diff --git a/_data/contributors.yml b/_data/contributors.yml
index 5e04017..1acc772 100644
--- a/_data/contributors.yml
+++ b/_data/contributors.yml
@@ -392,6 +392,7 @@
     - package-guide
     - peer-review
     - reviewer
+    - web-contrib
   packages_eic:
   packages_editor:
     - afscgap
@@ -514,6 +515,7 @@
     - leadership
     - package-guide
     - peer-review-guide
+    - web-contrib
   packages_eic:
   packages_editor:
   packages_submitted:
@@ -541,10 +543,13 @@
   board: false
   contributor_type:
     - leadership
+    - peer-review
+    - reviewer
   packages_eic:
   packages_editor:
   packages_submitted:
   packages_reviewed:
+    - swiftgalaxy
   location:
   email:
 - name: Ariane Sasso
@@ -639,7 +644,7 @@
     - Emeritus Editor in Chief
     - Editor
     - Peer review triage
-  sort: 1
+  sort: 2
   bio:
   organization:
   date_added: '2023-01-24'
@@ -664,6 +669,7 @@
     - peer-review-guide
     - reviewer
   packages_eic:
+    - felupe
     - montepy
     - neonutilities
     - solar data tools
@@ -738,11 +744,13 @@
     - code-contrib
     - community
     - editor
+    - eic
     - guidebook-contrib
     - package-guide
     - peer-review
     - reviewer
   packages_eic:
+    - galfitools
   packages_editor:
     - sleplet
     - xgi
@@ -817,6 +825,7 @@
     - reviewer
     - web-contrib
   packages_eic:
+    - ams
     - cynetdiff
     - great tables
     - pooltool
@@ -826,6 +835,7 @@
     - cardsort
     - great tables
     - harmonize-wq
+    - pymultifit
     - sciform
     - xclim
   packages_submitted:
@@ -1747,14 +1757,14 @@
 - name: Jonny Saunders
   github_username: sneakers-the-rat
   github_image_id: 12961499
-  title: Editor
+  title: Emeritus Editor
   sort: 2
   bio: Bad at programming in beautiful Oregon
   organization:
   date_added: '2023-03-01'
   deia_advisory: false
-  editorial_board: true
-  emeritus_editor: false
+  editorial_board: false
+  emeritus_editor: true
   advisory: false
   emeritus_advisory: false
   twitter: json_dirs
@@ -3168,14 +3178,14 @@
 - name: Meenal Jhajharia
   github_username: mjhajharia
   github_image_id: 55153708
-  title: Editor
+  title: Emeritus Editor
   sort: 2
   bio:
   organization: \varnothing
   date_added: '2023-04-18'
   deia_advisory: false
-  editorial_board: true
-  emeritus_editor: false
+  editorial_board: false
+  emeritus_editor: true
   advisory: false
   emeritus_advisory: false
   twitter:
@@ -3919,6 +3929,7 @@
   packages_eic:
   packages_editor:
     - astrodata
+    - galfitools
     - martini
     - stingray
   packages_submitted:
@@ -4335,14 +4346,14 @@
   github_image_id: 54685329
   title:
     - Emeritus Editor in Chief
-    - Editor
+    - Emeritus Editor
   sort: 2
   bio:
   organization: '@rstudio'
   date_added: '2023-08-14'
   deia_advisory: false
-  editorial_board: true
-  emeritus_editor: false
+  editorial_board: false
+  emeritus_editor: true
   advisory: false
   emeritus_advisory: false
   twitter:
@@ -4367,6 +4378,7 @@
     - sunpy
     - zodipy
   packages_editor:
+    - blockingpy
     - quadratik
     - rdata
   packages_submitted:
@@ -4379,7 +4391,7 @@
   github_image_id: 1345068
   title:
     - Editor
-    - Editor in Chief
+    - Emeritus Editor in Chief
   sort: 1
   bio: I'm just this guy, you know?
