From 44e1203abdb48d7b10bf62b4582e8a19d447ae2e Mon Sep 17 00:00:00 2001
From: njzjz <9496702+njzjz@users.noreply.github.com>
Date: Thu, 23 Apr 2026 18:26:38 +0000
Subject: [PATCH] Update best-of list for version 2026.04.23
---
README.md | 156 ++++++++++++++++----------------
history/2026-04-23_changes.md | 17 ++++
history/2026-04-23_projects.csv | 39 ++++++++
latest-changes.md | 13 +--
4 files changed, 141 insertions(+), 84 deletions(-)
create mode 100644 history/2026-04-23_changes.md
create mode 100644 history/2026-04-23_projects.csv
diff --git a/README.md b/README.md
index e4ad533..626ab7e 100644
--- a/README.md
+++ b/README.md
@@ -44,14 +44,14 @@ This curated list contains 38 awesome open-source projects with a total of 4.9K
-DeePMD-kit (🥇27 · ⭐ 1.9K · 📉) - A deep learning package for many-body potential energy representation and molecular dynamics. LGPL-3.0
+DeePMD-kit (🥇30 · ⭐ 1.9K · 📈) - A deep learning package for many-body potential energy representation and molecular dynamics. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/deepmd-kit) (👨💻 84 · 🔀 580 · 📥 69K · 📋 1K - 10% open · ⏱️ 08.04.2026):
+- [GitHub](https://github.com/deepmodeling/deepmd-kit) (👨💻 84 · 🔀 580 · 📥 70K · 📦 49 · 📋 1K - 10% open · ⏱️ 23.04.2026):
```
git clone https://github.com/deepmodeling/deepmd-kit
```
-- [PyPi](https://pypi.org/project/deepmd-kit) (📥 7.1K / month):
+- [PyPi](https://pypi.org/project/deepmd-kit) (📥 8.3K / month):
```
pip install deepmd-kit
```
@@ -59,7 +59,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.9K
```
conda install -c conda-forge deepmd-kit
```
-- [npm](https://www.npmjs.com/package/deepmd-kit) (📥 15 / month):
+- [npm](https://www.npmjs.com/package/deepmd-kit) (📥 17 / month):
```
npm install deepmd-kit
```
@@ -68,14 +68,26 @@ This curated list contains 38 awesome open-source projects with a total of 4.9K
docker pull deepmodeling/deepmd-kit
```
dpdata (🥇27 · ⭐ 240 · 📈) - A Python package for manipulating atomistic data of software in computational science. LGPL-3.0
+ABACUS (🥇26 · ⭐ 260 · 📈) - An electronic structure package based on either plane wave basis or numerical atomic orbitals. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/dpdata) (👨💻 67 · 🔀 150 · 📦 160 · 📋 140 - 20% open · ⏱️ 06.04.2026):
+- [GitHub](https://github.com/deepmodeling/abacus-develop) (👨💻 150 · 🔀 220 · 📋 2.5K - 7% open · ⏱️ 23.04.2026):
+
+ ```
+ git clone https://github.com/deepmodeling/abacus-develop
+ ```
+- [Conda](https://anaconda.org/conda-forge/abacus) (📥 640K · ⏱️ 20.12.2025):
+ ```
+ conda install -c conda-forge abacus
+ ```
+dpdata (🥇26 · ⭐ 250 · 📉) - A Python package for manipulating atomistic data of software in computational science. LGPL-3.0
+
+- [GitHub](https://github.com/deepmodeling/dpdata) (👨💻 67 · 🔀 150 · 📦 160 · 📋 140 - 21% open · ⏱️ 15.04.2026):
```
git clone https://github.com/deepmodeling/dpdata
```
-- [PyPi](https://pypi.org/project/dpdata) (📥 72K / month):
+- [PyPi](https://pypi.org/project/dpdata) (📥 71K / month):
```
pip install dpdata
```
@@ -88,30 +100,34 @@ This curated list contains 38 awesome open-source projects with a total of 4.9K
docker pull dptechnology/dpdata
```
ABACUS (🥇25 · ⭐ 260) - An electronic structure package based on either plane wave basis or numerical atomic orbitals. LGPL-3.0
+DP-GEN (🥇23 · ⭐ 390 · 📈) - 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/abacus-develop) (👨💻 150 · 🔀 220 · 📋 2.5K - 7% open · ⏱️ 09.04.2026):
+- [GitHub](https://github.com/deepmodeling/dpgen) (👨💻 73 · 🔀 180 · 📥 2.1K · 📦 8 · 📋 340 - 11% open · ⏱️ 15.04.2026):
```
- git clone https://github.com/deepmodeling/abacus-develop
