From caae2158406d15a0535af79236932484a0a51833 Mon Sep 17 00:00:00 2001
From: njzjz <9496702+njzjz@users.noreply.github.com>
Date: Thu, 21 Aug 2025 18:04:35 +0000
Subject: [PATCH] Update best-of list for version 2025.08.21
---
README.md | 96 ++++++++++++++++-----------------
history/2025-08-21_changes.md | 14 +++++
history/2025-08-21_projects.csv | 39 ++++++++++++++
latest-changes.md | 10 +++-
4 files changed, 110 insertions(+), 49 deletions(-)
create mode 100644 history/2025-08-21_changes.md
create mode 100644 history/2025-08-21_projects.csv
diff --git a/README.md b/README.md
index ba893cd..d6232f7 100644
--- a/README.md
+++ b/README.md
@@ -44,9 +44,9 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
-DeePMD-kit (🥇28 · ⭐ 1.7K) - A deep learning package for many-body potential energy representation and molecular dynamics. LGPL-3.0
+DeePMD-kit (🥇29 · ⭐ 1.7K · 📈) - A deep learning package for many-body potential energy representation and molecular dynamics. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/deepmd-kit) (👨💻 79 · 🔀 540 · 📥 58K · 📦 37 · 📋 900 - 9% open · ⏱️ 11.06.2025):
+- [GitHub](https://github.com/deepmodeling/deepmd-kit) (👨💻 82 · 🔀 540 · 📥 58K · 📦 37 · 📋 910 - 9% open · ⏱️ 19.08.2025):
```
git clone https://github.com/deepmodeling/deepmd-kit
@@ -70,19 +70,19 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
ABACUS (🥇24 · ⭐ 210) - 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 · 🔀 150 · 📋 2.3K - 6% open · ⏱️ 11.08.2025):
+- [GitHub](https://github.com/deepmodeling/abacus-develop) (👨💻 130 · 🔀 140 · 📋 2.3K - 6% open · ⏱️ 20.08.2025):
```
git clone https://github.com/deepmodeling/abacus-develop
```
-- [Conda](https://anaconda.org/conda-forge/abacus) (📥 460K · ⏱️ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/abacus) (📥 470K · ⏱️ 22.04.2025):
```
conda install -c conda-forge abacus
```
DP-GEN (🥇23 · ⭐ 350) - 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) (👨💻 71 · 🔀 180 · 📥 2K · 📦 8 · 📋 320 - 14% open · ⏱️ 07.08.2025):
+- [GitHub](https://github.com/deepmodeling/dpgen) (👨💻 71 · 🔀 180 · 📥 2K · 📦 8 · 📋 320 - 14% open · ⏱️ 13.08.2025):
```
git clone https://github.com/deepmodeling/dpgen
@@ -98,7 +98,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
dpdata (🥇23 · ⭐ 220) - A Python package for manipulating atomistic data of software in computational science. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/dpdata) (👨💻 65 · 🔀 140 · 📦 140 · 📋 120 - 20% open · ⏱️ 03.08.2025):
+- [GitHub](https://github.com/deepmodeling/dpdata) (👨💻 65 · 🔀 140 · 📦 140 · 📋 120 - 20% open · ⏱️ 21.08.2025):
```
git clone https://github.com/deepmodeling/dpdata
@@ -152,7 +152,15 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
conda install -c conda-forge reacnetgenerator
```
dflow (🥈19 · ⭐ 73) - Dflow is a Python framework for constructing scientific computing workflows (e.g. concurrent learning workflows).. LGPL-3.0
+DeepFlame (🥈18 · ⭐ 190) - A deep learning empowered open-source platform for reacting flow simulations. GPL-3.0
+
+- [GitHub](https://github.com/deepmodeling/deepflame-dev) (👨💻 29 · 🔀 70 · 📋 52 - 38% open · ⏱️ 23.07.2025):
