From bb227d5ad493824f9038aae05632156f41bead8c Mon Sep 17 00:00:00 2001
From: njzjz <9496702+njzjz@users.noreply.github.com>
Date: Thu, 6 Nov 2025 18:05:29 +0000
Subject: [PATCH] Update best-of list for version 2025.11.06
---
README.md | 156 ++++++++++++++++----------------
history/2025-11-06_changes.md | 15 +++
history/2025-11-06_projects.csv | 39 ++++++++
latest-changes.md | 16 +++-
4 files changed, 147 insertions(+), 79 deletions(-)
create mode 100644 history/2025-11-06_changes.md
create mode 100644 history/2025-11-06_projects.csv
diff --git a/README.md b/README.md
index fb34505..9e39387 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@
-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!
+This curated list contains 38 awesome open-source projects with a total of 4.5K 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).
@@ -46,52 +46,52 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
DeePMD-kit (🥇29 · ⭐ 1.8K) - A deep learning package for many-body potential energy representation and molecular dynamics. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/deepmd-kit) (👨💻 83 · 🔀 550 · 📥 63K · 📦 38 · 📋 930 - 8% open · ⏱️ 20.10.2025):
+- [GitHub](https://github.com/deepmodeling/deepmd-kit) (👨💻 84 · 🔀 550 · 📥 63K · 📦 39 · 📋 940 - 8% open · ⏱️ 05.11.2025):
```
git clone https://github.com/deepmodeling/deepmd-kit
```
-- [PyPi](https://pypi.org/project/deepmd-kit) (📥 7.4K / month):
+- [PyPi](https://pypi.org/project/deepmd-kit) (📥 8.6K / month):
```
pip install deepmd-kit
```
-- [Conda](https://anaconda.org/conda-forge/deepmd-kit) (📥 2.2M · ⏱️ 01.10.2025):
+- [Conda](https://anaconda.org/conda-forge/deepmd-kit) (📥 2.3M · ⏱️ 05.11.2025):
```
conda install -c conda-forge deepmd-kit
```
-- [npm](https://www.npmjs.com/package/deepmd-kit) (📥 71 / month):
+- [npm](https://www.npmjs.com/package/deepmd-kit) (📥 69 / month):
```
npm install deepmd-kit
```
-- [Docker Hub](https://hub.docker.com/r/deepmodeling/deepmd-kit) (📥 4.6K · ⭐ 1 · ⏱️ 02.10.2025):
+- [Docker Hub](https://hub.docker.com/r/deepmodeling/deepmd-kit) (📥 4.7K · ⭐ 1 · ⏱️ 02.10.2025):
```
docker pull deepmodeling/deepmd-kit
```
DP-GEN (🥇24 · ⭐ 360) - The deep potential generator to generate a deep-learning based model of interatomic potential energy and force field. LGPL-3.0
+DP-GEN (🥇24 · ⭐ 370) - The deep potential generator to generate a deep-learning based model of interatomic potential energy and force field. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/dpgen) (👨💻 73 · 🔀 180 · 📥 2K · 📦 8 · 📋 330 - 9% open · ⏱️ 20.10.2025):
+- [GitHub](https://github.com/deepmodeling/dpgen) (👨💻 73 · 🔀 180 · 📥 2K · 📦 8 · 📋 330 - 9% open · ⏱️ 05.11.2025):
```
git clone https://github.com/deepmodeling/dpgen
```
-- [PyPi](https://pypi.org/project/dpgen) (📥 1.1K / month):
+- [PyPi](https://pypi.org/project/dpgen) (📥 3.3K / month):
```
pip install dpgen
```
-- [Conda](https://anaconda.org/conda-forge/dpgen) (📥 45K · ⏱️ 07.08.2025):
+- [Conda](https://anaconda.org/conda-forge/dpgen) (📥 46K · ⏱️ 07.08.2025):
```
conda install -c conda-forge dpgen
```
dpdata (🥇24 · ⭐ 220) - A Python package for manipulating atomistic data of software in computational science. LGPL-3.0
+dpdata (🥇24 · ⭐ 230) - A Python package for manipulating atomistic data of software in computational science. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/dpdata) (👨💻 67 · 🔀 140 · 📦 150 · 📋 130 - 20% open · ⏱️ 21.10.2025):
+- [GitHub](https://github.com/deepmodeling/dpdata) (👨💻 67 · 🔀 140 · 📦 150 · 📋 130 - 20% open · ⏱️ 05.11.2025):
```
git clone https://github.com/deepmodeling/dpdata
```
-- [PyPi](https://pypi.org/project/dpdata) (📥 20K / month):
+- [PyPi](https://pypi.org/project/dpdata) (📥 22K / month):
```
pip install dpdata
```
@@ -106,28 +106,28 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
ABACUS (🥇24 · ⭐ 220) - An electronic structure package based on either plane wave basis or numerical atomic orbitals. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/abacus-develop) (👨💻 130 · 🔀 140 · 📋 2.4K - 6% open · ⏱️ 22.10.2025):
+- [GitHub](https://github.com/deepmodeling/abacus-develop) (👨💻 130 · 🔀 140 · 📋 2.4K - 7% open · ⏱️ 06.11.2025):
```
git clone https://github.com/deepmodeling/abacus-develop