+ git clone https://github.com/deepmodeling/dpgen
```
-- [Conda](https://anaconda.org/conda-forge/abacus) (📥 630K · ⏱️ 20.12.2025):
+- [PyPi](https://pypi.org/project/dpgen) (📥 640 / month):
```
- conda install -c conda-forge abacus
+ pip install dpgen
+ ```
+- [Conda](https://anaconda.org/conda-forge/dpgen) (📥 51K · ⏱️ 07.08.2025):
+ ```
+ conda install -c conda-forge dpgen
```
dpdispatcher (🥇23 · ⭐ 57) - 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) (👨💻 49 · 🔀 58 · 📦 70 · 📋 99 - 19% open · ⏱️ 29.03.2026):
+- [GitHub](https://github.com/deepmodeling/dpdispatcher) (👨💻 49 · 🔀 58 · 📦 70 · 📋 100 - 20% open · ⏱️ 10.04.2026):
```
git clone https://github.com/deepmodeling/dpdispatcher
```
-- [PyPi](https://pypi.org/project/dpdispatcher) (📥 2.8K / month):
+- [PyPi](https://pypi.org/project/dpdispatcher) (📥 3.6K / month):
```
pip install dpdispatcher
```
-- [Conda](https://anaconda.org/conda-forge/dpdispatcher) (📥 42K · ⏱️ 25.02.2026):
+- [Conda](https://anaconda.org/conda-forge/dpdispatcher) (📥 43K · ⏱️ 25.02.2026):
```
conda install -c conda-forge dpdispatcher
```
@@ -120,39 +136,23 @@ This curated list contains 38 awesome open-source projects with a total of 4.9K
docker pull dptechnology/dpdispatcher
```
DP-GEN (🥈22 · ⭐ 380 · 📉) - 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 · 📥 2.1K · 📋 340 - 11% open · ⏱️ 06.04.2026):
-
- ```
- git clone https://github.com/deepmodeling/dpgen
- ```
-- [PyPi](https://pypi.org/project/dpgen) (📥 660 / month):
- ```
- pip install dpgen
- ```
-- [Conda](https://anaconda.org/conda-forge/dpgen) (📥 50K · ⏱️ 07.08.2025):
- ```
- conda install -c conda-forge dpgen
- ```
-reacnetgenerator (🥈20 · ⭐ 97) - an automatic reaction network generator for reactive molecular dynamics simulation. LGPL-3.0
+reacnetgenerator (🥈20 · ⭐ 98) - an automatic reaction network generator for reactive molecular dynamics simulation. LGPL-3.0
- [GitHub](https://github.com/deepmodeling/reacnetgenerator) (👨💻 19 · 🔀 46 · 📦 3 · 📋 130 - 6% open · ⏱️ 15.03.2026):
```
git clone https://github.com/deepmodeling/reacnetgenerator
```
-- [PyPi](https://pypi.org/project/reacnetgenerator) (📥 2.5K / month):
+- [PyPi](https://pypi.org/project/reacnetgenerator) (📥 1.5K / month):
```
pip install reacnetgenerator
```
-- [Conda](https://anaconda.org/conda-forge/reacnetgenerator) (📥 760K · ⏱️ 11.11.2025):
+- [Conda](https://anaconda.org/conda-forge/reacnetgenerator) (📥 770K · ⏱️ 11.11.2025):
```
conda install -c conda-forge reacnetgenerator
```
dargs (🥈18 · ⭐ 6) - Argument processing for the deep modeling project. LGPL-3.0
+dargs (🥈18 · ⭐ 7) - Argument processing for the deep modeling project. LGPL-3.0
- [GitHub](https://github.com/deepmodeling/dargs) (👨💻 8 · 🔀 4 · 📦 160 · 📋 14 - 21% open · ⏱️ 24.02.2026):
@@ -163,14 +163,14 @@ This curated list contains 38 awesome open-source projects with a total of 4.9K
```
pip install dargs
```
-- [Conda](https://anaconda.org/conda-forge/dargs) (📥 63K · ⏱️ 25.02.2026):
+- [Conda](https://anaconda.org/conda-forge/dargs) (📥 64K · ⏱️ 25.02.2026):
```
conda install -c conda-forge dargs
```
DeepFlame (🥈17 · ⭐ 210) - A deep learning empowered open-source platform for reacting flow simulations. GPL-3.0
-- [GitHub](https://github.com/deepmodeling/deepflame-dev) (👨💻 30 · 🔀 75 · 📋 63 - 41% open · ⏱️ 14.02.2026):
+- [GitHub](https://github.com/deepmodeling/deepflame-dev) (👨💻 30 · 🔀 77 · 📋 63 - 41% open · ⏱️ 14.02.2026):
```
git clone https://github.com/deepmodeling/deepflame-dev
@@ -198,12 +198,12 @@ This curated list contains 38 awesome open-source projects with a total of 4.9K
