deepmodeling · github-actions · Sep 18, 2025
diff --git a/README.md b/README.md
@@ -15,7 +15,7 @@
     <a href="https://github.com/deepmodeling/deepmodeling-projects/releases" title="Best-of Updates"><img src="https://img.shields.io/github/release-date/deepmodeling/deepmodeling-projects?color=green&label=updated"></a>
 </p>
 
-This curated list contains 38 awesome open-source projects with a total of 4.3K stars grouped into 0 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/deepmodeling/deepmodeling-projects/issues/new/choose), submit a [pull request](https://github.com/deepmodeling/deepmodeling-projects/pulls), or directly edit the [projects.yaml](https://github.com/deepmodeling/deepmodeling-projects/edit/main/projects.yaml). Contributions are very welcome!
+This curated list contains 38 awesome open-source projects with a total of 4.4K stars grouped into 0 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/deepmodeling/deepmodeling-projects/issues/new/choose), submit a [pull request](https://github.com/deepmodeling/deepmodeling-projects/pulls), or directly edit the [projects.yaml](https://github.com/deepmodeling/deepmodeling-projects/edit/main/projects.yaml). Contributions are very welcome!
 
 > 🧙‍♂️  Discover other [best-of lists](https://best-of.org) or [create your own](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md).
 
@@ -44,9 +44,9 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 
 <a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>
 
-<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>
+<details><summary><b><a href="https://github.com/deepmodeling/deepmd-kit">DeePMD-kit</a></b> (🥇29 ·  ⭐ 1.8K) - 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) (👨‍💻 83 · 🔀 550 · 📥 60K · 📦 38 · 📋 920 - 9% open · ⏱️ 09.09.2025):
+- [GitHub](https://github.com/deepmodeling/deepmd-kit) (👨‍💻 83 · 🔀 550 · 📥 61K · 📦 38 · 📋 920 - 8% open · ⏱️ 18.09.2025):
 
 	```
 	git clone https://github.com/deepmodeling/deepmd-kit
@@ -55,27 +55,27 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 	```
 	pip install deepmd-kit
 	```
-- [Conda](https://anaconda.org/conda-forge/deepmd-kit) (📥 2.1M · ⏱️ 11.06.2025):
+- [Conda](https://anaconda.org/conda-forge/deepmd-kit) (📥 2.1M · ⏱️ 12.09.2025):
 	```
 	conda install -c conda-forge deepmd-kit
 	```
 - [npm](https://www.npmjs.com/package/deepmd-kit) (📥 5 / month):
 	```
 	npm install deepmd-kit
 	```
-- [Docker Hub](https://hub.docker.com/r/deepmodeling/deepmd-kit) (📥 4.1K · ⭐ 1 · ⏱️ 12.06.2025):
+- [Docker Hub](https://hub.docker.com/r/deepmodeling/deepmd-kit) (📥 4.2K · ⭐ 1 · ⏱️ 12.06.2025):
 	```
 	docker pull deepmodeling/deepmd-kit
 	```
 </details>
 <details><summary><b><a href="https://github.com/deepmodeling/dpgen">DP-GEN</a></b> (🥇24 ·  ⭐ 360) - The deep potential generator to generate a deep-learning based model of interatomic potential energy and force field. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
 
-- [GitHub](https://github.com/deepmodeling/dpgen) (👨‍💻 72 · 🔀 180 · 📥 2K · 📦 8 · 📋 330 - 9% open · ⏱️ 10.09.2025):
+- [GitHub](https://github.com/deepmodeling/dpgen) (👨‍💻 72 · 🔀 180 · 📥 2K · 📦 8 · 📋 330 - 9% open · ⏱️ 18.09.2025):
 
 	```
 	git clone https://github.com/deepmodeling/dpgen
 	```
-- [PyPi](https://pypi.org/project/dpgen) (📥 730 / month):
+- [PyPi](https://pypi.org/project/dpgen) (📥 920 / month):
 	```
 	pip install dpgen
 	```
@@ -86,12 +86,12 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 </details>
 <details><summary><b><a href="https://github.com/deepmodeling/dpdata">dpdata</a></b> (🥇24 ·  ⭐ 220) - A Python package for manipulating atomistic data of software in computational science. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
 
-- [GitHub](https://github.com/deepmodeling/dpdata) (👨‍💻 67 · 🔀 140 · 📦 150 · 📋 130 - 21% open · ⏱️ 10.09.2025):
+- [GitHub](https://github.com/deepmodeling/dpdata) (👨‍💻 67 · 🔀 140 · 📦 150 · 📋 130 - 20% open · ⏱️ 18.09.2025):
 
