From 042e4aab57c30a2777e41bb4bddc8e5dbd53c4ab Mon Sep 17 00:00:00 2001
From: njzjz <9496702+njzjz@users.noreply.github.com>
Date: Thu, 23 Jul 2026 18:27:20 +0000
Subject: [PATCH] Update best-of list for version 2026.07.23
---
README.md | 451 +-------------------------------
history/2026-07-23_changes.md | 10 +
history/2026-07-23_projects.csv | 39 +++
latest-changes.md | 16 +-
4 files changed, 56 insertions(+), 460 deletions(-)
create mode 100644 history/2026-07-23_changes.md
create mode 100644 history/2026-07-23_projects.csv
diff --git a/README.md b/README.md
index e4ad533..a89f42c 100644
--- a/README.md
+++ b/README.md
@@ -10,18 +10,17 @@
-
+
-This curated list contains 38 awesome open-source projects with a total of 4.9K 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 0 awesome open-source projects with a total of 0 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).
## Contents
-- [Others](#others) _38 projects_
## Explanation
- 🥇🥈🥉 Combined project-quality score
@@ -38,452 +37,6 @@ This curated list contains 38 awesome open-source projects with a total of 4.9K
- 📥 Download count from package manager
- 📦 Number of dependent projects
-
-
-## Others
-
-
-
-DeePMD-kit (🥇27 · ⭐ 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):
-
- ```
- git clone https://github.com/deepmodeling/deepmd-kit
- ```
-- [PyPi](https://pypi.org/project/deepmd-kit) (📥 7.1K / month):
- ```
- pip install deepmd-kit
- ```
-- [Conda](https://anaconda.org/conda-forge/deepmd-kit) (📥 2.7M · ⏱️ 19.03.2026):
- ```
- conda install -c conda-forge deepmd-kit
- ```
-- [npm](https://www.npmjs.com/package/deepmd-kit) (📥 15 / month):
- ```
- npm install deepmd-kit
- ```
-- [Docker Hub](https://hub.docker.com/r/deepmodeling/deepmd-kit) (📥 5.4K · ⭐ 1 · ⏱️ 05.04.2026):
- ```
- docker pull deepmodeling/deepmd-kit
- ```
-
-dpdata (🥇27 · ⭐ 240 · 📈) - 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 - 20% open · ⏱️ 06.04.2026):
-
- ```
- git clone https://github.com/deepmodeling/dpdata
- ```
-- [PyPi](https://pypi.org/project/dpdata) (📥 72K / month):
- ```
- pip install dpdata
- ```
-- [Conda](https://anaconda.org/conda-forge/dpdata) (📥 120K · ⏱️ 01.03.2026):
- ```
- conda install -c conda-forge dpdata
- ```
-- [Docker Hub](https://hub.docker.com/r/dptechnology/dpdata) (📥 730 · ⏱️ 02.06.2023):
- ```
- docker pull dptechnology/dpdata
- ```
-
-ABACUS (🥇25 · ⭐ 260) - An electronic structure package based on either plane wave basis or numerical atomic orbitals. LGPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/abacus-develop) (👨💻 150 · 🔀 220 · 📋 2.5K - 7% open · ⏱️ 09.04.2026):
-
- ```
- git clone https://github.com/deepmodeling/abacus-develop
- ```
-- [Conda](https://anaconda.org/conda-forge/abacus) (📥 630K · ⏱️ 20.12.2025):
- ```
- conda install -c conda-forge abacus
- ```
-
-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):
-
- ```
- git clone https://github.com/deepmodeling/dpdispatcher
- ```