```
-- [Conda](https://anaconda.org/conda-forge/abacus) (📥 510K · ⏱️ 23.10.2025):
+- [Conda](https://anaconda.org/conda-forge/abacus) (📥 520K · ⏱️ 04.11.2025):
```
conda install -c conda-forge abacus
```
dpdispatcher (🥇24 · ⭐ 52) - generate HPC scheduler systems jobs input scripts and submit these scripts to HPC systems and poke until they finish. LGPL-3.0
+dpdispatcher (🥇24 · ⭐ 53) - generate HPC scheduler systems jobs input scripts and submit these scripts to HPC systems and poke until they finish. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/dpdispatcher) (👨💻 48 · 🔀 56 · 📦 69 · 📋 95 - 18% open · ⏱️ 13.10.2025):
+- [GitHub](https://github.com/deepmodeling/dpdispatcher) (👨💻 48 · 🔀 56 · 📦 69 · 📋 95 - 18% open · ⏱️ 04.11.2025):
```
git clone https://github.com/deepmodeling/dpdispatcher
```
-- [PyPi](https://pypi.org/project/dpdispatcher) (📥 7K / month):
+- [PyPi](https://pypi.org/project/dpdispatcher) (📥 8.3K / month):
```
pip install dpdispatcher
```
-- [Conda](https://anaconda.org/conda-forge/dpdispatcher) (📥 34K · ⏱️ 03.10.2025):
+- [Conda](https://anaconda.org/conda-forge/dpdispatcher) (📥 35K · ⏱️ 03.10.2025):
```
conda install -c conda-forge dpdispatcher
```
@@ -143,11 +143,11 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
```
git clone https://github.com/deepmodeling/reacnetgenerator
```
-- [PyPi](https://pypi.org/project/reacnetgenerator) (📥 1.7K / month):
+- [PyPi](https://pypi.org/project/reacnetgenerator) (📥 610 / month):
```
pip install reacnetgenerator
```
-- [Conda](https://anaconda.org/conda-forge/reacnetgenerator) (📥 670K · ⏱️ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/reacnetgenerator) (📥 680K · ⏱️ 22.04.2025):
```
conda install -c conda-forge reacnetgenerator
```
@@ -174,7 +174,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
DeepFlame (🥈17 · ⭐ 190) - A deep learning empowered open-source platform for reacting flow simulations. GPL-3.0
-- [GitHub](https://github.com/deepmodeling/deepflame-dev) (👨💻 29 · 🔀 70 · 📋 57 - 42% open · ⏱️ 23.07.2025):
+- [GitHub](https://github.com/deepmodeling/deepflame-dev) (👨💻 29 · 🔀 72 · 📋 58 - 43% open · ⏱️ 23.07.2025):
```
git clone https://github.com/deepmodeling/deepflame-dev
@@ -182,28 +182,16 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
JAX-FEM (🥈16 · ⭐ 510) - Differentiable Finite Element Method with JAX. GPL-3.0
-- [GitHub](https://github.com/deepmodeling/jax-fem) (👨💻 17 · 🔀 83 · 📦 3 · 📋 63 - 52% open · ⏱️ 05.10.2025):
+- [GitHub](https://github.com/deepmodeling/jax-fem) (👨💻 17 · 🔀 84 · 📦 3 · 📋 66 - 51% open · ⏱️ 05.11.2025):
```
git clone https://github.com/deepmodeling/jax-fem
```
-- [PyPi](https://pypi.org/project/jax-fem) (📥 340 / month):
+- [PyPi](https://pypi.org/project/jax-fem) (📥 430 / month):
```
pip install jax-fem
```
DeePTB (🥈16 · ⭐ 90) - DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy. LGPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/DeePTB) (👨💻 12 · 🔀 24 · 📦 4 · 📋 55 - 36% open · ⏱️ 24.09.2025):
-
- ```
- git clone https://github.com/deepmodeling/DeePTB
- ```
-- [PyPi](https://pypi.org/project/dptb) (📥 250 / month):
- ```
- pip install dptb
- ```
-DPGEN2 (🥈16 · ⭐ 40) - 2nd generation of the Deep Potential GENerator. LGPL-3.0
- [GitHub](https://github.com/deepmodeling/dpgen2) (👨💻 18 · 🔀 35 · 📦 6 · 📋 45 - 37% open · ⏱️ 30.09.2025):
@@ -211,7 +199,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
```
git clone https://github.com/deepmodeling/dpgen2
```
-- [PyPi](https://pypi.org/project/dpgen2) (📥 82 / month):
+- [PyPi](https://pypi.org/project/dpgen2) (📥 74 / month):
```
pip install dpgen2
```
@@ -227,30 +215,30 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
```
git clone https://github.com/deepmodeling/dargs
```
-- [PyPi](https://pypi.org/project/dargs) (📥 23K / month):
+- [PyPi](https://pypi.org/project/dargs) (📥 28K / month):
```
pip install dargs
```
-- [Conda](https://anaconda.org/conda-forge/dargs) (📥 54K · ⏱️ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/dargs) (📥 55K · ⏱️ 22.04.2025):
```
conda install -c conda-forge dargs
```
APEX (🥈14 · ⭐ 37) - APEX: Alloy Properties EXplorer using simulations. LGPL-3.0