DPGEN2 (🥈16 · ⭐ 40) - 2nd generation of the Deep Potential GENerator. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/dpgen2) (👨💻 19 · 🔀 36 · 📦 6 · 📋 46 - 39% open · ⏱️ 04.04.2026):
+- [GitHub](https://github.com/deepmodeling/dpgen2) (👨💻 19 · 🔀 36 · 📦 6 · 📋 46 - 39% open · ⏱️ 10.04.2026):
```
git clone https://github.com/deepmodeling/dpgen2
```
-- [PyPi](https://pypi.org/project/dpgen2) (📥 94 / month):
+- [PyPi](https://pypi.org/project/dpgen2) (📥 71 / month):
```
pip install dpgen2
```
@@ -212,62 +212,62 @@ This curated list contains 38 awesome open-source projects with a total of 4.9K
docker pull dptechnology/dpgen2
```
APEX (🥈15 · ⭐ 45 · 💤) - APEX: Alloy Properties EXplorer using simulations. LGPL-3.0
+JAX-FEM (🥈15 · ⭐ 650 · 📈) - Differentiable Finite Element Method with JAX. GPL-3.0
-- [GitHub](https://github.com/deepmodeling/APEX) (👨💻 7 · 🔀 27 · 📦 4 · 📋 10 - 10% open · ⏱️ 10.04.2025):
+- [GitHub](https://github.com/deepmodeling/jax-fem) (👨💻 17 · 🔀 110 · 📦 3 · 📋 71 - 35% open · ⏱️ 14.04.2026):
```
- git clone https://github.com/deepmodeling/APEX
+ git clone https://github.com/deepmodeling/jax-fem
```
-- [PyPi](https://pypi.org/project/apex-flow) (📥 150 / month):
+- [PyPi](https://pypi.org/project/jax-fem) (📥 760 / month):
```
- pip install apex-flow
+ pip install jax-fem
```
DP-GUI (🥈15 · ⭐ 9 · 💤) - A web-based GUI for user inputs. LGPL-3.0
+DeePTB (🥈15 · ⭐ 110 · 📈) - DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/dpgui) (👨💻 4 · 🔀 5 · 📦 13 · ⏱️ 26.08.2025):
+- [GitHub](https://github.com/deepmodeling/DeePTB) (👨💻 15 · 🔀 29 · 📦 4 · 📋 60 - 33% open · ⏱️ 19.03.2026):
```
- git clone https://github.com/deepmodeling/dpgui
+ git clone https://github.com/deepmodeling/DeePTB
```
-- [PyPi](https://pypi.org/project/dpgui) (📥 68K / month):
+- [PyPi](https://pypi.org/project/dptb) (📥 160 / month):
```
- pip install dpgui
+ pip install dptb
```
JAX-FEM (🥈14 · ⭐ 640) - Differentiable Finite Element Method with JAX. GPL-3.0
+APEX (🥈15 · ⭐ 45 · 💤) - APEX: Alloy Properties EXplorer using simulations. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/jax-fem) (👨💻 17 · 🔀 110 · 📦 3 · 📋 71 - 35% open · ⏱️ 08.02.2026):
+- [GitHub](https://github.com/deepmodeling/APEX) (👨💻 7 · 🔀 27 · 📦 4 · 📋 10 - 10% open · ⏱️ 10.04.2025):
```
- git clone https://github.com/deepmodeling/jax-fem
+ git clone https://github.com/deepmodeling/APEX
```
-- [PyPi](https://pypi.org/project/jax-fem) (📥 620 / month):
+- [PyPi](https://pypi.org/project/apex-flow) (📥 190 / month):
```
- pip install jax-fem
+ pip install apex-flow
```
DeePTB (🥈14 · ⭐ 100 · 📉) - DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy. LGPL-3.0
+DP-GUI (🥈15 · ⭐ 9 · 💤) - A web-based GUI for user inputs. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/DeePTB) (👨💻 15 · 🔀 29 · 📦 4 · 📋 60 - 33% open · ⏱️ 19.03.2026):
+- [GitHub](https://github.com/deepmodeling/dpgui) (👨💻 4 · 🔀 5 · 📦 13 · ⏱️ 26.08.2025):
```
- git clone https://github.com/deepmodeling/DeePTB
+ git clone https://github.com/deepmodeling/dpgui
```
-- [PyPi](https://pypi.org/project/dptb) (📥 140 / month):
+- [PyPi](https://pypi.org/project/dpgui) (📥 66K / month):
```
- pip install dptb
+ pip install dpgui
```
DMFF (🥈13 · ⭐ 190) - 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) (👨💻 17 · 🔀 46 · 📋 28 - 28% open · ⏱️ 07.04.2026):
+- [GitHub](https://github.com/deepmodeling/DMFF) (👨💻 17 · 🔀 48 · 📋 28 - 28% open · ⏱️ 07.04.2026):
```
git clone https://github.com/deepmodeling/DMFF
```
-- [Conda](https://anaconda.org/conda-forge/dmff) (📥 3.1K · ⏱️ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/dmff) (📥 3.2K · ⏱️ 22.04.2025):