 	```
 	git clone https://github.com/deepmodeling/dpdata
 	```
-- [PyPi](https://pypi.org/project/dpdata) (📥 22K / month):
+- [PyPi](https://pypi.org/project/dpdata) (📥 24K / month):
 	```
 	pip install dpdata
 	```
@@ -106,7 +106,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 </details>
 <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 · 📋 2.4K - 6% open · ⏱️ 11.09.2025):
+- [GitHub](https://github.com/deepmodeling/abacus-develop) (👨‍💻 130 · 🔀 140 · 📋 2.3K - 6% open · ⏱️ 17.09.2025):
 
 	```
 	git clone https://github.com/deepmodeling/abacus-develop
@@ -116,14 +116,14 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 	conda install -c conda-forge abacus
 	```
 </details>
-<details><summary><b><a href="https://github.com/deepmodeling/dpdispatcher">dpdispatcher</a></b> (🥈23 ·  ⭐ 52) - 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>
+<details><summary><b><a href="https://github.com/deepmodeling/dpdispatcher">dpdispatcher</a></b> (🥇24 ·  ⭐ 52 · 📈) - 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) (👨‍💻 48 · 🔀 56 · 📦 69 · 📋 94 - 19% open · ⏱️ 07.09.2025):
+- [GitHub](https://github.com/deepmodeling/dpdispatcher) (👨‍💻 48 · 🔀 56 · 📦 69 · 📋 95 - 18% open · ⏱️ 18.09.2025):
 
 	```
 	git clone https://github.com/deepmodeling/dpdispatcher
 	```
-- [PyPi](https://pypi.org/project/dpdispatcher) (📥 3.9K / month):
+- [PyPi](https://pypi.org/project/dpdispatcher) (📥 5.3K / month):
 	```
 	pip install dpdispatcher
 	```
@@ -136,14 +136,14 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 	docker pull dptechnology/dpdispatcher
 	```
 </details>
-<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>
+<details><summary><b><a href="https://github.com/deepmodeling/reacnetgenerator">reacnetgenerator</a></b> (🥈19 ·  ⭐ 92 · 📉) - 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 · 🔀 40 · 📦 3 · 📋 130 - 5% open · ⏱️ 26.08.2025):
+- [GitHub](https://github.com/deepmodeling/reacnetgenerator) (👨‍💻 19 · 🔀 41 · 📦 3 · 📋 130 - 5% open · ⏱️ 26.08.2025):
 
 	```
 	git clone https://github.com/deepmodeling/reacnetgenerator
 	```
-- [PyPi](https://pypi.org/project/reacnetgenerator) (📥 730 / month):
+- [PyPi](https://pypi.org/project/reacnetgenerator) (📥 560 / month):
 	```
 	pip install reacnetgenerator
 	```
@@ -152,29 +152,21 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 	conda install -c conda-forge reacnetgenerator
 	```
 </details>
-<details><summary><b><a href="https://github.com/deepmodeling/deepflame-dev">DeepFlame</a></b> (🥈18 ·  ⭐ 190) - A deep learning empowered open-source platform for reacting flow simulations. <code><a href="http://bit.ly/2M0xdwT">GPL-3.0</a></code></summary>
+<details><summary><b><a href="https://github.com/deepmodeling/DeePTB">DeePTB</a></b> (🥈18 ·  ⭐ 85) - 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/deepflame-dev) (👨‍💻 29 · 🔀 70 · 📋 56 - 42% 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 ·  ⭐ 85 · 📈) - 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) (👨‍💻 12 · 🔀 22 · 📦 4 · 📋 51 - 33% open · ⏱️ 01.09.2025):
+- [GitHub](https://github.com/deepmodeling/DeePTB) (👨‍💻 12 · 🔀 23 · 📦 4 · 📋 51 - 33% open · ⏱️ 01.09.2025):
 
 	```
 	git clone https://github.com/deepmodeling/DeePTB
 	```
-- [PyPi](https://pypi.org/project/dptb) (📥 170 / month):
+- [PyPi](https://pypi.org/project/dptb) (📥 200 / month):
 	```
 	pip install dptb
 	```
 </details>
-<details><summary><b><a href="https://github.com/deepmodeling/dflow">dflow</a></b> (🥈18 ·  ⭐ 73 · 📉) - 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>
+<details><summary><b><a href="https://github.com/deepmodeling/dflow">dflow</a></b> (🥈18 ·  ⭐ 73) - 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 · ⏱️ 25.08.2025):
+- [GitHub](https://github.com/deepmodeling/dflow) (👨‍💻 23 · 🔀 29 · 📋 36 - 38% open · ⏱️ 16.09.2025):
 