+
+ ```
+ git clone https://github.com/deepmodeling/deepflame-dev
+ ```
+dflow (🥈18 · ⭐ 73 · 📉) - Dflow is a Python framework for constructing scientific computing workflows (e.g. concurrent learning workflows).. LGPL-3.0
- [GitHub](https://github.com/deepmodeling/dflow) (👨💻 23 · 🔀 28 · 📋 36 - 38% open · ⏱️ 20.07.2025):
@@ -172,15 +180,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
docker pull dptechnology/dflow
```
DeepFlame (🥈18 · ⭐ 180) - A deep learning empowered open-source platform for reacting flow simulations. GPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/deepflame-dev) (👨💻 29 · 🔀 70 · 📋 52 - 42% open · ⏱️ 23.07.2025):
-
- ```
- git clone https://github.com/deepmodeling/deepflame-dev
- ```
-DeePTB (🥈16 · ⭐ 83) - DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy. LGPL-3.0
+DeePTB (🥈16 · ⭐ 84) - DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy. LGPL-3.0
- [GitHub](https://github.com/deepmodeling/DeePTB) (👨💻 11 · 🔀 22 · 📦 4 · 📋 51 - 33% open · ⏱️ 11.08.2025):
@@ -208,42 +208,42 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
docker pull dptechnology/dpgen2
```
dargs (🥈15 · ⭐ 6 · 💤) - Argument processing for the deep modeling project. LGPL-3.0
+JAX-FEM (🥈14 · ⭐ 470) - Differentiable Finite Element Method with JAX. GPL-3.0
-- [GitHub](https://github.com/deepmodeling/dargs) (👨💻 7 · 🔀 3 · 📦 150 · 📋 9 - 22% open · ⏱️ 28.01.2025):
+- [GitHub](https://github.com/deepmodeling/jax-fem) (👨💻 12 · 🔀 77 · 📦 3 · 📋 60 - 55% open · ⏱️ 19.08.2025):
```
- git clone https://github.com/deepmodeling/dargs
- ```
-- [PyPi](https://pypi.org/project/dargs):
- ```
- pip install dargs
+ git clone https://github.com/deepmodeling/jax-fem
```
-- [Conda](https://anaconda.org/conda-forge/dargs) (📥 50K · ⏱️ 22.04.2025):
+- [PyPi](https://pypi.org/project/jax-fem):
```
- conda install -c conda-forge dargs
+ pip install jax-fem
```
JAX-FEM (🥈14 · ⭐ 460) - Differentiable Finite Element Method with JAX. GPL-3.0
+dargs (🥈14 · ⭐ 6 · 📉) - Argument processing for the deep modeling project. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/jax-fem) (👨💻 11 · 🔀 77 · 📦 3 · 📋 59 - 55% open · ⏱️ 08.08.2025):
+- [GitHub](https://github.com/deepmodeling/dargs) (👨💻 7 · 🔀 3 · 📦 150 · 📋 9 - 22% open · ⏱️ 18.08.2025):
```
- git clone https://github.com/deepmodeling/jax-fem
+ git clone https://github.com/deepmodeling/dargs
```
-- [PyPi](https://pypi.org/project/jax-fem):
+- [PyPi](https://pypi.org/project/dargs):
```
- pip install jax-fem
+ pip install dargs
+ ```
+- [Conda](https://anaconda.org/conda-forge/dargs) (📥 51K · ⏱️ 22.04.2025):
+ ```
+ conda install -c conda-forge dargs
```
DMFF (🥈13 · ⭐ 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 · 🔀 46 · 📋 28 - 32% open · ⏱️ 06.08.2025):
+- [GitHub](https://github.com/deepmodeling/DMFF) (👨💻 16 · 🔀 47 · 📋 28 - 32% open · ⏱️ 06.08.2025):
```
git clone https://github.com/deepmodeling/DMFF
```
-- [Conda](https://anaconda.org/conda-forge/dmff) (📥 2.3K · ⏱️ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/dmff) (📥 2.4K · ⏱️ 22.04.2025):
```
conda install -c conda-forge dmff
```