```
conda install -c conda-forge dmff
```
@@ -279,7 +279,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.9K
```
git clone https://github.com/deepmodeling/rid-kit
```
-- [PyPi](https://pypi.org/project/rid-kit) (📥 58 / month):
+- [PyPi](https://pypi.org/project/rid-kit) (📥 57 / month):
```
pip install rid-kit
```
@@ -299,19 +299,19 @@ This curated list contains 38 awesome open-source projects with a total of 4.9K
```
git clone https://github.com/deepmodeling/deepmodeling_sphinx
```
-- [PyPi](https://pypi.org/project/deepmodeling_sphinx) (📥 2.4K / month):
+- [PyPi](https://pypi.org/project/deepmodeling_sphinx) (📥 4.1K / month):
```
pip install deepmodeling_sphinx
```
dpti (🥉10 · ⭐ 35 · 💤) - A Python Package to Automate Thermodynamic Integration Calculations for Free Energy. LGPL-3.0
+dpti (🥉10 · ⭐ 36) - A Python Package to Automate Thermodynamic Integration Calculations for Free Energy. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/dpti) (👨💻 17 · 🔀 23 · 📦 2 · 📋 10 - 90% open · ⏱️ 15.03.2025):
+- [GitHub](https://github.com/deepmodeling/dpti) (👨💻 17 · 🔀 23 · 📦 2 · 📋 10 - 90% open · ⏱️ 15.04.2026):
```
git clone https://github.com/deepmodeling/dpti
```
-- [PyPi](https://pypi.org/project/dpti) (📥 25 / month):
+- [PyPi](https://pypi.org/project/dpti) (📥 30 / month):
```
pip install dpti
```
@@ -343,7 +343,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.9K
```
git clone https://github.com/deepmodeling/fpop
```
-- [PyPi](https://pypi.org/project/fpop) (📥 340 / month):
+- [PyPi](https://pypi.org/project/fpop) (📥 320 / month):
```
pip install fpop
```
@@ -355,27 +355,19 @@ This curated list contains 38 awesome open-source projects with a total of 4.9K
```
git clone https://github.com/deepmodeling/args
```
-- [npm](https://www.npmjs.com/package/@deepmodeling/args) (📥 32 / month):
+- [npm](https://www.npmjs.com/package/@deepmodeling/args) (📥 44 / month):
```
npm install @deepmodeling/args
```
AIS-Square (🥉8 · ⭐ 15) - LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/AIS-Square) (👨💻 8 · 🔀 8 · 📋 6 - 83% open · ⏱️ 03.04.2026):
+- [GitHub](https://github.com/deepmodeling/AIS-Square) (👨💻 8 · 🔀 9 · 📋 6 - 83% open · ⏱️ 19.04.2026):
```
git clone https://github.com/deepmodeling/AIS-Square
```
Blog (🥉8 · ⭐ 3) - DeepModeling Blog. LGPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/blog) (👨💻 11 · 🔀 10 · ⏱️ 04.02.2026):
-
- ```
- git clone https://github.com/deepmodeling/blog
- ```
-community (🥉7 · ⭐ 93) - DeepModeling community content. Unlicensed
- [GitHub](https://github.com/deepmodeling/community) (👨💻 20 · 🔀 24 · ⏱️ 25.12.2025):
@@ -396,6 +388,14 @@ This curated list contains 38 awesome open-source projects with a total of 4.9K
docker pull dptechnology/unifold
```
Blog (🥉7 · ⭐ 3 · 📉) - DeepModeling Blog. LGPL-3.0
+
+- [GitHub](https://github.com/deepmodeling/blog) (👨💻 11 · 🔀 9 · ⏱️ 04.02.2026):
+
+ ```
+ git clone https://github.com/deepmodeling/blog
+ ```
+tbplas (🥉6 · ⭐ 17 · 💤) - Repository of TBPLaS (tight-binding package for large-scale simulation). Unlicensed
- [GitHub](https://github.com/deepmodeling/tbplas) (👨💻 10 · 🔀 6 · ⏱️ 17.01.2024):
@@ -444,7 +444,7 @@ This curated list contains 38 awesome open-source projects with a total of 4.9K
git clone https://github.com/deepmodeling/DeepH-pack
```
DeePDih (🥉4 · ⭐ 6 · 📉) - Deep Potential driven molecular dihedral scan toolkit. MIT
+DeePDih (🥉4 · ⭐ 6) - Deep Potential driven molecular dihedral scan toolkit. MIT
- [GitHub](https://github.com/deepmodeling/DeePDih) (👨💻 2 · 🔀 3 · 📥 7 · ⏱️ 07.04.2026):
diff --git a/history/2026-04-23_changes.md b/history/2026-04-23_changes.md