 	```
 	git clone https://github.com/deepmodeling/dflow
@@ -187,19 +179,27 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 	```
 	conda install -c conda-forge dflow
 	```
-- [Docker Hub](https://hub.docker.com/r/dptechnology/dflow) (📥 15K · ⏱️ 25.08.2025):
+- [Docker Hub](https://hub.docker.com/r/dptechnology/dflow) (📥 15K · ⏱️ 16.09.2025):
 	```
 	docker pull dptechnology/dflow
 	```
 </details>
-<details><summary><b><a href="https://github.com/deepmodeling/jax-fem">JAX-FEM</a></b> (🥈16 ·  ⭐ 490 · 📈) - 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/deepflame-dev">DeepFlame</a></b> (🥈17 ·  ⭐ 190 · 📉) - 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) (👨‍💻 29 · 🔀 70 · 📋 56 - 42% open · ⏱️ 23.07.2025):
+
+	```
+	git clone https://github.com/deepmodeling/deepflame-dev
+	```
+</details>
+<details><summary><b><a href="https://github.com/deepmodeling/jax-fem">JAX-FEM</a></b> (🥈16 ·  ⭐ 490) - 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) (👨‍💻 15 · 🔀 79 · 📦 3 · 📋 61 - 54% open · ⏱️ 03.09.2025):
+- [GitHub](https://github.com/deepmodeling/jax-fem) (👨‍💻 15 · 🔀 80 · 📦 3 · 📋 61 - 54% open · ⏱️ 03.09.2025):
 
 	```
 	git clone https://github.com/deepmodeling/jax-fem
 	```
-- [PyPi](https://pypi.org/project/jax-fem) (📥 440 / month):
+- [PyPi](https://pypi.org/project/jax-fem) (📥 430 / month):
 	```
 	pip install jax-fem
 	```
@@ -211,7 +211,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 	```
 	git clone https://github.com/deepmodeling/dpgen2
 	```
-- [PyPi](https://pypi.org/project/dpgen2) (📥 56 / month):
+- [PyPi](https://pypi.org/project/dpgen2) (📥 69 / month):
 	```
 	pip install dpgen2
 	```
@@ -243,7 +243,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 	```
 	git clone https://github.com/deepmodeling/APEX
 	```
-- [PyPi](https://pypi.org/project/apex-flow) (📥 300 / month):
+- [PyPi](https://pypi.org/project/apex-flow) (📥 330 / month):
 	```
 	pip install apex-flow
 	```
@@ -260,14 +260,14 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 	conda install -c conda-forge dmff
 	```
 </details>
-<details><summary><b><a href="https://github.com/deepmodeling/dpgui">DP-GUI</a></b> (🥈13 ·  ⭐ 8 · 📈) - A web-based GUI for user inputs. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
+<details><summary><b><a href="https://github.com/deepmodeling/dpgui">DP-GUI</a></b> (🥈13 ·  ⭐ 8) - A web-based GUI for user inputs. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
 
 - [GitHub](https://github.com/deepmodeling/dpgui) (👨‍💻 4 · 🔀 5 · 📦 13 · ⏱️ 26.08.2025):
 
 	```
 	git clone https://github.com/deepmodeling/dpgui
 	```
-- [PyPi](https://pypi.org/project/dpgui) (📥 22K / month):
+- [PyPi](https://pypi.org/project/dpgui) (📥 19K / month):
 	```
 	pip install dpgui
 	```
@@ -279,12 +279,12 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 	```
 	git clone https://github.com/deepmodeling/rid-kit
 	```
-- [PyPi](https://pypi.org/project/rid-kit) (📥 33 / month):
+- [PyPi](https://pypi.org/project/rid-kit) (📥 27 / month):
 	```
 	pip install rid-kit
 	```
 </details>
-<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>
+<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) (👨‍💻 53 · ⏱️ 10.09.2025):
 