@@ -272,18 +272,6 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
pip install rid-kit
```
DP-GUI (🥉10 · ⭐ 8) - A web-based GUI for user inputs. LGPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/dpgui) (👨💻 4 · 🔀 5 · 📦 13 · ⏱️ 13.03.2025):
-
- ```
- git clone https://github.com/deepmodeling/dpgui
- ```
-- [PyPi](https://pypi.org/project/dpgui):
- ```
- pip install dpgui
- ```
-Blog (🥉10 · ⭐ 3) - DeepModeling Blog. LGPL-3.0
- [GitHub](https://github.com/deepmodeling/blog) (👨💻 10 · 🔀 9 · ⏱️ 11.08.2025):
@@ -311,7 +299,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
```
git clone https://github.com/deepmodeling/args
```
-- [npm](https://www.npmjs.com/package/@deepmodeling/args) (📥 110 / month):
+- [npm](https://www.npmjs.com/package/@deepmodeling/args) (📥 130 / month):
```
npm install @deepmodeling/args
```
@@ -334,12 +322,24 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
AIS-Square (🥉9 · ⭐ 13) - LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/AIS-Square) (👨💻 8 · 🔀 8 · 📋 6 - 83% open · ⏱️ 14.08.2025):
+- [GitHub](https://github.com/deepmodeling/AIS-Square) (👨💻 8 · 🔀 8 · 📋 6 - 83% open · ⏱️ 15.08.2025):
```
git clone https://github.com/deepmodeling/AIS-Square
```
DP-GUI (🥉9 · ⭐ 8 · 📉) - A web-based GUI for user inputs. LGPL-3.0
+
+- [GitHub](https://github.com/deepmodeling/dpgui) (👨💻 4 · 🔀 5 · 📦 13 · ⏱️ 19.08.2025):
+
+ ```
+ git clone https://github.com/deepmodeling/dpgui
+ ```
+- [PyPi](https://pypi.org/project/dpgui):
+ ```
+ pip install dpgui
+ ```
+dpti (🥉8 · ⭐ 29) - A Python Package to Automate Thermodynamic Integration Calculations for Free Energy. LGPL-3.0
- [GitHub](https://github.com/deepmodeling/dpti) (👨💻 17 · 🔀 19 · 📦 2 · 📋 10 - 90% open · ⏱️ 15.03.2025):
@@ -352,7 +352,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
pip install dpti
```
GPUMD (🥉8 · ⭐ 9 · 📉) - Graphics Processing Units Molecular Dynamics. GPL-3.0
+GPUMD (🥉8 · ⭐ 9) - Graphics Processing Units Molecular Dynamics. GPL-3.0
- [GitHub](https://github.com/deepmodeling/GPUMD) (👨💻 49 · ⏱️ 16.05.2025):
@@ -404,7 +404,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.3K
git clone https://github.com/deepmodeling/tutorials
```
tbplas (🥉6 · ⭐ 11 · 💤) - Repository of TBPLaS (tight-binding package for large-scale simulation). Unlicensed
+tbplas (🥉6 · ⭐ 12 · 💤) - Repository of TBPLaS (tight-binding package for large-scale simulation). Unlicensed
- [GitHub](https://github.com/deepmodeling/tbplas) (👨💻 10 · 🔀 5 · ⏱️ 17.01.2024):
diff --git a/history/2025-08-21_changes.md b/history/2025-08-21_changes.md
new file mode 100644
index 0000000..bb2db36
--- /dev/null
+++ b/history/2025-08-21_changes.md
@@ -0,0 +1,14 @@
+## 📈 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._
+
+- DeePMD-kit (🥇29 · ⭐ 1.7K · 📈) - A deep learning package for many-body potential energy representation and molecular dynamics. 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._
+
+- dflow (🥈18 · ⭐ 73 · 📉) - Dflow is a Python framework for constructing scientific computing workflows (e.g. concurrent learning workflows).. LGPL-3.0
+- dargs (🥈14 · ⭐ 6 · 📉) - Argument processing for the deep modeling project. LGPL-3.0