   organization: UIUC
@@ -4396,17 +4408,22 @@
   website: https://eliotwrobson.github.io/
   board: false
   contributor_type:
+    - editor
+    - eic
     - maintainer
     - peer-review
     - reviewer
     - submitting-author
     - web-contrib
   packages_eic:
+    - cheminformant
   packages_editor:
+    - cheminformant
   packages_submitted:
     - automata
     - cynetdiff
   packages_reviewed:
+    - blockingpy
     - pooltool
   location: Urbana, IL
   email: erobson2@illinois.edu
@@ -5320,7 +5337,7 @@
   github_username: slobentanzer
   github_image_id: 13223629
   title:
-  sort:
+  sort: 2
   bio:
   organization:
   date_added: '2023-12-14'
@@ -5341,6 +5358,7 @@
     - open-education
     - peer-review
     - submitting-author
+    - web-contrib
   packages_eic:
   packages_editor:
   packages_submitted:
@@ -5378,8 +5396,10 @@
 - name: Lauren Yee
   github_username: yeelauren
   github_image_id: 12127746
-  title: Editor
-  sort: 2
+  title:
+    - Editor
+    - Editor in Chief
+  sort: 0
   bio:
   organization:
   date_added: '2023-12-21'
@@ -7214,7 +7234,7 @@
   mastodon:
   orcidid:
   partners:
-  website: https://cxc.harvard.edu/cdo/cxcstaff/staff_details.php?si=50
+  website:
   board: false
   contributor_type:
     - peer-review
@@ -7285,6 +7305,7 @@
   packages_editor:
   packages_submitted:
     - martini
+    - swiftgalaxy
   packages_reviewed:
     - petrofit
   location:
@@ -7351,14 +7372,14 @@
   github_username: NimaSarajpoor
   github_image_id: 38519522
   title:
-    - Editor
+    - Emeritus Editor
   sort: 2
   bio: Data Scientist  | OSS Contributor  | Philomath
   organization:
   date_added: '2024-07-04'
   deia_advisory: false
-  editorial_board: true
-  emeritus_editor: false
+  editorial_board: false
+  emeritus_editor: true
   advisory: false
   emeritus_advisory: false
   twitter:
@@ -7368,10 +7389,12 @@
   website: https://nimasarajpoor.github.io/blog/
   board: false
   contributor_type:
+    - editor
     - peer-review
     - reviewer
   packages_eic:
   packages_editor:
+    - ams
   packages_submitted:
   packages_reviewed:
     - automata
@@ -7690,7 +7713,7 @@
   github_username: tkoyama010
   github_image_id: 7513610
   title:
-  sort:
+  sort: 2
   bio: '3D visualization library @pyvista maintainer & translator,@scipy-conference
       chairperson,Photo by: @peacock0803sz CC-BY 2.0'
   organization: '@ark-info-sys'
@@ -7708,10 +7731,13 @@
   board: false
   contributor_type:
     - community
+    - editor
     - package-guide
+    - peer-review
     - web-contrib
   packages_eic:
   packages_editor:
+    - felupe
   packages_submitted:
   packages_reviewed:
   location: Japan
@@ -7841,8 +7867,8 @@
   organization:
   date_added:
   deia_advisory: false
-  editorial_board: true
-  emeritus_editor: false
+  editorial_board: false
+  emeritus_editor: true
   advisory: false
   emeritus_advisory: false
   twitter:
@@ -7862,7 +7888,7 @@
   github_username: kellyrowland
   github_image_id: 5440574
   title:
-  sort:
+  sort: 2
   bio:
   organization:
   date_added:
@@ -7891,7 +7917,7 @@
   github_username: shirubana
   github_image_id: 22824806
   title:
-  sort:
+  sort: 2
   bio:
   organization:
   date_added:
@@ -7920,7 +7946,7 @@
   github_username: sebastianotronto
   github_image_id: 14557809
   title:
-  sort:
+  sort: 2
   bio:
   organization:
   date_added: '2024-09-17'
@@ -8307,7 +8333,7 @@
   github_image_id: 3485425
   title:
     - Editor
-  sort:
+  sort: 2
   bio: Data Scientist | Machine Learning Engineer
   organization: Intuit
   date_added: '2024-12-13'
@@ -8323,11 +8349,13 @@
   website:
   board: false
   contributor_type:
+    - editor
     - peer-review
     - peer-review-guide
     - reviewer
   packages_eic:
   packages_editor:
+    - ams
   packages_submitted:
   packages_reviewed:
     - quadratik
@@ -8472,6 +8500,7 @@
   website:
   board: false
   contributor_type:
+    - package-guide
     - web-contrib
   packages_eic:
   packages_editor:
@@ -9338,7 +9367,7 @@
   github_image_id: 66881995
   title:
     - Editor
-  sort:
+  sort: 2
   bio: Biology, data science and open science
   organization:
   date_added: '2025-05-30'
@@ -9594,7 +9623,7 @@
   github_image_id: 34322936
   title:
     - Editor
-  sort:
+  sort: 2
   bio: Graduate student at Université de Montréal studying astrophysics.