-- [PyPi](https://pypi.org/project/dpdispatcher) (📥 2.8K / month):
- ```
- pip install dpdispatcher
- ```
-- [Conda](https://anaconda.org/conda-forge/dpdispatcher) (📥 42K · ⏱️ 25.02.2026):
- ```
- conda install -c conda-forge dpdispatcher
- ```
-- [Docker Hub](https://hub.docker.com/r/dptechnology/dpdispatcher) (📥 150K · ⏱️ 29.03.2026):
- ```
- 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
-
-- [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):
- ```
- pip install reacnetgenerator
- ```
-- [Conda](https://anaconda.org/conda-forge/reacnetgenerator) (📥 760K · ⏱️ 11.11.2025):
- ```
- conda install -c conda-forge reacnetgenerator
- ```
-
-dargs (🥈18 · ⭐ 6) - 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):
-
- ```
- git clone https://github.com/deepmodeling/dargs
- ```
-- [PyPi](https://pypi.org/project/dargs) (📥 80K / month):
- ```
- pip install dargs
- ```
-- [Conda](https://anaconda.org/conda-forge/dargs) (📥 63K · ⏱️ 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):
-
- ```
- git clone https://github.com/deepmodeling/deepflame-dev
- ```
-
-dflow (🥈17 · ⭐ 81) - 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 · 🔀 29 · 📋 36 - 36% open · ⏱️ 21.01.2026):
-
- ```
- git clone https://github.com/deepmodeling/dflow
- ```
-- [PyPi](https://pypi.org/project/dflow):
- ```
- pip install dflow
- ```
-- [Conda](https://anaconda.org/conda-forge/dflow):
- ```
- conda install -c conda-forge dflow
- ```
-- [Docker Hub](https://hub.docker.com/r/dptechnology/dflow) (📥 18K · ⏱️ 21.01.2026):
- ```
- docker pull dptechnology/dflow
- ```
-
-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):
-
- ```
- git clone https://github.com/deepmodeling/dpgen2
- ```
-- [PyPi](https://pypi.org/project/dpgen2) (📥 94 / month):
- ```
- pip install dpgen2
- ```
-- [Docker Hub](https://hub.docker.com/r/dptechnology/dpgen2) (📥 4.5K · ⏱️ 11.03.2026):
- ```
- docker pull dptechnology/dpgen2
- ```
-
-APEX (🥈15 · ⭐ 45 · 💤) - APEX: Alloy Properties EXplorer using simulations. LGPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/APEX) (👨💻 7 · 🔀 27 · 📦 4 · 📋 10 - 10% open · ⏱️ 10.04.2025):
-
- ```
- git clone https://github.com/deepmodeling/APEX
- ```
-- [PyPi](https://pypi.org/project/apex-flow) (📥 150 / month):
- ```
- pip install apex-flow
- ```
-
-DP-GUI (🥈15 · ⭐ 9 · 💤) - A web-based GUI for user inputs. LGPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/dpgui) (👨💻 4 · 🔀 5 · 📦 13 · ⏱️ 26.08.2025):
-
- ```
- git clone https://github.com/deepmodeling/dpgui
- ```
-- [PyPi](https://pypi.org/project/dpgui) (📥 68K / month):
- ```
- pip install dpgui
- ```
-
-JAX-FEM (🥈14 · ⭐ 640) - Differentiable Finite Element Method with JAX. GPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/jax-fem) (👨💻 17 · 🔀 110 · 📦 3 · 📋 71 - 35% open · ⏱️ 08.02.2026):
-
- ```
- git clone https://github.com/deepmodeling/jax-fem
- ```
-- [PyPi](https://pypi.org/project/jax-fem) (📥 620 / month):
- ```
- pip install jax-fem