+- DP-GUI (🥉9 · ⭐ 8 · 📉) - A web-based GUI for user inputs. LGPL-3.0
+
diff --git a/history/2025-08-21_projects.csv b/history/2025-08-21_projects.csv
new file mode 100644
index 0000000..87704ae
--- /dev/null
+++ b/history/2025-08-21_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,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 15:23:44,2025-08-21 15:28:19.000000,2025-08-19 05:45:26,3367,81.0,545.0,46.0,2480.0,88.0,819.0,1730,2025-06-11 06:01:47,3.1.0,57915.0,41021.0,58.0,A deep learning package for many-body potential energy representation and molecular dynamics.,37.0,37.0,82.0,https://pypi.org/project/deepmd-kit,https://anaconda.org/conda-forge/deepmd-kit,2025-06-11 11:42:47.882,2087201.0,https://www.npmjs.com/package/deepmd-kit,1.0,https://hub.docker.com/r/deepmodeling/deepmd-kit,2025-06-12 14:06:06.712335,1.0,3973.0,29,True,others,1.0,1.0
+1,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 04:04:52,2025-08-20 06:43:15.000000,2025-08-20 06:43:14,7377,123.0,145.0,10.0,3975.0,149.0,2187.0,210,2025-08-18 05:45:22,3.9.0.12,,18651.0,76.0,An electronic structure package based on either plane wave basis or numerical atomic orbitals.,,,129.0,,https://anaconda.org/conda-forge/abacus,2025-04-22 14:58:45.321,466289.0,,,,,,,24,True,others,1.0,
+2,DP-GEN,deepmodeling/dpgen,dpgen,conda-forge/dpgen,,,https://github.com/deepmodeling/dpgen,https://github.com/deepmodeling/dpgen,LGPL-3.0,2019-06-13 11:43:56,2025-08-21 12:04:13.000000,2025-08-13 06:30:50,2197,14.0,177.0,11.0,908.0,47.0,278.0,354,2025-08-07 07:42:12,0.13.2,1971.0,729.0,21.0,The deep potential generator to generate a deep-learning based model of interatomic potential energy and force field.,8.0,8.0,71.0,https://pypi.org/project/dpgen,https://anaconda.org/conda-forge/dpgen,2025-08-07 18:05:24.933,43492.0,,,,,,,23,True,others,1.0,
+3,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 13:24:23,2025-08-21 13:53:57.000000,2025-08-21 10:47:56,850,27.0,141.0,6.0,598.0,24.0,94.0,215,2025-08-03 10:54:49,0.2.25,,1783.0,41.0,A Python package for manipulating atomistic data of software in computational science.,145.0,145.0,65.0,https://pypi.org/project/dpdata,https://anaconda.org/conda-forge/dpdata,2025-08-03 16:36:05.688,106500.0,,,https://hub.docker.com/r/dptechnology/dpdata,2023-06-02 09:30:14.674068,,649.0,23,True,others,1.0,
+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 05:14:37,2025-08-18 20:11:50.000000,2025-08-12 10:47:52,1111,7.0,56.0,5.0,416.0,20.0,67.0,51,2025-08-12 11:36:14,0.6.11,,3235.0,51.0,generate HPC scheduler systems jobs input scripts and submit these scripts to HPC systems and poke until they finish.,67.0,67.0,47.0,https://pypi.org/project/dpdispatcher,https://anaconda.org/conda-forge/dpdispatcher,2025-08-12 16:38:13.635,31273.0,,,https://hub.docker.com/r/dptechnology/dpdispatcher,2025-08-12 11:39:59.707718,,131162.0,22,True,others,2.0,
