	```
@@ -279,7 +279,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	```
 	git clone https://github.com/deepmodeling/deepmodeling_sphinx
 	```
-- [PyPi](https://pypi.org/project/deepmodeling_sphinx) (📥 1.5K / month):
+- [PyPi](https://pypi.org/project/deepmodeling_sphinx) (📥 1.3K / month):
 	```
 	pip install deepmodeling_sphinx
 	```
@@ -291,12 +291,12 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	```
 	git clone https://github.com/deepmodeling/rid-kit
 	```
-- [PyPi](https://pypi.org/project/rid-kit) (📥 58 / month):
+- [PyPi](https://pypi.org/project/rid-kit) (📥 19 / month):
 	```
 	pip install rid-kit
 	```
 </details>
-<details><summary><b><a href="https://github.com/deepmodeling/GPUMD">GPUMD</a></b> (🥉11 ·  ⭐ 8 · 📉) - Graphics Processing Units Molecular Dynamics. <code><a href="http://bit.ly/2M0xdwT">GPL-3.0</a></code></summary>
+<details><summary><b><a href="https://github.com/deepmodeling/GPUMD">GPUMD</a></b> (🥉11 ·  ⭐ 9) - Graphics Processing Units Molecular Dynamics. <code><a href="http://bit.ly/2M0xdwT">GPL-3.0</a></code></summary>
 
 - [GitHub](https://github.com/deepmodeling/GPUMD) (👨‍💻 49 · ⏱️ 16.05.2025):
 
@@ -311,7 +311,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	```
 	git clone https://github.com/deepmodeling/fealpy
 	```
-- [PyPi](https://pypi.org/project/fealpy) (📥 400 / month):
+- [PyPi](https://pypi.org/project/fealpy) (📥 380 / month):
 	```
 	pip install fealpy
 	```
@@ -323,14 +323,14 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	```
 	git clone https://github.com/deepmodeling/args
 	```
-- [npm](https://www.npmjs.com/package/@deepmodeling/args) (📥 210 / month):
+- [npm](https://www.npmjs.com/package/@deepmodeling/args) (📥 180 / month):
 	```
 	npm install @deepmodeling/args
 	```
 </details>
 <details><summary><b><a href="https://github.com/deepmodeling/blog">Blog</a></b> (🥉10 ·  ⭐ 3) - DeepModeling Blog. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
 
-- [GitHub](https://github.com/deepmodeling/blog) (👨‍💻 10 · 🔀 9 · ⏱️ 03.07.2025):
+- [GitHub](https://github.com/deepmodeling/blog) (👨‍💻 10 · 🔀 9 · ⏱️ 18.07.2025):
 
 	```
 	git clone https://github.com/deepmodeling/blog
@@ -359,14 +359,14 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	```
 	git clone https://github.com/deepmodeling/dpti
 	```
-- [PyPi](https://pypi.org/project/dpti) (📥 6 / month):
+- [PyPi](https://pypi.org/project/dpti) (📥 4 / month):
 	```
 	pip install dpti
 	```
 </details>
 <details><summary><b><a href="https://github.com/deepmodeling/AIS-Square">AIS-Square</a></b> (🥉8 ·  ⭐ 13) -  <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
 
-- [GitHub](https://github.com/deepmodeling/AIS-Square) (👨‍💻 8 · 🔀 8 · 📋 6 - 83% open · ⏱️ 16.07.2025):
+- [GitHub](https://github.com/deepmodeling/AIS-Square) (👨‍💻 8 · 🔀 8 · 📋 6 - 83% open · ⏱️ 22.07.2025):
 
 	```
 	git clone https://github.com/deepmodeling/AIS-Square
@@ -379,7 +379,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	```
 	git clone https://github.com/deepmodeling/fpop
 	```
-- [PyPi](https://pypi.org/project/fpop) (📥 430 / month):
+- [PyPi](https://pypi.org/project/fpop) (📥 440 / month):
 	```
 	pip install fpop
 	```
@@ -391,7 +391,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	```
 	git clone https://github.com/deepmodeling/Uni-Fold
 	```
-- [Docker Hub](https://hub.docker.com/r/dptechnology/unifold) (📥 950 · ⏱️ 08.01.2024):
+- [Docker Hub](https://hub.docker.com/r/dptechnology/unifold) (📥 1.1K · ⏱️ 08.01.2024):
 	```
 	docker pull dptechnology/unifold
 	```
@@ -420,7 +420,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 	git clone https://github.com/deepmodeling/docs
 	```
 </details>
-<details><summary><b><a href="https://github.com/deepmodeling/AI4Science101">AI4Science101</a></b> (🥉5 ·  ⭐ 95 · 💤) - AI for Science. <code>Unlicensed</code></summary>
+<details><summary><b><a href="https://github.com/deepmodeling/AI4Science101">AI4Science101</a></b> (🥉5 ·  ⭐ 96 · 💤) - AI for Science. <code>Unlicensed</code></summary>
 
 - [GitHub](https://github.com/deepmodeling/AI4Science101) (👨‍💻 5 · 🔀 15 · ⏱️ 04.09.2022):
 
@@ -430,7 +430,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.2K
 </details>
 <details><summary><b><a href="https://github.com/deepmodeling/DeePDih">DeePDih</a></b> (🥉5 ·  ⭐ 6) - Deep Potential driven molecular dihedral scan toolkit. <code><a href="http://bit.ly/34MBwT8">MIT</a></code></summary>
 
-- [GitHub](https://github.com/deepmodeling/DeePDih) (🔀 3 · 📥 4 · ⏱️ 14.07.2025):
+- [GitHub](https://github.com/deepmodeling/DeePDih) (🔀 3 · 📥 6 · ⏱️ 14.07.2025):
 
 	```
 	git clone https://github.com/deepmodeling/DeePDih

history/2025-07-24_changes.md

@@ -0,0 +1 @@
+Nothing changed from last update.