+DeePTB (🥈15 · ⭐ 91 · 📉) - DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/APEX) (👨💻 7 · 🔀 22 · 📦 4 · 📋 9 - 11% open · ⏱️ 10.04.2025):
+- [GitHub](https://github.com/deepmodeling/DeePTB) (👨💻 12 · 🔀 24 · 📦 4 · 📋 55 - 36% open · ⏱️ 24.09.2025):
```
- git clone https://github.com/deepmodeling/APEX
+ git clone https://github.com/deepmodeling/DeePTB
```
-- [PyPi](https://pypi.org/project/apex-flow) (📥 500 / month):
+- [PyPi](https://pypi.org/project/dptb) (📥 290 / month):
```
- pip install apex-flow
+ pip install dptb
```
DMFF (🥈13 · ⭐ 180) - DMFF (Differentiable Molecular Force Field) is a Jax-based python package that provides a full differentiable.. LGPL-3.0
+DMFF (🥈14 · ⭐ 180 · 📈) - DMFF (Differentiable Molecular Force Field) is a Jax-based python package that provides a full differentiable.. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/DMFF) (👨💻 16 · 🔀 47 · 📋 28 - 32% open · ⏱️ 06.08.2025):
+- [GitHub](https://github.com/deepmodeling/DMFF) (👨💻 17 · 🔀 47 · 📋 28 - 28% open · ⏱️ 06.08.2025):
```
git clone https://github.com/deepmodeling/DMFF
@@ -260,6 +248,18 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
conda install -c conda-forge dmff
```
APEX (🥈14 · ⭐ 40 · 💤) - APEX: Alloy Properties EXplorer using simulations. LGPL-3.0
+
+- [GitHub](https://github.com/deepmodeling/APEX) (👨💻 7 · 🔀 22 · 📦 4 · 📋 10 - 10% open · ⏱️ 10.04.2025):
+
+ ```
+ git clone https://github.com/deepmodeling/APEX
+ ```
+- [PyPi](https://pypi.org/project/apex-flow) (📥 440 / month):
+ ```
+ pip install apex-flow
+ ```
+DP-GUI (🥈13 · ⭐ 8) - A web-based GUI for user inputs. LGPL-3.0
- [GitHub](https://github.com/deepmodeling/dpgui) (👨💻 4 · 🔀 5 · 📦 13 · ⏱️ 26.08.2025):
@@ -267,7 +267,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
```
git clone https://github.com/deepmodeling/dpgui
```
-- [PyPi](https://pypi.org/project/dpgui) (📥 8.9K / month):
+- [PyPi](https://pypi.org/project/dpgui) (📥 11K / month):
```
pip install dpgui
```
@@ -279,7 +279,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
```
git clone https://github.com/deepmodeling/rid-kit
```
-- [PyPi](https://pypi.org/project/rid-kit) (📥 80 / month):
+- [PyPi](https://pypi.org/project/rid-kit) (📥 69 / month):
```
pip install rid-kit
```
@@ -292,40 +292,40 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
git clone https://github.com/deepmodeling/GPUMD
```
fealpy (🥉11 · ⭐ 6) - Finite Element Analysis Library in Python. Unlicensed
+fealpy (🥉11 · ⭐ 6 · 💤) - Finite Element Analysis Library in Python. Unlicensed
- [GitHub](https://github.com/deepmodeling/fealpy) (👨💻 69 · 🔀 2 · ⏱️ 28.04.2025):
```
git clone https://github.com/deepmodeling/fealpy
```
-- [PyPi](https://pypi.org/project/fealpy) (📥 1.9K / month):
+- [PyPi](https://pypi.org/project/fealpy) (📥 1.6K / month):
```
pip install fealpy
```
deepmodeling_sphinx (🥉11 · ⭐ 3) - Sphinx extension for DeepModeling projects. LGPL-3.0
+dpti (🥉10 · ⭐ 30 · 💤) - A Python Package to Automate Thermodynamic Integration Calculations for Free Energy. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/deepmodeling_sphinx) (👨💻 7 · 🔀 6 · ⏱️ 26.08.2025):
+- [GitHub](https://github.com/deepmodeling/dpti) (👨💻 17 · 🔀 21 · 📦 2 · 📋 10 - 90% open · ⏱️ 15.03.2025):
```
- git clone https://github.com/deepmodeling/deepmodeling_sphinx
+ git clone https://github.com/deepmodeling/dpti
```
-- [PyPi](https://pypi.org/project/deepmodeling_sphinx) (📥 1.4K / month):
+- [PyPi](https://pypi.org/project/dpti) (📥 53 / month):
```
- pip install deepmodeling_sphinx
+ pip install dpti
```
fpop (🥉10 · ⭐ 3 · 💤) - LGPL-3.0
+deepmodeling_sphinx (🥉10 · ⭐ 3 · 📉) - Sphinx extension for DeepModeling projects. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/fpop) (👨💻 4 · 🔀 12 · 📦 15 · ⏱️ 01.07.2024):
+- [GitHub](https://github.com/deepmodeling/deepmodeling_sphinx) (👨💻 8 · 🔀 6 · ⏱️ 04.11.2025):
```
- git clone https://github.com/deepmodeling/fpop
+ git clone https://github.com/deepmodeling/deepmodeling_sphinx
```
-- [PyPi](https://pypi.org/project/fpop) (📥 1.1K / month):
+- [PyPi](https://pypi.org/project/deepmodeling_sphinx) (📥 1.3K / month):
```
- pip install fpop
+ pip install deepmodeling_sphinx
```
args (🥉10 · ⭐ 2) - DeepModeling dargs arguments generation. LGPL-3.0
@@ -335,42 +335,42 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