+5,reacnetgenerator,deepmodeling/reacnetgenerator,reacnetgenerator,conda-forge/reacnetgenerator,,,https://github.com/deepmodeling/reacnetgenerator,https://github.com/deepmodeling/reacnetgenerator,LGPL-3.0,2018-04-06 15:07:56,2025-08-18 20:12:07.000000,2025-08-12 09:24:35,2541,18.0,40.0,7.0,2233.0,7.0,123.0,91,2025-01-05 07:30:15,1.6.15,,10196.0,100.0,an automatic reaction network generator for reactive molecular dynamics simulation.,3.0,3.0,19.0,https://pypi.org/project/reacnetgenerator,https://anaconda.org/conda-forge/reacnetgenerator,2025-04-22 14:57:18.750,642353.0,,,,,,,20,True,others,2.0,
+6,DeepFlame,deepmodeling/deepflame-dev,,,,,https://github.com/deepmodeling/deepflame-dev,https://github.com/deepmodeling/deepflame-dev,GPL-3.0,2022-06-12 10:25:12,2025-07-23 10:53:06.000000,2025-07-23 10:47:26,1176,23.0,70.0,8.0,509.0,20.0,32.0,186,2025-06-26 04:29:15,1.6.0,,,22.0,A deep learning empowered open-source platform for reacting flow simulations.,,,29.0,,,,,,,,,,,18,True,others,2.0,
+7,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 08:14:36,2025-07-20 01:22:47.163503,2025-07-20 01:20:02,2249,38.0,28.0,1.0,902.0,14.0,22.0,73,2025-07-20 01:20:20,1.8.127,,324.0,100.0,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,2025-07-20 01:22:47.163503,,13961.0,18,True,others,2.0,-1.0
+8,DeePTB,deepmodeling/DeePTB,dptb,,,,https://github.com/deepmodeling/DeePTB,https://github.com/deepmodeling/DeePTB,LGPL-3.0,2023-07-11 03:19:42,2025-08-12 04:01:50.000000,2025-08-11 15:54:45,796,11.0,22.0,3.0,214.0,17.0,34.0,84,2025-05-07 14:02:40,2.2.0,,,12.0,DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy.,4.0,4.0,11.0,https://pypi.org/project/dptb,,,,,,,,,,16,True,others,2.0,
+9,DPGEN2,deepmodeling/dpgen2,dpgen2,,,dptechnology/dpgen2,https://github.com/deepmodeling/dpgen2,https://github.com/deepmodeling/dpgen2,LGPL-3.0,2022-02-28 02:41:16,2025-08-18 20:24:09.000000,2025-08-05 00:42:27,339,6.0,35.0,6.0,258.0,12.0,23.0,40,2023-01-28 03:43:25,0.0.7,,95.0,7.0,2nd generation of the Deep Potential GENerator.,6.0,6.0,16.0,https://pypi.org/project/dpgen2,,,,,,https://hub.docker.com/r/dptechnology/dpgen2,2025-08-05 00:43:54.585184,,4014.0,15,True,others,2.0,
+10,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 15:20:54,2025-08-19 14:55:33.000000,2025-08-19 14:53:48,244,32.0,77.0,12.0,8.0,33.0,27.0,471,,,,,,Differentiable Finite Element Method with JAX.,3.0,3.0,12.0,https://pypi.org/project/jax-fem,,,,,,,,,,14,True,others,2.0,
+11,dargs,deepmodeling/dargs,dargs,conda-forge/dargs,,,https://github.com/deepmodeling/dargs,https://github.com/deepmodeling/dargs,LGPL-3.0,2020-09-19 22:20:28,2025-08-18 20:11:43.000000,2025-08-18 11:52:31,164,1.0,3.0,5.0,82.0,2.0,7.0,6,2024-11-21 03:25:26,0.4.10,,973.0,31.0,Argument processing for the deep modeling project.,149.0,149.0,7.0,https://pypi.org/project/dargs,https://anaconda.org/conda-forge/dargs,2025-04-22 14:57:50.542,50646.0,,,,,,,14,True,others,2.0,-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 01:35:50,2025-08-18 09:20:29.000000,2025-08-06 00:16:18,438,2.0,47.0,9.0,172.0,9.0,19.0,179,2023-11-09 14:32:37,1.0.0,,124.0,4.0,DMFF (Differentiable Molecular Force Field) is a Jax-based python package that provides a full differentiable..,,,16.0,,https://anaconda.org/conda-forge/dmff,2025-04-22 14:58:55.028,2359.0,,,,,,,13,True,others,2.0,