- ```
-
-DeePTB (🥈14 · ⭐ 100 · 📉) - DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy. LGPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/DeePTB) (👨💻 15 · 🔀 29 · 📦 4 · 📋 60 - 33% open · ⏱️ 19.03.2026):
-
- ```
- git clone https://github.com/deepmodeling/DeePTB
- ```
-- [PyPi](https://pypi.org/project/dptb) (📥 140 / month):
- ```
- pip install dptb
- ```
-
-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):
-
- ```
- git clone https://github.com/deepmodeling/DMFF
- ```
-- [Conda](https://anaconda.org/conda-forge/dmff) (📥 3.1K · ⏱️ 22.04.2025):
- ```
- conda install -c conda-forge dmff
- ```
-
-rid-kit (🥉12 · ⭐ 52 · 💤) - Reinforced dynamics. LGPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/rid-kit) (👨💻 14 · 🔀 25 · 📥 150 · 📦 2 · 📋 5 - 40% open · ⏱️ 31.03.2025):
-
- ```
- git clone https://github.com/deepmodeling/rid-kit
- ```
-- [PyPi](https://pypi.org/project/rid-kit) (📥 58 / month):
- ```
- pip install rid-kit
- ```
-
-GPUMD (🥉12 · ⭐ 12) - Graphics Processing Units Molecular Dynamics. GPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/GPUMD) (👨💻 57 · ⏱️ 27.03.2026):
-
- ```
- git clone https://github.com/deepmodeling/GPUMD
- ```
-
-deepmodeling_sphinx (🥉12 · ⭐ 3) - Sphinx extension for DeepModeling projects. LGPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/deepmodeling_sphinx) (👨💻 8 · 🔀 6 · ⏱️ 12.11.2025):
-
- ```
- git clone https://github.com/deepmodeling/deepmodeling_sphinx
- ```
-- [PyPi](https://pypi.org/project/deepmodeling_sphinx) (📥 2.4K / month):
- ```
- pip install deepmodeling_sphinx
- ```
-
-dpti (🥉10 · ⭐ 35 · 💤) - 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):
-
- ```
- git clone https://github.com/deepmodeling/dpti
- ```
-- [PyPi](https://pypi.org/project/dpti) (📥 25 / month):
- ```
- pip install dpti
- ```
-
-fealpy (🥉10 · ⭐ 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) (📥 450 / month):
- ```
- pip install fealpy
- ```
-
-DeePKS-kit (🥉9 · ⭐ 120 · 💤) - 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):
-
- ```
- git clone https://github.com/deepmodeling/deepks-kit
- ```
-
-fpop (🥉9 · ⭐ 3 · 💤) - LGPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/fpop) (👨💻 4 · 🔀 12 · 📦 15 · ⏱️ 01.07.2024):
-
- ```
- git clone https://github.com/deepmodeling/fpop
- ```
-- [PyPi](https://pypi.org/project/fpop) (📥 340 / month):
- ```
- pip install fpop
- ```
-
-args (🥉9 · ⭐ 2) - DeepModeling dargs arguments generation. LGPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/args) (👨💻 3 · 🔀 2 · 📦 5 · ⏱️ 15.12.2025):
-
- ```
- git clone https://github.com/deepmodeling/args
- ```
-- [npm](https://www.npmjs.com/package/@deepmodeling/args) (📥 32 / 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):
-
- ```
- 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):
-
- ```
- git clone https://github.com/deepmodeling/community
- ```
-
-Uni-Fold (🥉7 · ⭐ 93 · 💤) - Apache-2
-
-- [GitHub](https://github.com/deepmodeling/Uni-Fold) (👨💻 3 · 🔀 19 · ⏱️ 18.08.2022):