```
git clone https://github.com/deepmodeling/args
```
-- [npm](https://www.npmjs.com/package/@deepmodeling/args) (📥 290 / month):
+- [npm](https://www.npmjs.com/package/@deepmodeling/args) (📥 220 / month):
```
npm install @deepmodeling/args
```
DeePKS-kit (🥉9 · ⭐ 110) - a package for developing machine learning-based chemically accurate energy and density functional models. LGPL-3.0
+DeePKS-kit (🥉9 · ⭐ 110 · 💤) - a package for developing machine learning-based chemically accurate energy and density functional models. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/deepks-kit) (👨💻 7 · 🔀 36 · 📋 31 - 45% open · ⏱️ 28.04.2025):
+- [GitHub](https://github.com/deepmodeling/deepks-kit) (👨💻 7 · 🔀 37 · 📋 31 - 45% open · ⏱️ 28.04.2025):
```
git clone https://github.com/deepmodeling/deepks-kit
```
dpti (🥉9 · ⭐ 30 · 💤) - A Python Package to Automate Thermodynamic Integration Calculations for Free Energy. LGPL-3.0
+AIS-Square (🥉9 · ⭐ 14) - LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/dpti) (👨💻 17 · 🔀 20 · 📦 2 · 📋 10 - 90% open · ⏱️ 15.03.2025):
+- [GitHub](https://github.com/deepmodeling/AIS-Square) (👨💻 8 · 🔀 8 · 📋 6 - 83% open · ⏱️ 05.11.2025):
```
- git clone https://github.com/deepmodeling/dpti
- ```
-- [PyPi](https://pypi.org/project/dpti) (📥 50 / month):
- ```
- pip install dpti
+ git clone https://github.com/deepmodeling/AIS-Square
```
AIS-Square (🥉9 · ⭐ 14) - LGPL-3.0
+fpop (🥉9 · ⭐ 3 · 💤) - LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/AIS-Square) (👨💻 8 · 🔀 8 · 📋 6 - 83% open · ⏱️ 13.10.2025):
+- [GitHub](https://github.com/deepmodeling/fpop) (👨💻 4 · 🔀 12 · 📦 15 · ⏱️ 01.07.2024):
```
- git clone https://github.com/deepmodeling/AIS-Square
+ git clone https://github.com/deepmodeling/fpop
+ ```
+- [PyPi](https://pypi.org/project/fpop) (📥 670 / month):
+ ```
+ pip install fpop
```
community (🥉8 · ⭐ 89) - DeepModeling community content. Unlicensed
-- [GitHub](https://github.com/deepmodeling/community) (👨💻 19 · 🔀 24 · ⏱️ 16.10.2025):
+- [GitHub](https://github.com/deepmodeling/community) (👨💻 19 · 🔀 23 · ⏱️ 03.11.2025):
```
git clone https://github.com/deepmodeling/community
@@ -378,7 +378,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
Blog (🥉8 · ⭐ 3) - DeepModeling Blog. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/blog) (👨💻 10 · 🔀 9 · ⏱️ 17.10.2025):
+- [GitHub](https://github.com/deepmodeling/blog) (👨💻 11 · 🔀 9 · ⏱️ 05.11.2025):
```
git clone https://github.com/deepmodeling/blog
@@ -396,7 +396,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
docker pull dptechnology/unifold
```
tutorials (🥉6 · ⭐ 15) - Tutorials for DeepModeling projects. Unlicensed
+tutorials (🥉6 · ⭐ 15 · 💤) - Tutorials for DeepModeling projects. Unlicensed
- [GitHub](https://github.com/deepmodeling/tutorials) (👨💻 12 · 🔀 23 · 📋 4 - 25% open · ⏱️ 03.04.2025):
@@ -420,7 +420,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
git clone https://github.com/deepmodeling/docs
```
AI4Science101 (🥉5 · ⭐ 97 · 💤) - AI for Science. Unlicensed
+AI4Science101 (🥉5 · ⭐ 98 · 💤) - AI for Science. Unlicensed
- [GitHub](https://github.com/deepmodeling/AI4Science101) (👨💻 5 · 🔀 15 · ⏱️ 04.09.2022):
@@ -470,7 +470,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.4K
openfinite (🥉1 · ⭐ 1 · 💤) - LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/openfinite) (👨💻 2 · 🔀 1 · ⏱️ 06.10.2021):
+- [GitHub](https://github.com/deepmodeling/openfinite) (👨💻 2 · 🔀 2 · ⏱️ 06.10.2021):
```
git clone https://github.com/deepmodeling/openfinite
diff --git a/history/2025-11-06_changes.md b/history/2025-11-06_changes.md
new file mode 100644
index 0000000..086b22d
--- /dev/null
+++ b/history/2025-11-06_changes.md
@@ -0,0 +1,15 @@
+## 📈 Trending Up
+
+_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._
+
+- DMFF (🥈14 · ⭐ 180 · 📈) - DMFF (Differentiable Molecular Force Field) is a Jax-based python package that provides a full differentiable.. LGPL-3.0
+- dpti (🥉10 · ⭐ 30 · 💤) - A Python Package to Automate Thermodynamic Integration Calculations for Free Energy. LGPL-3.0
+
+## 📉 Trending Down
+
+_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
+
+- DeePTB (🥈15 · ⭐ 91 · 📉) - DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy. LGPL-3.0