+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,,22.0,7.0,88.0,1.0,8.0,37,2024-05-06 10:01:52,1.2.0,,,4.0,APEX: Alloy Properties EXplorer using simulations.,4.0,4.0,7.0,https://pypi.org/project/apex-flow,,,,,,,,,,12,True,others,2.0,
+14,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,,23.0,4.0,21.0,2.0,3.0,49,2024-05-14 03:25:35,0.6.4,148.0,3.0,5.0,Reinforced dynamics.,2.0,2.0,14.0,https://pypi.org/project/rid-kit,,,,,,,,,,11,True,others,2.0,
+15,Blog,deepmodeling/blog,,,,,https://github.com/deepmodeling/blog,https://github.com/deepmodeling/blog,LGPL-3.0,2021-06-10 23:11:55,2025-08-19 07:35:57.000000,2025-08-11 02:37:51,370,52.0,9.0,6.0,319.0,,,3,,,,,,DeepModeling Blog.,,,10.0,,,,,,,,,,,10,True,others,3.0,
+16,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 00:19:06,2025-08-18 20:12:10.000000,2025-03-22 17:20:16,77,,6.0,5.0,70.0,,,3,2025-03-22 17:20:41,0.3.1,,,25.0,Sphinx extension for DeepModeling projects.,,,7.0,https://pypi.org/project/deepmodeling_sphinx,,,,,,,,,,10,True,others,3.0,
+17,args,deepmodeling/args,,,@deepmodeling/args,,https://github.com/deepmodeling/args,https://github.com/deepmodeling/args,LGPL-3.0,2021-12-27 03:27:24,2025-08-12 05:43:12.000000,2025-08-12 05:43:10,86,3.0,2.0,5.0,60.0,,,2,2025-03-06 02:44:56,0.1.1,,127.0,18.0,DeepModeling dargs arguments generation.,5.0,5.0,3.0,,,,,https://www.npmjs.com/package/@deepmodeling/args,127.0,,,,,10,True,others,3.0,
+18,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,,36.0,13.0,47.0,14.0,17.0,112,,,,,,a package for developing machine learning-based chemically accurate energy and density functional models.,,,7.0,,,,,,,,,,,9,True,others,3.0,
+19,community,deepmodeling/community,,,,,https://github.com/deepmodeling/community,https://github.com/deepmodeling/community,,2021-05-06 04:50:02,2025-06-12 05:57:22.000000,2025-06-12 05:57:22,165,16.0,23.0,10.0,51.0,,2.0,88,,,,,,DeepModeling community content.,,,19.0,,,,,,,,,,,9,True,others,3.0,
+20,AIS-Square,deepmodeling/AIS-Square,,,,,https://github.com/deepmodeling/AIS-Square,https://github.com/deepmodeling/AIS-Square,LGPL-3.0,2022-09-13 09:52:30,2025-08-15 10:00:48.000000,2025-08-15 10:00:48,1136,100.0,8.0,8.0,210.0,5.0,1.0,13,,,,,,,,,8.0,,,,,,,,,,,9,True,others,3.0,
+21,DP-GUI,deepmodeling/dpgui,dpgui,,,,https://github.com/deepmodeling/dpgui,https://github.com/deepmodeling/dpgui,LGPL-3.0,2021-07-21 18:48:23,2025-08-21 10:25:53.000000,2025-08-19 04:17:44,325,1.0,5.0,6.0,538.0,,1.0,8,2024-11-17 07:05:49,1.0.1.post0,,,5.0,A web-based GUI for user inputs.,13.0,13.0,4.0,https://pypi.org/project/dpgui,,,,,,,,,,9,True,others,3.0,-1.0
+22,dpti,deepmodeling/dpti,dpti,,,,https://github.com/deepmodeling/dpti,https://github.com/deepmodeling/dpti,LGPL-3.0,2021-04-04 13:57:37,2025-08-18 20:12:37.000000,2025-03-15 19:50:12,432,,19.0,6.0,82.0,9.0,1.0,29,,,,,,A Python Package to Automate Thermodynamic Integration Calculations for Free Energy.,2.0,2.0,17.0,https://pypi.org/project/dpti,,,,,,,,,,8,True,others,3.0,