-
- ```
- git clone https://github.com/deepmodeling/Uni-Fold
- ```
-- [Docker Hub](https://hub.docker.com/r/dptechnology/unifold) (📥 1.5K · ⏱️ 08.01.2024):
- ```
- docker pull dptechnology/unifold
- ```
-
-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):
-
- ```
- git clone https://github.com/deepmodeling/tbplas
- ```
-
-tutorials (🥉6 · ⭐ 16) - Tutorials for DeepModeling projects. Unlicensed
-
-- [GitHub](https://github.com/deepmodeling/tutorials) (👨💻 12 · 🔀 24 · 📋 4 - 25% open · ⏱️ 11.03.2026):
-
- ```
- git clone https://github.com/deepmodeling/tutorials
- ```
-
-docs (🥉6 · ⭐ 3 · 💤) - The home page of DeepModeling documentation. LGPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/docs) (👨💻 8 · 🔀 7 · ⏱️ 28.10.2024):
-
- ```
- git clone https://github.com/deepmodeling/docs
- ```
-
-AI4Science101 (🥉5 · ⭐ 100 · 💤) - AI for Science. Unlicensed
-
-- [GitHub](https://github.com/deepmodeling/AI4Science101) (👨💻 5 · 🔀 16 · ⏱️ 04.09.2022):
-
- ```
- git clone https://github.com/deepmodeling/AI4Science101
- ```
-
-ADMP (🥉5 · ⭐ 3 · 💤) - Automatic Differentiation Multipole Moment Molecular Forcefield. Unlicensed
-
-- [GitHub](https://github.com/deepmodeling/ADMP) (👨💻 7 · 🔀 3 · ⏱️ 15.02.2022):
-
- ```
- git clone https://github.com/deepmodeling/ADMP
- ```
-
-DeepH-pack (🥉4 · ⭐ 14 · 💤) - Deep neural networks for density functional theory Hamiltonian. LGPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/DeepH-pack) (👨💻 6 · 🔀 6 · 📋 6 - 66% open · ⏱️ 28.12.2023):
-
- ```
- git clone https://github.com/deepmodeling/DeepH-pack
- ```
-
-DeePDih (🥉4 · ⭐ 6 · 📉) - Deep Potential driven molecular dihedral scan toolkit. MIT
-
-- [GitHub](https://github.com/deepmodeling/DeePDih) (👨💻 2 · 🔀 3 · 📥 7 · ⏱️ 07.04.2026):
-
- ```
- git clone https://github.com/deepmodeling/DeePDih
- ```
-
-tutorials-cn (🥉4 · ⭐ 6 · 💤) - LGPL-2.1
-
-- [GitHub](https://github.com/deepmodeling/tutorials-cn) (👨💻 4 · 🔀 8 · ⏱️ 29.12.2022):
-
- ```
- git clone https://github.com/deepmodeling/tutorials-cn
- ```
-
-LibRI (🥉2 · ⭐ 6 · 💤) - GPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/LibRI) (👨💻 3 · 🔀 1 · 📋 3 - 66% open · ⏱️ 10.01.2025):
-
- ```
- git clone https://github.com/deepmodeling/LibRI
- ```
-
-openfinite (🥉1 · ⭐ 1 · 💤) - LGPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/openfinite) (👨💻 2 · 🔀 2 · ⏱️ 06.10.2021):
-
- ```
- git clone https://github.com/deepmodeling/openfinite
- ```
-
-dflow-op-cutter (🥉-1 · ⭐ 1 · 💤) - Unlicensed
-
-- [GitHub](https://github.com/deepmodeling/dflow-op-cutter) (👨💻 2 · 🔀 2 · ⏱️ 06.07.2022):
-
- ```
- git clone https://github.com/deepmodeling/dflow-op-cutter
- ```
-
---
diff --git a/history/2026-07-23_changes.md b/history/2026-07-23_changes.md
new file mode 100644
index 0000000..fde0605
--- /dev/null
+++ b/history/2026-07-23_changes.md
@@ -0,0 +1,10 @@
+## 📉 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 (🥇12 · 📉) - Manipulating DeePMD-kit, VASP and LAMMPS data formats. Unlicensed