+- deepmodeling_sphinx (🥉10 · ⭐ 3 · 📉) - Sphinx extension for DeepModeling projects. LGPL-3.0
+- fpop (🥉9 · ⭐ 3 · 💤) - LGPL-3.0
+
diff --git a/history/2025-11-06_projects.csv b/history/2025-11-06_projects.csv
new file mode 100644
index 0000000..3935ee4
--- /dev/null
+++ b/history/2025-11-06_projects.csv
@@ -0,0 +1,39 @@
+,name,github_id,pypi_id,conda_id,npm_id,dockerhub_id,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,github_release_downloads,monthly_downloads,release_count,description,dependent_project_count,github_dependent_project_count,contributor_count,pypi_url,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,npm_url,npm_monthly_downloads,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,projectrank,show,category,projectrank_placing,trending
+0,DeePMD-kit,deepmodeling/deepmd-kit,deepmd-kit,conda-forge/deepmd-kit,deepmd-kit,deepmodeling/deepmd-kit,https://github.com/deepmodeling/deepmd-kit,https://github.com/deepmodeling/deepmd-kit,LGPL-3.0,2017-12-12 15:23:44,2025-11-05 16:23:52.000000,2025-11-05 13:20:05,3425,73.0,551.0,46.0,2558.0,84.0,852.0,1784,2025-09-30 18:02:36,3.1.1,63498.0,51053.0,59.0,A deep learning package for many-body potential energy representation and molecular dynamics.,39.0,39.0,84.0,https://pypi.org/project/deepmd-kit,8649.0,https://anaconda.org/conda-forge/deepmd-kit,2025-11-05 14:45:59.725,2277313.0,https://www.npmjs.com/package/deepmd-kit,69.0,https://hub.docker.com/r/deepmodeling/deepmd-kit,2025-10-02 09:57:59.589522,1.0,4660.0,29,True,others,1,
+1,DP-GEN,deepmodeling/dpgen,dpgen,conda-forge/dpgen,,,https://github.com/deepmodeling/dpgen,https://github.com/deepmodeling/dpgen,LGPL-3.0,2019-06-13 11:43:56,2025-11-05 10:34:54.000000,2025-11-05 10:34:52,2222,26.0,175.0,10.0,935.0,32.0,297.0,366,2025-08-07 07:42:12,0.13.2,2017.0,4051.0,21.0,The deep potential generator to generate a deep-learning based model of interatomic potential energy and force field.,8.0,8.0,73.0,https://pypi.org/project/dpgen,3319.0,https://anaconda.org/conda-forge/dpgen,2025-08-07 18:05:24.933,45815.0,,,,,,,24,True,others,1,
+2,dpdata,deepmodeling/dpdata,dpdata,conda-forge/dpdata,,dptechnology/dpdata,https://github.com/deepmodeling/dpdata,https://github.com/deepmodeling/dpdata,LGPL-3.0,2019-04-12 13:24:23,2025-11-05 10:35:05.000000,2025-11-05 10:35:03,877,30.0,144.0,5.0,632.0,27.0,102.0,227,2025-10-21 07:55:49,1.0.0,,23781.0,42.0,A Python package for manipulating atomistic data of software in computational science.,148.0,148.0,67.0,https://pypi.org/project/dpdata,21995.0,https://anaconda.org/conda-forge/dpdata,2025-10-21 10:00:11.600,112054.0,,,https://hub.docker.com/r/dptechnology/dpdata,2023-06-02 09:30:14.674068,,651.0,24,True,others,1,
+3,ABACUS,deepmodeling/abacus-develop,,conda-forge/abacus,,,https://github.com/deepmodeling/abacus-develop,https://github.com/deepmodeling/abacus-develop,LGPL-3.0,2021-02-01 04:04:52,2025-11-06 15:08:52.000000,2025-11-06 15:08:51,7495,127.0,145.0,9.0,4134.0,173.0,2230.0,223,2025-10-24 07:33:35,3.9.0.17,,18516.0,82.0,An electronic structure package based on either plane wave basis or numerical atomic orbitals.,,,134.0,,,https://anaconda.org/conda-forge/abacus,2025-11-04 17:20:43.792,518463.0,,,,,,,24,True,others,1,
+4,dpdispatcher,deepmodeling/dpdispatcher,dpdispatcher,conda-forge/dpdispatcher,,dptechnology/dpdispatcher,https://github.com/deepmodeling/dpdispatcher,https://github.com/deepmodeling/dpdispatcher,LGPL-3.0,2020-12-08 05:14:37,2025-11-04 09:58:06.000000,2025-11-04 09:58:06,1127,19.0,56.0,4.0,434.0,18.0,77.0,53,2025-10-03 08:44:51,0.6.12,,11529.0,52.0,generate HPC scheduler systems jobs input scripts and submit these scripts to HPC systems and poke until they finish.,69.0,69.0,48.0,https://pypi.org/project/dpdispatcher,8304.0,https://anaconda.org/conda-forge/dpdispatcher,2025-10-03 17:00:35.744,34644.0,,,https://hub.docker.com/r/dptechnology/dpdispatcher,2025-10-03 08:49:29.599726,,136554.0,24,True,others,1,