+23,GPUMD,deepmodeling/GPUMD,,,,,https://github.com/deepmodeling/GPUMD,https://github.com/deepmodeling/GPUMD,GPL-3.0,2024-06-18 05:40:21,2025-05-16 19:36:22.000000,2025-05-16 14:14:27,5460,,,,,,,9,,,,,,Graphics Processing Units Molecular Dynamics.,,,49.0,,,,,,,,,,,8,True,others,3.0,
+24,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,,19.0,5.0,2.0,,1.0,92,,,,24.0,,,,,3.0,,,,,,,https://hub.docker.com/r/dptechnology/unifold,2024-01-08 06:24:09.367953,,1078.0,7,True,others,3.0,
+25,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,,2.0,1.0,1.0,,,6,,,,,,Finite Element Analysis Library in Python.,,,69.0,https://pypi.org/project/fealpy,,,,,,,,,,7,True,others,3.0,
+26,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,,12.0,9.0,25.0,4.0,,3,,,,,,,15.0,15.0,4.0,https://pypi.org/project/fpop,,,,,,,,,,7,True,others,3.0,
+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,,23.0,5.0,67.0,,3.0,15,,,,,,Tutorials for DeepModeling projects.,,,11.0,,,,,,,,,,,6,True,others,3.0,
+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,,5.0,9.0,2.0,3.0,,12,2024-03-01 09:33:35,1.6,,,1.0,Repository of TBPLaS (tight-binding package for large-scale simulation).,,,10.0,,,,,,,,,,,6,True,others,3.0,
+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,,7.0,5.0,24.0,,,3,,,,,,The home page of DeepModeling documentation.,,,8.0,,,,,,,,,,,6,True,others,3.0,
+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,,15.0,9.0,29.0,,1.0,97,,,,,,AI for Science.,,,5.0,,,,,,,,,,,5,True,others,3.0,
+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 23:30:28,63,2.0,3.0,2.0,,,,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,3.0,
+32,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,,6.0,2.0,2.0,4.0,2.0,12,,,,,,Deep neural networks for density functional theory Hamiltonian.,,,6.0,,,,,,,,,,,4,True,others,3.0,
+33,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,,7.0,5.0,13.0,,,6,,,,,,,,,4.0,,,,,,,,,,,4,True,others,3.0,
+34,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,,3.0,1.0,6.0,,,4,,,,,,Automatic Differentiation Multipole Moment Molecular Forcefield.,,,7.0,,,,,,,,,,,4,True,others,3.0,
+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,,1.0,2.0,1.0,2.0,1.0,6,,,,,,,,,3.0,,,,,,,,,,,2,True,others,3.0,
+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,,1.0,1.0,1.0,,,1,,,,,,,,,2.0,,,,,,,,,,,0,True,others,,
+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,,2.0,4.0,1.0,,1.0,1,,,,,,,,,2.0,,,,,,,,,,,-1,True,others,3.0,
diff --git a/latest-changes.md b/latest-changes.md
index de7544c..bb2db36 100644
--- a/latest-changes.md
+++ b/latest-changes.md
@@ -1,6 +1,14 @@
+## 📈 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._
+
+- DeePMD-kit (🥇29 · ⭐ 1.7K · 📈) - A deep learning package for many-body potential energy representation and molecular dynamics. 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._
-- GPUMD (🥉8 · ⭐ 9 · 📉) - Graphics Processing Units Molecular Dynamics. GPL-3.0
+- dflow (🥈18 · ⭐ 73 · 📉) - Dflow is a Python framework for constructing scientific computing workflows (e.g. concurrent learning workflows).. LGPL-3.0
+- dargs (🥈14 · ⭐ 6 · 📉) - Argument processing for the deep modeling project. LGPL-3.0
+- DP-GUI (🥉9 · ⭐ 8 · 📉) - A web-based GUI for user inputs. LGPL-3.0