   organization:
   date_added: '2025-06-16'
@@ -9613,11 +9642,16 @@
     - editor
     - peer-review
     - peer-review-guide
+    - reviewer
+    - web-contrib
   packages_eic:
   packages_editor:
+    - blockingpy
     - piva
+    - swiftgalaxy
   packages_submitted:
   packages_reviewed:
+    - felupe
   location: Montreal, QC, CANADA
   email:
 - name: Jinning Wang
@@ -9640,11 +9674,14 @@
   website: https://ning.guru
   board: false
   contributor_type:
+    - maintainer
     - peer-review
     - reviewer
+    - submitting-author
   packages_eic:
   packages_editor:
   packages_submitted:
+    - ams
   packages_reviewed:
     - solar data tools
   location: Knoxville, Tennessee, USA
@@ -10391,8 +10428,12 @@
     - eic
     - peer-review
   packages_eic:
+    - blockingpy
+    - galfitools
     - greopy
     - piva
+    - pymultifit
+    - swiftgalaxy
   packages_editor:
   packages_submitted:
   packages_reviewed:
@@ -10484,6 +10525,7 @@
   packages_submitted:
   packages_reviewed:
     - greopy
+    - pymultifit
   location: Seattle
   email:
 - name: Jonas Eschle
@@ -10491,7 +10533,7 @@
   github_image_id: 17454848
   title:
     - Editor
-  sort:
+  sort: 2
   bio: Large scale statistics, machine learning and software engineering in
       High Energy Physics
   organization: CERN
@@ -10635,3 +10677,558 @@
   packages_reviewed:
   location: Urbana, IL
   email: abhishekumrawal@gmail.com
+- name: Alireza
+  github_username: Alizak-Mech
+  github_image_id: 174788670
+  title:
+  sort:
+  bio: A Mechanical Engineer with a Bachelor's degree in Mechanical
+      Engineering and a Master's degree in Energy Engineering, specializing in
+      Energy Technologies.
+  organization:
+  date_added: '2025-09-10'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - peer-review
+    - reviewer
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+    - ams
+  location:
+  email: alirezakhoee@yahoo.com
+- name: Alireza Alamgir
+  github_username: AlirezaAlamgir
+  github_image_id: 174625766
+  title:
+  sort:
+  bio:
+  organization:
+  date_added: '2025-09-10'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - peer-review
+    - reviewer
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+    - ams
+  location:
+  email:
+- name: Kavian Mashayekhi
+  github_username: Kawians
+  github_image_id: 115752969
+  title:
+  sort:
+  bio:
+  organization:
+  date_added: '2025-09-10'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - peer-review
+    - reviewer
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+    - ams
+  location:
+  email:
+- name: Ellie Abrahams
+  github_username: elliesch
+  github_image_id: 12628861
+  title:
+  sort:
+  bio: cryosphere + image processing + data science
+  organization: Stanford, University
+  date_added: '2025-09-27'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - web-contrib
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+  location: Stanford, CA
+  email:
+- name: Jed Brown
+  github_username: jedbrown
+  github_image_id: 3303
+  title:
+  sort:
+  bio: Physical Prediction, Inference, & Design (PhyPID). Fast algorithms &
+      community software. Prof at CU Boulder. Alpinist, skier, runner.
+  organization: CU Boulder
+  date_added: '2025-09-27'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website: https://jedbrown.org
+  board: false
+  contributor_type:
+    - web-contrib
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+  location:
+  email: jed@jedbrown.org
+- name: Nicolás Guarín-Zapata
+  github_username: nicoguaro
+  github_image_id: 1097787
+  title:
+  sort:
+  bio:
+  organization: Universidad EAFIT
+  date_added: '2025-09-27'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter: nicoguaro
+  mastodon:
+  orcidid:
+  partners:
+  website: https://nicoguaro.github.io
+  board: false
+  contributor_type:
+    - peer-review
+    - reviewer
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+    - felupe
+  location: Medellín
+  email:
+- name: Andreas Dutzler
+  github_username: adtzlr
+  github_image_id: 5793153
+  title:
+  sort:
+  bio: PhD Candidate in Mechanical Engineering@ TU Graz. Development Engineer
+      in the Railway Industry. Opinions related to this account are my own.