+5,reacnetgenerator,deepmodeling/reacnetgenerator,reacnetgenerator,conda-forge/reacnetgenerator,,,https://github.com/deepmodeling/reacnetgenerator,https://github.com/deepmodeling/reacnetgenerator,LGPL-3.0,2018-04-06 15:07:56,2025-11-03 20:35:37.000000,2025-10-02 19:21:25,2544,4.0,41.0,5.0,2250.0,7.0,124.0,95,2025-01-05 07:30:15,1.6.15,,10911.0,100.0,an automatic reaction network generator for reactive molecular dynamics simulation.,3.0,3.0,19.0,https://pypi.org/project/reacnetgenerator,609.0,https://anaconda.org/conda-forge/reacnetgenerator,2025-04-22 14:57:18.750,679941.0,,,,,,,19,True,others,2,
+6,dflow,deepmodeling/dflow,dflow,conda-forge/dflow,,dptechnology/dflow,https://github.com/deepmodeling/dflow,https://github.com/deepmodeling/dflow,LGPL-3.0,2022-01-21 08:14:36,2025-09-23 12:38:05.455745,2025-09-23 12:35:28,2273,24.0,29.0,,912.0,13.0,23.0,73,2025-09-23 12:35:55,1.8.132,,336.0,100.0,Dflow is a Python framework for constructing scientific computing workflows (e.g. concurrent learning workflows)..,,,23.0,https://pypi.org/project/dflow,,https://anaconda.org/conda-forge/dflow,,,,,https://hub.docker.com/r/dptechnology/dflow,2025-09-23 12:38:05.455745,,15480.0,19,True,others,2,
+7,DeepFlame,deepmodeling/deepflame-dev,,,,,https://github.com/deepmodeling/deepflame-dev,https://github.com/deepmodeling/deepflame-dev,GPL-3.0,2022-06-12 10:25:12,2025-10-11 12:17:42.000000,2025-07-23 10:47:26,1176,,72.0,6.0,509.0,25.0,33.0,192,2025-06-26 04:29:15,1.6.0,,,22.0,A deep learning empowered open-source platform for reacting flow simulations.,,,29.0,,,,,,,,,,,,17,True,others,2,
+8,JAX-FEM,deepmodeling/jax-fem,jax-fem,,,,https://github.com/deepmodeling/jax-fem,https://github.com/deepmodeling/jax-fem,GPL-3.0,2023-10-02 15:20:54,2025-11-05 08:39:40.000000,2025-11-05 08:36:33,271,28.0,84.0,12.0,13.0,34.0,32.0,513,,,,431.0,,Differentiable Finite Element Method with JAX.,3.0,3.0,17.0,https://pypi.org/project/jax-fem,431.0,,,,,,,,,,16,True,others,2,
+9,DPGEN2,deepmodeling/dpgen2,dpgen2,,,dptechnology/dpgen2,https://github.com/deepmodeling/dpgen2,https://github.com/deepmodeling/dpgen2,LGPL-3.0,2022-02-28 02:41:16,2025-09-30 04:46:19.917101,2025-09-30 04:44:34,344,5.0,35.0,5.0,266.0,17.0,28.0,40,2023-01-28 03:43:25,0.0.7,,165.0,7.0,2nd generation of the Deep Potential GENerator.,6.0,6.0,18.0,https://pypi.org/project/dpgen2,74.0,,,,,,https://hub.docker.com/r/dptechnology/dpgen2,2025-09-30 04:46:19.917101,,4135.0,16,True,others,2,
+10,dargs,deepmodeling/dargs,dargs,conda-forge/dargs,,,https://github.com/deepmodeling/dargs,https://github.com/deepmodeling/dargs,LGPL-3.0,2020-09-19 22:20:28,2025-11-03 20:35:25.000000,2025-08-18 11:52:31,164,1.0,3.0,4.0,83.0,2.0,7.0,6,2024-11-21 03:25:26,0.4.10,,28550.0,31.0,Argument processing for the deep modeling project.,151.0,151.0,7.0,https://pypi.org/project/dargs,27557.0,https://anaconda.org/conda-forge/dargs,2025-04-22 14:57:50.542,54619.0,,,,,,,16,True,others,2,
+11,DeePTB,deepmodeling/DeePTB,dptb,,,,https://github.com/deepmodeling/DeePTB,https://github.com/deepmodeling/DeePTB,LGPL-3.0,2023-07-11 03:19:42,2025-09-24 02:05:10.000000,2025-09-24 02:04:13,801,6.0,24.0,2.0,220.0,20.0,35.0,91,2025-05-07 14:02:40,2.2.0,,292.0,12.0,DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy.,4.0,4.0,12.0,https://pypi.org/project/dptb,292.0,,,,,,,,,,15,True,others,2,-1.0
+12,DMFF,deepmodeling/DMFF,,conda-forge/dmff,,,https://github.com/deepmodeling/DMFF,https://github.com/deepmodeling/DMFF,LGPL-3.0,2022-02-14 01:35:50,2025-09-13 02:27:07.000000,2025-08-06 00:16:18,438,,47.0,8.0,178.0,8.0,20.0,181,2023-11-09 14:32:37,1.0.0,,118.0,4.0,DMFF (Differentiable Molecular Force Field) is a Jax-based python package that provides a full differentiable..,,,17.0,,,https://anaconda.org/conda-forge/dmff,2025-04-22 14:58:55.028,2611.0,,,,,,,14,True,others,2,1.0
+13,APEX,deepmodeling/APEX,apex-flow,,,,https://github.com/deepmodeling/APEX,https://github.com/deepmodeling/APEX,LGPL-3.0,2023-04-20 06:13:42,2025-05-07 07:41:26.000000,2025-04-10 13:16:14,621,,22.0,6.0,88.0,1.0,9.0,40,2024-05-06 10:01:52,1.2.0,,436.0,4.0,APEX: Alloy Properties EXplorer using simulations.,4.0,4.0,7.0,https://pypi.org/project/apex-flow,436.0,,,,,,,,,,14,True,others,2,
+14,DP-GUI,deepmodeling/dpgui,dpgui,,,,https://github.com/deepmodeling/dpgui,https://github.com/deepmodeling/dpgui,LGPL-3.0,2021-07-21 18:48:23,2025-11-03 20:35:47.000000,2025-08-26 11:26:26,326,2.0,5.0,5.0,553.0,,1.0,8,2024-11-17 07:05:49,1.0.1.post0,,10883.0,5.0,A web-based GUI for user inputs.,13.0,13.0,4.0,https://pypi.org/project/dpgui,10883.0,,,,,,,,,,13,True,others,2,