new file mode 100644
index 0000000..f9e67cf
--- /dev/null
+++ b/history/2026-04-23_changes.md
@@ -0,0 +1,17 @@
+## 📈 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 (🥇30 · ⭐ 1.9K · 📈) - A deep learning package for many-body potential energy representation and molecular dynamics. LGPL-3.0
+- ABACUS (🥇26 · ⭐ 260 · 📈) - An electronic structure package based on either plane wave basis or numerical atomic orbitals. LGPL-3.0
+- DP-GEN (🥇23 · ⭐ 390 · 📈) - The deep potential generator to generate a deep-learning based model of interatomic potential energy and force field. LGPL-3.0
+- JAX-FEM (🥈15 · ⭐ 650 · 📈) - Differentiable Finite Element Method with JAX. GPL-3.0
+- DeePTB (🥈15 · ⭐ 110 · 📈) - DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy. 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._
+
+- dpdata (🥇26 · ⭐ 250 · 📉) - A Python package for manipulating atomistic data of software in computational science. LGPL-3.0
+- Blog (🥉7 · ⭐ 3 · 📉) - DeepModeling Blog. LGPL-3.0
+
diff --git a/history/2026-04-23_projects.csv b/history/2026-04-23_projects.csv
new file mode 100644
index 0000000..8918a9b
--- /dev/null
+++ b/history/2026-04-23_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 15:23:44,2026-04-23 12:05:51.000000,2026-04-23 07:41:09,3651,141.0,582.0,46.0,2831.0,103.0,899.0,1917,2026-03-19 09:37:17,3.1.3,70103.0,54049.0,61.0,A deep learning package for many-body potential energy representation and molecular dynamics.,49.0,49.0,84,https://pypi.org/project/deepmd-kit,8282.0,https://anaconda.org/conda-forge/deepmd-kit,2026-03-19 16:01:57.130,2687186.0,https://www.npmjs.com/package/deepmd-kit,17.0,https://hub.docker.com/r/deepmodeling/deepmd-kit,2026-04-05 16:50:48.621287,1.0,5415.0,30,True,others,1,3.0
+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 04:04:52,2026-04-23 06:11:05.000000,2026-04-23 00:49:55,7770,172.0,221.0,9.0,4558.0,182.0,2364.0,260,2026-04-19 03:25:22,3.11.0-beta.1,,19322.0,93.0,An electronic structure package based on either plane wave basis or numerical atomic orbitals.,,,148,,,https://anaconda.org/conda-forge/abacus,2025-12-20 09:51:19.492,637650.0,,,,,,,26,True,others,1,1.0
+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 13:24:23,2026-04-20 20:17:44.000000,2026-04-15 05:08:07,928,41.0,152.0,5.0,680.0,29.0,108.0,246,2026-02-28 00:24:21,1.0.1,,72450.0,43.0,A Python package for manipulating atomistic data of software in computational science.,158.0,158.0,67,https://pypi.org/project/dpdata,70607.0,https://anaconda.org/conda-forge/dpdata,2026-03-01 02:16:08.681,124839.0,,,https://hub.docker.com/r/dptechnology/dpdata,2023-06-02 09:30:14.674068,,733.0,26,True,others,1,-1.0
+3,DP-GEN,deepmodeling/dpgen,dpgen,conda-forge/dpgen,,,https://github.com/deepmodeling/dpgen,https://github.com/deepmodeling/dpgen,LGPL-3.0,2019-06-13 11:43:56,2026-04-15 05:06:55.000000,2026-04-15 05:06:55,2243,10.0,184.0,10.0,959.0,38.0,299.0,386,2025-08-07 07:42:12,0.13.2,2094.0,1397.0,21.0,The deep potential generator to generate a deep-learning based model of interatomic potential energy and force field.,8.0,8.0,73,https://pypi.org/project/dpgen,643.0,https://anaconda.org/conda-forge/dpgen,2025-08-07 18:05:24.933,50918.0,,,,,,,23,True,others,1,1.0