+  organization: Graz University of Technology
+  date_added: '2025-09-27'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - maintainer
+    - peer-review
+    - submitting-author
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+    - felupe
+  packages_reviewed:
+  location: Graz, Austria
+  email:
+- name:
+  github_username: Michael-Howes
+  github_image_id: 50608711
+  title:
+  sort:
+  bio:
+  organization:
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - package-guide
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+  location:
+  email:
+- name: Nick Hodgskin
+  github_username: VeckoTheGecko
+  github_image_id: 36369090
+  title:
+  sort:
+  bio: Research Software Engineer at @UtrechtUniversity
+  organization: Utrecht University
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - web-contrib
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+  location: Utrecht, Netherlands
+  email:
+- name: Ang
+  github_username: HzaCode
+  github_image_id: 92981090
+  title:
+  sort:
+  bio: Medical Doctor · Open-Source Developer · Marathoner/Tri · CSCS
+      (Finalist) | 🌊 Starting a new research journey soon. | Run as fast as my
+      coding:)
+  organization:
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - maintainer
+    - peer-review
+    - submitting-author
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+    - cheminformant
+  packages_reviewed:
+  location:
+  email: ang@hezhiang.com
+- name: Blake A. Wilson
+  github_username: blakeaw
+  github_image_id: 20207940
+  title:
+  sort:
+  bio: Computational research science in physical chemistry, systems biology,
+      and nano-bioengineering.
+  organization:
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website: https://blakeaw.github.io/
+  board: false
+  contributor_type:
+    - peer-review
+    - reviewer
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+    - swiftgalaxy
+  location: Texas, USA
+  email:
+- name: Kristina Gagalova
+  github_username: KristinaGagalova
+  github_image_id: 25466163
+  title:
+  sort:
+  bio: Life curious and traveller - 🙋🏻‍♀️ Nextflow Ambassador; Works on:🧬
+      Genome Science and Algorithms | 💻 Software Development | 👽 AI dev
+  organization: Research scientist
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website: https://kristinagagalova.github.io/
+  board: false
+  contributor_type:
+    - peer-review
+    - reviewer
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+    - pymultifit
+  location:
+  email: kristina.gagalova@curtin.edu.au
+- name: Syed Ali Mohsin Bukhari
+  github_username: syedalimohsinbukhari
+  github_image_id: 68902636
+  title:
+  sort:
+  bio:
+  organization: Space and Astrophysics Research Lab
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - maintainer
+    - peer-review
+    - submitting-author
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+    - pymultifit
+  packages_reviewed:
+  location: Islamabad, Pakistan
+  email: syedali.b@outlook.com
+- name: Akrita
+  github_username: akritaag
+  github_image_id: 2558622
+  title:
+  sort:
+  bio:
+  organization:
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - peer-review
+    - reviewer
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+    - blockingpy
+  location: Seattle, WA
+  email: akrita.ag@gmail.com
+- name: Tymoteusz Strojny
+  github_username: T-Strojny
+  github_image_id: 117780025
+  title:
+  sort:
+  bio: Master’s student in Data Processing and Analytics at Adam Mickiewicz
+      University in Poznań
+  organization:
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - maintainer
+    - peer-review
+    - submitting-author
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+    - blockingpy
+  packages_reviewed:
+  location:
+  email:
+- name: Michael Pilosov, PhD
+  github_username: mathematicalmichael
+  github_image_id: 40366263
+  title:
+  sort:
+  bio: artist trapped in a mathematician's mind
+  organization: '@mindthemath'
+  date_added: '2025-10-18'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter: compmathematics
+  mastodon:
+  orcidid:
+  partners:
+  website: https://mpilosov.com
+  board: false
+  contributor_type:
+    - package-guide
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+  location: Denver, CO
+  email:
+- name: James Nightingale
+  github_username: Jammy2211
+  github_image_id: 23455639
+  title:
+  sort:
+  bio: Ernest Rutherford Fellow at Newcastle UniversityDeveloper of PyAutoLens
+  organization: Newcastle University
+  date_added: '2025-11-08'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - peer-review
+    - reviewer
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+    - galfitools
+  location: Newcastle
+  email: James.Nightingale@newcastle.ac.uk
+- name: T. E. Pickering
+  github_username: tepickering
+  github_image_id: 2481822
+  title:
+  sort:
+  bio: astronomer, python hacker
+  organization: MMT Observatory
+  date_added: '2025-11-08'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website: https://www.mmto.org
+  board: false
+  contributor_type:
+    - peer-review
+    - reviewer
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+    - galfitools
+  location: Tucson, AZ, USA
+  email: te.pickering@gmail.com
+- name: Chris Añorve
+  github_username: canorve
+  github_image_id: 3579189
+  title:
+  sort:
+  bio: Computer Astro programmer
+  organization: FACITE
+  date_added: '2025-11-08'
+  deia_advisory: false
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - maintainer
+    - peer-review
+    - submitting-author
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+    - galfitools
+  packages_reviewed:
+  location: Sinaloa, Mexico
+  email:
diff --git a/_data/packages.yml b/_data/packages.yml
index 8a4e04d..dc6f3b6 100644
--- a/_data/packages.yml
+++ b/_data/packages.yml
@@ -1,3 +1,210 @@
+- package_name: ChemInformant
+  package_description: A robust, high-throughput Python client for retrieving
+      chemical information from the PubChem API; it returns analysis-ready
+      Pandas/SQL outputs, handles caching, rate-limiting and retries, and
+      includes convenient CLI tools.