+15,rid-kit,deepmodeling/rid-kit,rid-kit,,,,https://github.com/deepmodeling/rid-kit,https://github.com/deepmodeling/rid-kit,LGPL-3.0,2021-02-02 02:44:00,2025-03-31 04:23:22.000000,2025-03-31 04:21:54,477,,24.0,3.0,21.0,2.0,3.0,50,2024-05-14 03:25:35,0.6.4,148.0,71.0,5.0,Reinforced dynamics.,2.0,2.0,14.0,https://pypi.org/project/rid-kit,69.0,,,,,,,,,,12,True,others,3,
+16,GPUMD,deepmodeling/GPUMD,,,,,https://github.com/deepmodeling/GPUMD,https://github.com/deepmodeling/GPUMD,GPL-3.0,2024-06-18 05:40:21,2025-10-07 09:43:49.000000,2025-10-07 09:15:51,5870,214.0,,,,,,9,,,,,,Graphics Processing Units Molecular Dynamics.,,,53.0,,,,,,,,,,,,12,True,others,3,
+17,fealpy,deepmodeling/fealpy,fealpy,,,,https://github.com/deepmodeling/fealpy,https://github.com/deepmodeling/fealpy,,2023-04-10 03:58:57,2025-05-09 01:36:48.000000,2025-04-28 09:12:41,9611,,2.0,,1.0,,,6,,,,1602.0,,Finite Element Analysis Library in Python.,,,69.0,https://pypi.org/project/fealpy,1602.0,,,,,,,,,,11,True,others,3,
+18,dpti,deepmodeling/dpti,dpti,,,,https://github.com/deepmodeling/dpti,https://github.com/deepmodeling/dpti,LGPL-3.0,2021-04-04 13:57:37,2025-11-03 20:36:04.000000,2025-03-15 19:50:12,432,,21.0,5.0,83.0,9.0,1.0,30,,,,53.0,,A Python Package to Automate Thermodynamic Integration Calculations for Free Energy.,2.0,2.0,17.0,https://pypi.org/project/dpti,53.0,,,,,,,,,,10,True,others,3,1.0
+19,deepmodeling_sphinx,deepmodeling/deepmodeling_sphinx,deepmodeling_sphinx,,,,https://github.com/deepmodeling/deepmodeling_sphinx,https://github.com/deepmodeling/deepmodeling_sphinx,LGPL-3.0,2022-03-04 00:19:06,2025-11-04 11:10:54.000000,2025-11-04 11:10:53,79,2.0,6.0,4.0,73.0,,1.0,3,2025-03-22 17:20:41,0.3.1,,1294.0,25.0,Sphinx extension for DeepModeling projects.,,,8.0,https://pypi.org/project/deepmodeling_sphinx,1294.0,,,,,,,,,,10,True,others,3,-1.0
+20,args,deepmodeling/args,,,@deepmodeling/args,,https://github.com/deepmodeling/args,https://github.com/deepmodeling/args,LGPL-3.0,2021-12-27 03:27:24,2025-10-20 15:36:45.000000,2025-08-12 05:43:10,86,3.0,2.0,4.0,66.0,,,2,2025-03-06 02:44:56,0.1.1,,220.0,18.0,DeepModeling dargs arguments generation.,5.0,5.0,3.0,,,,,,https://www.npmjs.com/package/@deepmodeling/args,220.0,,,,,10,True,others,3,
+21,DeePKS-kit,deepmodeling/deepks-kit,,,,,https://github.com/deepmodeling/deepks-kit,https://github.com/deepmodeling/deepks-kit,LGPL-3.0,2020-07-29 03:27:50,2025-04-28 21:22:59.000000,2025-04-28 21:22:58,385,,37.0,12.0,47.0,14.0,17.0,113,,,,,,a package for developing machine learning-based chemically accurate energy and density functional models.,,,7.0,,,,,,,,,,,,9,True,others,3,
+22,AIS-Square,deepmodeling/AIS-Square,,,,,https://github.com/deepmodeling/AIS-Square,https://github.com/deepmodeling/AIS-Square,LGPL-3.0,2022-09-13 09:52:30,2025-11-05 06:27:54.000000,2025-11-05 06:27:54,1200,86.0,8.0,7.0,210.0,5.0,1.0,14,,,,,,,,,8.0,,,,,,,,,,,,9,True,others,3,
+23,fpop,deepmodeling/fpop,fpop,,,,https://github.com/deepmodeling/fpop,https://github.com/deepmodeling/fpop,LGPL-3.0,2023-02-10 03:16:47,2024-07-01 09:11:36.000000,2024-07-01 09:11:36,42,,12.0,8.0,25.0,4.0,,3,,,,671.0,,,15.0,15.0,4.0,https://pypi.org/project/fpop,671.0,,,,,,,,,,9,True,others,3,-1.0
+24,community,deepmodeling/community,,,,,https://github.com/deepmodeling/community,https://github.com/deepmodeling/community,,2021-05-06 04:50:02,2025-11-03 07:07:19.000000,2025-11-03 07:07:19,171,6.0,23.0,9.0,53.0,,2.0,89,,,,,,DeepModeling community content.,,,19.0,,,,,,,,,,,,8,True,others,3,
+25,Blog,deepmodeling/blog,,,,,https://github.com/deepmodeling/blog,https://github.com/deepmodeling/blog,LGPL-3.0,2021-06-10 23:11:55,2025-11-05 10:43:22.000000,2025-11-05 10:43:21,375,6.0,9.0,5.0,326.0,,,3,,,,,,DeepModeling Blog.,,,11.0,,,,,,,,,,,,8,True,others,3,
+26,Uni-Fold,deepmodeling/Uni-Fold,,,,dptechnology/unifold,https://github.com/deepmodeling/Uni-Fold,https://github.com/deepmodeling/Uni-Fold,Apache-2.0,2021-12-07 14:40:37,2024-04-11 02:15:21.000000,2022-08-18 15:27:32,29,,19.0,4.0,2.0,,1.0,92,,,,25.0,,,,,3.0,,,,,,,,https://hub.docker.com/r/dptechnology/unifold,2024-01-08 06:24:09.367953,,1193.0,7,True,others,3,