+- DeePMD-kit (🥇11 · ⭐ 1 · 📉) - A deep learning package for many-body potential energy representation and molecular dynamics. Unlicensed
+- ABACUS (🥈8 · 💤) - An electronic structure package based on plane wave and numerical atomic basis sets. Unlicensed
+- DeepFlame (🥉1 · 📉) - Unlicensed
+- dflow (🥉1 · 📉) - A Python development framework for concurrent learning applications based on Argo Workflows. Unlicensed
+
diff --git a/history/2026-07-23_projects.csv b/history/2026-07-23_projects.csv
new file mode 100644
index 0000000..d939f7c
--- /dev/null
+++ b/history/2026-07-23_projects.csv
@@ -0,0 +1,39 @@
+,name,github_id,pypi_id,conda_id,dockerhub_id,homepage,dependent_project_count,github_dependent_project_count,contributor_count,pypi_url,pypi_monthly_downloads,monthly_downloads,conda_url,created_at,conda_latest_release_published_at,updated_at,conda_total_downloads,release_count,description,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_pulls,projectrank,show,category,projectrank_placing,trending,npm_id,npm_url,npm_monthly_downloads,dockerhub_stars,star_count
+0,dpdata,deepmodeling/dpdata,dpdata,conda-forge/dpdata,dptechnology/dpdata,{},163.0,163.0,72,https://pypi.org/project/dpdata,118939.0,120843.0,https://anaconda.org/conda-forge/dpdata,2020-08-12 15:36:21.970,2026-05-07 19:44:41.918,2026-05-07 19:44:41.918000,134059.0,44.0,"Manipulating DeePMD-kit, VASP and LAMMPS data formats.",https://hub.docker.com/r/dptechnology/dpdata,2023-06-02 09:30:14.674068,1169.0,12,False,others,1.0,-15.0,,,,,
+1,DeePMD-kit,deepmodeling/deepmd-kit,deepmd-kit,conda-forge/deepmd-kit,deepmodeling/deepmd-kit,{},57.0,57.0,88,https://pypi.org/project/deepmd-kit,18592.0,66025.0,https://anaconda.org/conda-forge/deepmd-kit,2021-04-20 02:48:47.074,2026-06-07 10:09:31.065,2026-06-07 12:16:36.241892,2979124.0,49.0,A deep learning package for many-body potential energy representation and molecular dynamics.,https://hub.docker.com/r/deepmodeling/deepmd-kit,2026-06-07 12:16:36.241892,6164.0,11,False,others,1.0,-16.0,deepmd-kit,https://www.npmjs.com/package/deepmd-kit,49.0,1.0,1.0
+2,dargs,deepmodeling/dargs,dargs,conda-forge/dargs,,{},162.0,162.0,8,https://pypi.org/project/dargs,138047.0,139173.0,https://anaconda.org/conda-forge/dargs,2021-04-20 18:43:41.837,2026-02-25 05:33:17.014,2026-02-25 05:33:17.014000,70943.0,25.0,Process arguments for the deep modeling project.,,,,10,False,others,1.0,,,,,,
+3,dpdispatcher,deepmodeling/dpdispatcher,dpdispatcher,conda-forge/dpdispatcher,dptechnology/dpdispatcher,{},70.0,70.0,50,https://pypi.org/project/dpdispatcher,2979.0,7352.0,https://anaconda.org/conda-forge/dpdispatcher,2022-09-19 23:56:02.880,2026-02-25 23:31:49.645,2026-03-29 17:36:27.626936,48518.0,28.0,generate HPC scheduler systems jobs input scripts and submit these scripts to HPC systems and poke until they finish.,https://hub.docker.com/r/dptechnology/dpdispatcher,2026-03-29 17:36:27.626936,152696.0,9,False,others,2.0,,,,,,