+  submitting_author:
+      name: Zhiang He
+      github_username: HzaCode
+  all_current_maintainers:
+    - name: Zhiang He
+      github_username: HzaCode
+  repository_link: https://github.com/HzaCode/ChemInformant
+  repository_host: github
+  version_submitted: 2.4.0 (released 2025-07-30)
+  categories:
+    - data-retrieval
+    - data-extraction
+    - data-processing-munging
+    - data-validation-testing
+    - workflow-automation
+    - scientific-software-wrapper
+    - database-interoperability
+  editor:
+      name: Eliot Robson
+      github_username: eliotwrobson
+  eic:
+      name: Eliot Robson
+      github_username: eliotwrobson
+  reviewers:
+  archive: https://zenodo.org/doi/10.5281/zenodo.16623785
+  version_accepted: TBD
+  date_accepted: missing
+  created_at: 2025-07-31 17:50:42+00:00
+  updated_at: 2025-10-07 16:39:26+00:00
+  closed_at: 2025-10-01 15:35:48+00:00
+  issue_link: https://github.com/pyOpenSci/software-submission/issues/254
+  joss: https://joss.theoj.org/papers/10.21105/joss.08341
+  partners:
+  gh_meta:
+      name: ChemInformant
+      description: ⚗️ An all-in-one solution for chemical property retrieval
+          from PubChem.
+      created_at: '2024-01-21'
+      stargazers_count: 26
+      watchers_count: 3
+      open_issues_count: 0
+      forks_count: 2
+      documentation: https://hezhiang.com/cheminformant_real.html
+      contrib_count: 2
+      last_commit: '2025-10-15'
+  labels:
+    - 6/pyOS-approved
+    - joss-fast-track
+  active: true
+- package_name: swiftgalaxy
+  package_description: Load in particles of a simulated galaxy, rotate
+      coordinates, easy spherical/cylindrical coordinates, access integrated
+      properties, and more.
+  submitting_author:
+      name: Kyle Oman
+      github_username: kyleaoman
+  all_current_maintainers:
+    - name: Kyle Oman
+      github_username: kyleaoman
+  repository_link: https://github.com/SWIFTSIM/swiftgalaxy
+  repository_host: github
+  version_submitted: 2.1.1
+  categories:
+    - data-extraction
+    - data-processing-munging
+  editor:
+      name: Carter Lee Rhea
+      github_username: crhea93
+  eic:
+      name: James J Balamuta
+      github_username: coatless
+  reviewers:
+    - name: Blake A. Wilson
+      github_username: blakeaw
+    - name: Chase Million
+      github_username: cmillion
+  archive: https://zenodo.org/doi/10.5281/zenodo.17382007
+  version_accepted: v2.2.1
+  date_accepted: missing
+  created_at: 2025-05-24 11:05:16+00:00
+  updated_at: 2025-10-23 13:06:48+00:00
+  closed_at:
+  issue_link: https://github.com/pyOpenSci/software-submission/issues/244
+  joss: https://joss.theoj.org/papers/10.21105/joss.09278
+  partners:
+  gh_meta:
+      name: swiftgalaxy
+      description: Load in particles of a simulated galaxy, rotate
+          coordinates, easy spherical/cylindrical coordinates, access
+          integrated properties, and more.
+      created_at: '2022-05-03'
+      stargazers_count: 8
+      watchers_count: 4
+      open_issues_count: 4
+      forks_count: 4
+      documentation: https://swiftgalaxy.readthedocs.io/en/latest/index.html
+      contrib_count: 3
+      last_commit: '2025-10-23'
+  labels:
+    - 6/pyOS-approved
+    - 9/joss-approved
+  active: true
+- package_name: pymultifit
+  package_description: A python library for fitting data with multiple models.