+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 05:14:37,2026-04-20 20:17:47.000000,2026-04-10 01:35:40,1157,24.0,58.0,4.0,469.0,20.0,80.0,57,2026-03-29 17:31:30,1.0.3,,6952.0,56.0,generate HPC scheduler systems jobs input scripts and submit these scripts to HPC systems and poke until they finish.,70.0,70.0,49,https://pypi.org/project/dpdispatcher,3650.0,https://anaconda.org/conda-forge/dpdispatcher,2026-02-25 23:31:49.645,42790.0,,,https://hub.docker.com/r/dptechnology/dpdispatcher,2026-03-29 17:36:27.626936,,147674.0,23,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 15:07:56,2026-04-20 20:17:52.000000,2026-03-15 12:44:13,2560,13.0,46.0,5.0,2276.0,8.0,124.0,98,2025-01-05 07:30:15,1.6.15,,12319.0,100.0,an automatic reaction network generator for reactive molecular dynamics simulation.,3.0,3.0,19,https://pypi.org/project/reacnetgenerator,1534.0,https://anaconda.org/conda-forge/reacnetgenerator,2025-11-11 16:14:11.843,765767.0,,,,,,,20,True,others,2,
+6,dargs,deepmodeling/dargs,dargs,conda-forge/dargs,,,https://github.com/deepmodeling/dargs,https://github.com/deepmodeling/dargs,LGPL-3.0,2020-09-19 22:20:28,2026-04-20 20:17:36.000000,2026-02-24 10:51:44,175,9.0,4.0,4.0,96.0,3.0,11.0,7,2026-02-24 10:55:05,0.5.0.post0,,80741.0,34.0,Argument processing for the deep modeling project.,158.0,158.0,8,https://pypi.org/project/dargs,79675.0,https://anaconda.org/conda-forge/dargs,2026-02-25 05:33:17.014,64018.0,,,,,,,18,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 10:25:12,2026-03-25 08:52:35.000000,2026-02-14 09:11:59,1181,3.0,77.0,6.0,514.0,26.0,37.0,210,2026-01-28 10:56:30,2.0.0,,,23.0,A deep learning empowered open-source platform for reacting flow simulations.,,,30,,,,,,,,,,,,17,True,others,2,
+8,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 08:14:36,2026-01-21 07:08:16.591515,2026-01-21 07:05:50,2277,,29.0,,914.0,13.0,23.0,81,2026-01-21 07:06:16,1.8.133,,353.0,100.0,Dflow is a Python framework for constructing scientific computing workflows (e.g. concurrent learning workflows)..,,,23,https://pypi.org/project/dflow,,https://anaconda.org/conda-forge/dflow,,,,,https://hub.docker.com/r/dptechnology/dflow,2026-01-21 07:08:16.591515,,18045.0,17,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 02:41:16,2026-04-13 15:16:29.000000,2026-04-10 11:00:28,357,9.0,36.0,5.0,282.0,18.0,28.0,40,2023-01-28 03:43:25,0.0.7,,161.0,7.0,2nd generation of the Deep Potential GENerator.,6.0,6.0,19,https://pypi.org/project/dpgen2,71.0,,,,,,https://hub.docker.com/r/dptechnology/dpgen2,2026-03-11 00:37:13.302433,,4506.0,16,True,others,2,
+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 15:20:54,2026-04-14 03:58:49.000000,2026-04-14 03:57:38,278,6.0,112.0,13.0,13.0,25.0,46.0,650,,,,765.0,,Differentiable Finite Element Method with JAX.,3.0,3.0,17,https://pypi.org/project/jax-fem,765.0,,,,,,,,,,15,True,others,2,1.0
+11,DeePTB,deepmodeling/DeePTB,dptb,,,,https://github.com/deepmodeling/DeePTB,https://github.com/deepmodeling/DeePTB,LGPL-3.0,2023-07-11 03:19:42,2026-03-19 02:34:18.000000,2026-03-19 02:33:19,839,8.0,29.0,2.0,255.0,20.0,40.0,110,2025-05-07 14:02:40,2.2.0,,160.0,12.0,DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy.,4.0,4.0,15,https://pypi.org/project/dptb,160.0,,,,,,,,,,15,True,others,2,1.0
+12,APEX,deepmodeling/APEX,apex-flow,,,,https://github.com/deepmodeling/APEX,https://github.com/deepmodeling/APEX,LGPL-3.0,2023-04-20 06:13:42,2026-03-30 02:53:36.000000,2025-04-10 13:16:14,621,,27.0,6.0,90.0,1.0,9.0,45,2024-05-06 10:01:52,1.2.0,,187.0,4.0,APEX: Alloy Properties EXplorer using simulations.,4.0,4.0,7,https://pypi.org/project/apex-flow,187.0,,,,,,,,,,15,True,others,2,
+13,DP-GUI,deepmodeling/dpgui,dpgui,,,,https://github.com/deepmodeling/dpgui,https://github.com/deepmodeling/dpgui,LGPL-3.0,2021-07-21 18:48:23,2026-04-20 20:17:53.000000,2025-08-26 11:26:26,326,,5.0,5.0,554.0,,1.0,9,2024-11-17 07:05:49,1.0.1.post0,,65714.0,5.0,A web-based GUI for user inputs.,13.0,13.0,4,https://pypi.org/project/dpgui,65714.0,,,,,,,,,,15,True,others,2,