+4,ABACUS,deepmodeling/abacus-develop,,conda-forge/abacus,,{},,,161,,,20204.0,https://anaconda.org/conda-forge/abacus,2023-07-31 23:29:26.624,2025-12-20 09:51:19.492,2025-12-20 09:51:19.492000,727369.0,35.0,An electronic structure package based on plane wave and numerical atomic basis sets.,,,,8,False,others,2.0,-17.0,,,,,
+5,DP-GEN,deepmodeling/dpgen,dpgen,conda-forge/dpgen,,{},8.0,8.0,76,https://pypi.org/project/dpgen,809.0,1555.0,https://anaconda.org/conda-forge/dpgen,2020-06-05 01:25:52.069,2026-05-13 09:42:35.071,2026-05-13 09:42:35.071000,54461.0,18.0,The deep potential generator.,,,,8,False,others,2.0,,,,,,
+6,DP-GUI,deepmodeling/dpgui,dpgui,,,{},15.0,15.0,4,https://pypi.org/project/dpgui,115251.0,115251.0,,,,,,,,,,,7,False,others,2.0,,,,,,
+7,reacnetgenerator,deepmodeling/reacnetgenerator,reacnetgenerator,conda-forge/reacnetgenerator,,{},3.0,3.0,20,https://pypi.org/project/reacnetgenerator,600.0,11715.0,https://anaconda.org/conda-forge/reacnetgenerator,2020-05-24 03:45:35.365,2025-11-11 16:14:11.843,2025-11-11 16:14:11.843000,822522.0,43.0,An automatic generator of reaction network for reactive molecular dynamics simulation.,,,,7,False,others,2.0,,,,,,
+8,fealpy,deepmodeling/fealpy,fealpy,,,{},,,69,https://pypi.org/project/fealpy,1374.0,1374.0,,,,,,,,,,,4,False,others,2.0,,,,,,
+9,fpop,deepmodeling/fpop,fpop,,,{},18.0,18.0,4,https://pypi.org/project/fpop,577.0,577.0,,,,,,,,,,,4,False,others,2.0,,,,,,
+10,JAX-FEM,deepmodeling/jax-fem,jax-fem,,,{},6.0,6.0,18,https://pypi.org/project/jax-fem,1340.0,1340.0,,,,,,,,,,,4,False,others,2.0,,,,,,
+11,APEX,deepmodeling/APEX,apex-flow,,,{},4.0,4.0,15,https://pypi.org/project/apex-flow,723.0,723.0,,,,,,,,,,,3,False,others,3.0,,,,,,
+12,deepmodeling_sphinx,deepmodeling/deepmodeling_sphinx,deepmodeling_sphinx,,,{},,,8,https://pypi.org/project/deepmodeling_sphinx,5322.0,5322.0,,,,,,,,,,,3,False,others,3.0,,,,,,
+13,DeePTB,deepmodeling/DeePTB,dptb,,,{},4.0,4.0,15,https://pypi.org/project/dptb,541.0,541.0,,,,,,,,,,,3,False,others,3.0,,,,,,
+14,DMFF,deepmodeling/DMFF,,conda-forge/dmff,,{},,,17,,,118.0,https://anaconda.org/conda-forge/dmff,2024-01-02 04:26:36.340,2025-04-22 14:58:55.028,2025-04-22 14:58:55.028000,3564.0,2.0,DMFF (Differentiable Molecular Force Field) is a Jax-based python package that provides a full differentiable..,,,,3,False,others,3.0,,,,,,
+15,DPGEN2,deepmodeling/dpgen2,dpgen2,,dptechnology/dpgen2,{},6.0,6.0,19,https://pypi.org/project/dpgen2,95.0,95.0,,,,2026-07-12 09:46:45.427014,,,,https://hub.docker.com/r/dptechnology/dpgen2,2026-07-12 09:46:45.427014,5146.0,3,False,others,3.0,,,,,,
+16,args,deepmodeling/args,,,,{},5.0,5.0,3,,,77.0,,,,,,,,,,,2,False,others,3.0,,@deepmodeling/args,https://www.npmjs.com/package/@deepmodeling/args,77.0,,
+17,DeepFlame,deepmodeling/deepflame-dev,,,,{},,,31,,,,,,,,,,,,,,1,False,others,3.0,-16.0,,,,,