@@ -299,17 +299,21 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 	```
 	git clone https://github.com/deepmodeling/deepmodeling_sphinx
 	```
-- [PyPi](https://pypi.org/project/deepmodeling_sphinx) (📥 2K / month):
+- [PyPi](https://pypi.org/project/deepmodeling_sphinx) (📥 2.1K / month):
 	```
 	pip install deepmodeling_sphinx
 	```
 </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>
+<details><summary><b><a href="https://github.com/deepmodeling/fealpy">fealpy</a></b> (🥉10 ·  ⭐ 6 · 📈) - Finite Element Analysis Library in Python. <code>Unlicensed</code></summary>
 
-- [GitHub](https://github.com/deepmodeling/blog) (👨‍💻 10 · 🔀 9 · ⏱️ 11.08.2025):
+- [GitHub](https://github.com/deepmodeling/fealpy) (👨‍💻 69 · 🔀 2 · ⏱️ 28.04.2025):
 
 	```
-	git clone https://github.com/deepmodeling/blog
+	git clone https://github.com/deepmodeling/fealpy
+	```
+- [PyPi](https://pypi.org/project/fealpy) (📥 1.1K / month):
+	```
+	pip install fealpy
 	```
 </details>
 <details><summary><b><a href="https://github.com/deepmodeling/fpop">fpop</a></b> (🥉10 ·  ⭐ 3 · 💤) -  <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
@@ -319,7 +323,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 	```
 	git clone https://github.com/deepmodeling/fpop
 	```
-- [PyPi](https://pypi.org/project/fpop) (📥 1.1K / month):
+- [PyPi](https://pypi.org/project/fpop) (📥 1.7K / month):
 	```
 	pip install fpop
 	```
@@ -334,25 +338,21 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 </details>
 <details><summary><b><a href="https://github.com/deepmodeling/AIS-Square">AIS-Square</a></b> (🥉9 ·  ⭐ 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 · ⏱️ 08.09.2025):
+- [GitHub](https://github.com/deepmodeling/AIS-Square) (👨‍💻 8 · 🔀 8 · 📋 6 - 83% open · ⏱️ 15.09.2025):
 
 	```
 	git clone https://github.com/deepmodeling/AIS-Square
 	```
 </details>
-<details><summary><b><a href="https://github.com/deepmodeling/fealpy">fealpy</a></b> (🥉9 ·  ⭐ 6) - Finite Element Analysis Library in Python. <code>Unlicensed</code></summary>
+<details><summary><b><a href="https://github.com/deepmodeling/blog">Blog</a></b> (🥉9 ·  ⭐ 3 · 📉) - DeepModeling Blog. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
 
-- [GitHub](https://github.com/deepmodeling/fealpy) (👨‍💻 69 · 🔀 2 · ⏱️ 28.04.2025):
+- [GitHub](https://github.com/deepmodeling/blog) (👨‍💻 10 · 🔀 9 · ⏱️ 11.08.2025):
 
 	```
-	git clone https://github.com/deepmodeling/fealpy
-	```
-- [PyPi](https://pypi.org/project/fealpy) (📥 260 / month):
-	```
-	pip install fealpy
+	git clone https://github.com/deepmodeling/blog
 	```
 </details>
-<details><summary><b><a href="https://github.com/deepmodeling/args">args</a></b> (🥉9 ·  ⭐ 2 · 📉) - DeepModeling dargs arguments generation. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
+<details><summary><b><a href="https://github.com/deepmodeling/args">args</a></b> (🥉9 ·  ⭐ 2) - DeepModeling dargs arguments generation. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
 
 - [GitHub](https://github.com/deepmodeling/args) (👨‍💻 3 · 🔀 2 · 📦 5 · ⏱️ 12.08.2025):
 
@@ -371,7 +371,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 	```
 	git clone https://github.com/deepmodeling/dpti
 	```
-- [PyPi](https://pypi.org/project/dpti) (📥 14 / month):
+- [PyPi](https://pypi.org/project/dpti) (📥 17 / month):
 	```
 	pip install dpti
 	```
@@ -388,9 +388,9 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
 	docker pull dptechnology/unifold
 	```
 </details>
-<details><summary><b><a href="https://github.com/deepmodeling/community">community</a></b> (🥉7 ·  ⭐ 88 · 📉) - DeepModeling community content. <code>Unlicensed</code></summary>
+<details><summary><b><a href="https://github.com/deepmodeling/community">community</a></b> (🥉7 ·  ⭐ 89) - DeepModeling community content. <code>Unlicensed</code></summary>
 
-- [GitHub](https://github.com/deepmodeling/community) (👨‍💻 19 · 🔀 23 · ⏱️ 12.06.2025):
+- [GitHub](https://github.com/deepmodeling/community) (👨‍💻 19 · 🔀 24 · ⏱️ 12.06.2025):
 
 	```
 	git clone https://github.com/deepmodeling/community