+14,DMFF,deepmodeling/DMFF,,conda-forge/dmff,,,https://github.com/deepmodeling/DMFF,https://github.com/deepmodeling/DMFF,LGPL-3.0,2022-02-14 01:35:50,2026-04-07 01:20:04.000000,2026-04-07 00:52:04,441,1.0,48.0,8.0,182.0,8.0,20.0,192,2023-11-09 14:32:37,1.0.0,,117.0,4.0,DMFF (Differentiable Molecular Force Field) is a Jax-based python package that provides a full differentiable..,,,17,,,https://anaconda.org/conda-forge/dmff,2025-04-22 14:58:55.028,3165.0,,,,,,,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,,25.0,3.0,21.0,2.0,3.0,52,2024-05-14 03:25:35,0.6.4,148.0,59.0,5.0,Reinforced dynamics.,2.0,2.0,14,https://pypi.org/project/rid-kit,57.0,,,,,,,,,,12,True,others,3,
+16,GPUMD,deepmodeling/GPUMD,,,,,https://github.com/deepmodeling/GPUMD,https://github.com/deepmodeling/GPUMD,GPL-3.0,2024-06-18 05:40:21,2026-03-27 13:37:03.000000,2026-03-27 13:33:25,6511,303.0,,,,,,12,,,,,,Graphics Processing Units Molecular Dynamics.,,,57,,,,,,,,,,,,12,True,others,3,
+17,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 00:19:06,2026-04-20 20:17:35.000000,2025-11-12 10:16:02,81,,6.0,4.0,75.0,,1.0,3,2025-11-12 10:16:41,0.3.2,,4131.0,26.0,Sphinx extension for DeepModeling projects.,,,8,https://pypi.org/project/deepmodeling_sphinx,4131.0,,,,,,,,,,12,True,others,3,
+18,dpti,deepmodeling/dpti,dpti,,,,https://github.com/deepmodeling/dpti,https://github.com/deepmodeling/dpti,LGPL-3.0,2021-04-04 13:57:37,2026-04-20 20:18:05.000000,2026-04-15 16:08:18,435,3.0,23.0,5.0,91.0,9.0,1.0,36,,,,30.0,,A Python Package to Automate Thermodynamic Integration Calculations for Free Energy.,2.0,2.0,17,https://pypi.org/project/dpti,30.0,,,,,,,,,,10,True,others,3,
+19,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,,,,451.0,,Finite Element Analysis Library in Python.,,,69,https://pypi.org/project/fealpy,451.0,,,,,,,,,,10,True,others,3,
+20,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,,36.0,12.0,47.0,14.0,17.0,118,,,,,,a package for developing machine learning-based chemically accurate energy and density functional models.,,,7,,,,,,,,,,,,9,True,others,3,
+21,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,,12.0,8.0,26.0,4.0,,3,,,,323.0,,,15.0,15.0,4,https://pypi.org/project/fpop,323.0,,,,,,,,,,9,True,others,3,
+22,args,deepmodeling/args,,,@deepmodeling/args,,https://github.com/deepmodeling/args,https://github.com/deepmodeling/args,LGPL-3.0,2021-12-27 03:27:24,2026-03-30 16:36:39.000000,2025-12-15 15:39:22,88,,2.0,4.0,73.0,,,2,2025-03-06 02:44:56,0.1.1,,44.0,18.0,DeepModeling dargs arguments generation.,5.0,5.0,3,,,,,,https://www.npmjs.com/package/@deepmodeling/args,44.0,,,,,9,True,others,3,
+23,AIS-Square,deepmodeling/AIS-Square,,,,,https://github.com/deepmodeling/AIS-Square,https://github.com/deepmodeling/AIS-Square,LGPL-3.0,2022-09-13 09:52:30,2026-04-19 12:58:56.000000,2026-04-19 12:58:56,1284,24.0,9.0,7.0,211.0,5.0,1.0,15,,,,,,,,,8,,,,,,,,,,,,8,True,others,3,
+24,community,deepmodeling/community,,,,,https://github.com/deepmodeling/community,https://github.com/deepmodeling/community,,2021-05-06 04:50:02,2025-12-25 02:14:41.000000,2025-12-25 02:14:41,179,,24.0,9.0,56.0,,2.0,93,,,,,,DeepModeling community content.,,,20,,,,,,,,,,,,7,True,others,3,
+25,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,,1.0,93,,,,29.0,,,,,3,,,,,,,,https://hub.docker.com/r/dptechnology/unifold,2024-01-08 06:24:09.367953,,1513.0,7,True,others,3,