+18,dflow,deepmodeling/dflow,dflow,conda-forge/dflow,dptechnology/dflow,{},,,23,https://pypi.org/project/dflow,,,https://anaconda.org/conda-forge/dflow,,,2026-01-21 07:08:16.591515,,,A Python development framework for concurrent learning applications based on Argo Workflows.,https://hub.docker.com/r/dptechnology/dflow,2026-01-21 07:08:16.591515,20918.0,1,False,others,3.0,-16.0,,,,,
+19,dpti,deepmodeling/dpti,dpti,,,{},2.0,2.0,17,https://pypi.org/project/dpti,58.0,58.0,,,,,,,,,,,1,False,others,3.0,,,,,,
+20,GPUMD,deepmodeling/GPUMD,,,,{},,,61,,,,,,,,,,,,,,1,False,others,3.0,,,,,,
+21,rid-kit,deepmodeling/rid-kit,rid-kit,,,{},2.0,2.0,14,https://pypi.org/project/rid-kit,76.0,76.0,,,,,,,,,,,1,False,others,3.0,,,,,,
+22,ADMP,deepmodeling/ADMP,,,,{},,,7,,,,,,,,,,,,,,0,False,others,,,,,,,
+23,AI4Science101,deepmodeling/AI4Science101,,,,{},,,5,,,,,,,,,,,,,,0,False,others,,,,,,,
+24,AIS-Square,deepmodeling/AIS-Square,,,,{},,,8,,,,,,,,,,,,,,0,False,others,,,,,,,
+25,Blog,deepmodeling/blog,,,,{},,,13,,,,,,,,,,,,,,0,False,others,,,,,,,
+26,community,deepmodeling/community,,,,{},,,20,,,,,,,,,,,,,,0,False,others,,,,,,,
+27,DeepH-pack,deepmodeling/DeepH-pack,,,,{},,,6,,,,,,,,,,,,,,0,False,others,,,,,,,
+28,DeePKS-kit,deepmodeling/deepks-kit,,,,{},,,7,,,,,,,,,,,,,,0,False,others,,,,,,,
+29,docs,deepmodeling/docs,,,,{},,,8,,,,,,,,,,,,,,0,False,others,,,,,,,
+30,LibRI,deepmodeling/LibRI,,,,{},,,3,,,,,,,,,,,,,,0,False,others,,,,,,,
+31,tutorials,deepmodeling/tutorials,,,,{},,,12,,,,,,,,,,,,,,0,False,others,,,,,,,
+32,tutorials-cn,deepmodeling/tutorials-cn,,,,{},,,4,,,,,,,,,,,,,,0,False,others,,,,,,,
+33,Uni-Fold,deepmodeling/Uni-Fold,,,dptechnology/unifold,{},,,3,,,,,,,2024-01-08 06:24:09.367953,,,,https://hub.docker.com/r/dptechnology/unifold,2024-01-08 06:24:09.367953,1616.0,0,False,others,,,,,,,
+34,tbplas,deepmodeling/tbplas,,,,{},,,10,,,,,,,,,,,,,,0,False,others,,,,,,,
+35,DeePDih,deepmodeling/DeePDih,,,,{},,,2,,,,,,,,,,,,,,-1,False,others,3.0,,,,,,
+36,dflow-op-cutter,deepmodeling/dflow-op-cutter,,,,{},,,2,,,,,,,,,,,,,,-1,False,others,3.0,,,,,,
+37,openfinite,deepmodeling/openfinite,,,,{},,,2,,,,,,,,,,,,,,-1,False,others,3.0,,,,,,
diff --git a/latest-changes.md b/latest-changes.md
index f476623..fde0605 100644
--- a/latest-changes.md
+++ b/latest-changes.md
@@ -1,16 +1,10 @@
-## 📈 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._
-
-- 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
-
## 📉 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 (🥇12 · 📉) - Manipulating DeePMD-kit, VASP and LAMMPS data formats. Unlicensed
+- DeePMD-kit (🥇11 · ⭐ 1 · 📉) - A deep learning package for many-body potential energy representation and molecular dynamics. Unlicensed
+- ABACUS (🥈8 · 💤) - An electronic structure package based on plane wave and numerical atomic basis sets. Unlicensed
+- DeepFlame (🥉1 · 📉) - Unlicensed
+- dflow (🥉1 · 📉) - A Python development framework for concurrent learning applications based on Argo Workflows. Unlicensed