+27,tutorials,deepmodeling/tutorials,,,,,https://github.com/deepmodeling/tutorials,https://github.com/deepmodeling/tutorials,,2022-03-07 06:19:19,2025-04-03 06:16:39.000000,2025-04-03 06:16:39,146,,23.0,4.0,67.0,1.0,3.0,15,,,,,,Tutorials for DeepModeling projects.,,,12.0,,,,,,,,,,,,6,True,others,3,
+28,tbplas,deepmodeling/tbplas,,,,,https://github.com/deepmodeling/tbplas,https://github.com/deepmodeling/tbplas,,2024-02-29 03:21:24,2024-04-11 02:16:51.000000,2024-01-17 13:25:05,662,,5.0,8.0,2.0,3.0,,14,2024-03-01 09:33:35,1.6,,,1.0,Repository of TBPLaS (tight-binding package for large-scale simulation).,,,10.0,,,,,,,,,,,,6,True,others,3,
+29,docs,deepmodeling/docs,,,,,https://github.com/deepmodeling/docs,https://github.com/deepmodeling/docs,LGPL-3.0,2021-07-05 00:32:29,2024-10-28 21:42:38.000000,2024-10-28 21:42:38,28,,7.0,4.0,24.0,,,3,,,,,,The home page of DeepModeling documentation.,,,8.0,,,,,,,,,,,,6,True,others,3,
+30,AI4Science101,deepmodeling/AI4Science101,,,,,https://github.com/deepmodeling/AI4Science101,https://github.com/deepmodeling/AI4Science101,,2022-06-19 02:26:48,2024-04-11 02:15:55.000000,2022-09-04 02:06:18,139,,15.0,8.0,29.0,,1.0,98,,,,,,AI for Science.,,,5.0,,,,,,,,,,,,5,True,others,3,
+31,DeePDih,deepmodeling/DeePDih,,,,,https://github.com/deepmodeling/DeePDih,https://github.com/deepmodeling/DeePDih,MIT,2024-03-03 13:22:19,2025-08-05 23:30:28.000000,2025-08-05 23:30:28,63,,3.0,2.0,,,,6,2024-12-21 09:53:32,dpa-2-gfn2-xtb-tblite,6.0,0.0,1.0,Deep Potential driven molecular dihedral scan toolkit.,,,,,,,,,,,,,,,5,True,others,3,
+32,ADMP,deepmodeling/ADMP,,,,,https://github.com/deepmodeling/ADMP,https://github.com/deepmodeling/ADMP,,2021-12-26 07:22:47,2024-04-11 02:15:25.000000,2022-02-15 02:13:59,120,,3.0,,6.0,,,4,,,,,,Automatic Differentiation Multipole Moment Molecular Forcefield.,,,7.0,,,,,,,,,,,,5,True,others,3,
+33,DeepH-pack,deepmodeling/DeepH-pack,,,,,https://github.com/deepmodeling/DeepH-pack,https://github.com/deepmodeling/DeepH-pack,LGPL-3.0,2022-07-19 08:07:24,2024-04-11 02:16:01.000000,2023-12-28 12:48:09,56,,6.0,1.0,2.0,4.0,2.0,12,,,,,,Deep neural networks for density functional theory Hamiltonian.,,,6.0,,,,,,,,,,,,4,True,others,3,
+34,tutorials-cn,deepmodeling/tutorials-cn,,,,,https://github.com/deepmodeling/tutorials-cn,https://github.com/deepmodeling/tutorials-cn,LGPL-2.1,2022-03-30 07:39:32,2024-04-11 02:15:41.000000,2022-12-29 11:58:55,9,,8.0,4.0,13.0,,,6,,,,,,,,,4.0,,,,,,,,,,,,4,True,others,3,
+35,LibRI,deepmodeling/LibRI,,,,,https://github.com/deepmodeling/LibRI,https://github.com/deepmodeling/LibRI,GPL-3.0,2023-04-19 02:10:20,2025-02-18 05:21:27.000000,2025-01-10 16:30:29,127,,1.0,1.0,1.0,2.0,1.0,6,,,,,,,,,3.0,,,,,,,,,,,,2,True,others,3,
+36,openfinite,deepmodeling/openfinite,,,,,https://github.com/deepmodeling/openfinite,https://github.com/deepmodeling/openfinite,LGPL-3.0,2021-10-10 08:56:48,2024-04-11 02:15:14.000000,2021-10-06 08:13:39,13,,2.0,,1.0,,,1,,,,,,,,,2.0,,,,,,,,,,,,1,True,others,3,
+37,dflow-op-cutter,deepmodeling/dflow-op-cutter,,,,,https://github.com/deepmodeling/dflow-op-cutter,https://github.com/deepmodeling/dflow-op-cutter,,2022-06-24 01:31:42,2024-04-11 02:15:58.000000,2022-07-06 09:54:08,4,,2.0,3.0,1.0,,1.0,1,,,,,,,,,2.0,,,,,,,,,,,,-1,True,others,3,
diff --git a/latest-changes.md b/latest-changes.md
index f4397e2..086b22d 100644
--- a/latest-changes.md
+++ b/latest-changes.md
@@ -1 +1,15 @@
-Nothing changed from last update.
\ No newline at end of file
+## 📈 Trending Up
+
+_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._
+
+- DMFF (🥈14 · ⭐ 180 · 📈) - DMFF (Differentiable Molecular Force Field) is a Jax-based python package that provides a full differentiable.. LGPL-3.0
+- dpti (🥉10 · ⭐ 30 · 💤) - A Python Package to Automate Thermodynamic Integration Calculations for Free Energy. LGPL-3.0
+
+## 📉 Trending Down
+
+_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
+
+- DeePTB (🥈15 · ⭐ 91 · 📉) - DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy. LGPL-3.0
+- deepmodeling_sphinx (🥉10 · ⭐ 3 · 📉) - Sphinx extension for DeepModeling projects. LGPL-3.0
+- fpop (🥉9 · ⭐ 3 · 💤) - LGPL-3.0
+