+26,Blog,deepmodeling/blog,,,,,https://github.com/deepmodeling/blog,https://github.com/deepmodeling/blog,LGPL-3.0,2021-06-10 23:11:55,2026-02-04 02:53:54.000000,2026-02-04 02:53:53,389,2.0,9.0,5.0,342.0,,,3,,,,,,DeepModeling Blog.,,,11,,,,,,,,,,,,7,True,others,3,-1.0
+27,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,,6.0,8.0,2.0,3.0,,17,2024-03-01 09:33:35,1.6,,,1.0,Repository of TBPLaS (tight-binding package for large-scale simulation).,,,10,,,,,,,,,,,,6,True,others,3,
+28,tutorials,deepmodeling/tutorials,,,,,https://github.com/deepmodeling/tutorials,https://github.com/deepmodeling/tutorials,,2022-03-07 06:19:19,2026-03-11 03:01:34.000000,2026-03-11 02:48:33,147,1.0,24.0,4.0,72.0,1.0,3.0,16,,,,,,Tutorials for DeepModeling projects.,,,12,,,,,,,,,,,,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,,,,,,,,,,,,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,,16.0,8.0,29.0,,1.0,100,,,,,,AI for Science.,,,5,,,,,,,,,,,,5,True,others,3,
+31,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,,,3,,,,,,Automatic Differentiation Multipole Moment Molecular Forcefield.,,,7,,,,,,,,,,,,5,True,others,3,
+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,,6.0,1.0,2.0,4.0,2.0,14,,,,,,Deep neural networks for density functional theory Hamiltonian.,,,6,,,,,,,,,,,,4,True,others,3,
+33,DeePDih,deepmodeling/DeePDih,,,,,https://github.com/deepmodeling/DeePDih,https://github.com/deepmodeling/DeePDih,MIT,2024-03-03 13:22:19,2026-04-07 09:18:59.000000,2026-04-07 09:18:53,65,2.0,3.0,2.0,,,,6,2024-12-21 09:53:32,dpa-2-gfn2-xtb-tblite,7.0,0.0,1.0,Deep Potential driven molecular dihedral scan toolkit.,,,2,,,,,,,,,,,,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,,8.0,4.0,14.0,,,6,,,,,,,,,4,,,,,,,,,,,,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,,,,,,,,,,,,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,,,,,,,,,,,,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,,,,,,,,,,,,-1,True,others,3,
diff --git a/latest-changes.md b/latest-changes.md
index f476623..f9e67cf 100644
--- a/latest-changes.md
+++ b/latest-changes.md
@@ -2,15 +2,16 @@
_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._
-- dpdata (🥇27 · ⭐ 240 · 📈) - A Python package for manipulating atomistic data of software in computational science. LGPL-3.0
-- APEX (🥈15 · ⭐ 45 · 💤) - APEX: Alloy Properties EXplorer using simulations. LGPL-3.0
+- DeePMD-kit (🥇30 · ⭐ 1.9K · 📈) - A deep learning package for many-body potential energy representation and molecular dynamics. LGPL-3.0
+- ABACUS (🥇26 · ⭐ 260 · 📈) - An electronic structure package based on either plane wave basis or numerical atomic orbitals. LGPL-3.0
+- DP-GEN (🥇23 · ⭐ 390 · 📈) - The deep potential generator to generate a deep-learning based model of interatomic potential energy and force field. LGPL-3.0
+- JAX-FEM (🥈15 · ⭐ 650 · 📈) - Differentiable Finite Element Method with JAX. GPL-3.0
+- DeePTB (🥈15 · ⭐ 110 · 📈) - DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy. 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._
-- DeePMD-kit (🥇27 · ⭐ 1.9K · 📉) - A deep learning package for many-body potential energy representation and molecular dynamics. LGPL-3.0
-- DP-GEN (🥈22 · ⭐ 380 · 📉) - The deep potential generator to generate a deep-learning based model of interatomic potential energy and force field. LGPL-3.0
-- DeePTB (🥈14 · ⭐ 100 · 📉) - DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy. LGPL-3.0
-- DeePDih (🥉4 · ⭐ 6 · 📉) - Deep Potential driven molecular dihedral scan toolkit. MIT
+- dpdata (🥇26 · ⭐ 250 · 📉) - A Python package for manipulating atomistic data of software in computational science. LGPL-3.0
+- Blog (🥉7 · ⭐ 3 · 📉) - DeepModeling Blog. LGPL-3.0