+  submitting_author:
+      name: Syed Ali Mohsin Bukhari
+      github_username: syedalimohsinbukhari
+  all_current_maintainers:
+    - name: Syed Ali Mohsin Bukhari
+      github_username: syedalimohsinbukhari
+  repository_link: https://github.com/syedalimohsinbukhari/pyMultiFit
+  repository_host: github
+  version_submitted: ~v1.0.3~
+      [v1.0.6](https://github.com/syedalimohsinbukhari/pyMultiFit/releases/tag/v1.0.6)
+  categories:
+    - data-processing-munging
+  editor:
+      name: Alex Batisse
+      github_username: batalex
+  eic:
+      name: James J Balamuta
+      github_username: coatless
+  reviewers:
+    - name: Sanjana Kandi
+      github_username: KandiSanjana
+    - name: Kristina Gagalova
+      github_username: KristinaGagalova
+  archive: https://zenodo.org/records/17273507
+  version_accepted: 1.0.7
+  date_accepted: '2025-10-05'
+  created_at: 2025-01-21 07:30:12+00:00
+  updated_at: 2025-11-05 11:15:18+00:00
+  closed_at: 2025-11-05 10:09:46+00:00
+  issue_link: https://github.com/pyOpenSci/software-submission/issues/233
+  joss: https://joss.theoj.org/papers/10.21105/joss.09295
+  partners:
+  gh_meta:
+      name: pyMultiFit
+      description: A library to fit the data with multiple fitters.
+      created_at: '2024-07-17'
+      stargazers_count: 4
+      watchers_count: 1
+      open_issues_count: 12
+      forks_count: 1
+      documentation: https://pymultifit.readthedocs.io/latest/
+      contrib_count: 3
+      last_commit: '2025-10-24'
+  labels:
+    - 6/pyOS-approved
+    - 9/joss-approved
+  active: true
+- package_name: BlockingPy
+  package_description: Blocking records for record linkage and deduplication
+      with Approximate Nearest Neighbor algorithms.;
+  submitting_author:
+      name: Tymoteusz Strojny
+      github_username: T-Strojny
+  all_current_maintainers:
+    - name: Tymoteusz Strojny
+      github_username: T-Strojny
+  repository_link: https://github.com/ncn-foreigners/BlockingPy
+  repository_host: github
+  version_submitted: v0.1.7
+  categories:
+    - data-processing-munging
+  editor:
+    - name: Carter Lee Rhea
+      github_username: crhea93
+    - name: Isabel Zimmerman
+      github_username: isabelizimm
+  eic:
+      name: James J Balamuta
+      github_username: coatless
+  reviewers:
+    - name: Akrita
+      github_username: akritaag
+    - name: Eliot Robson
+      github_username: eliotwrobson
+  archive:
+  version_accepted: TBD
+  date_accepted: missing
+  created_at: 2025-01-09 18:13:33+00:00
+  updated_at: 2025-10-09 22:45:25+00:00
+  closed_at:
+  issue_link: https://github.com/pyOpenSci/software-submission/issues/232
+  joss:
+  partners:
+  gh_meta:
+      name: BlockingPy
+      description: Blocking records for record linkage and data deduplication
+          based on ANN algorithms in Python.
+      created_at: '2024-10-11'
+      stargazers_count: 15
+      watchers_count: 1
+      open_issues_count: 2
+      forks_count: 1
+      documentation: https://blockingpy.readthedocs.io/en/latest/
+      contrib_count: 1
+      last_commit: '2025-10-10'
+  labels:
+    - 6/pyOS-approved
+  active: true
 - package_name: PIVA
   package_description: Visualization and analysis toolkit for experimental
       data from Angle-Resolved Photoemission Spectroscopy (ARPES)
@@ -8,6 +215,7 @@
     - name: Wojciech Radoslaw Pudelko
       github_username: pudeIko
   repository_link: https://github.com/pudeIko/piva
+  repository_host: github
   version_submitted: v2.3.2
   categories:
     - data-extraction
@@ -27,26 +235,26 @@
   version_accepted: v3.0.0
   date_accepted: '2025-08-04'
   created_at: 2025-01-04 14:36:12+00:00
-  updated_at: 2025-08-06 20:04:29+00:00
-  closed_at:
+  updated_at: 2025-10-06 13:10:53+00:00
+  closed_at: 2025-10-06 13:10:53+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/231
-  joss:
+  joss: https://joss.theoj.org/papers/10.21105/joss.09129
   partners:
   gh_meta:
       name: piva
       description: Interactive tools for the visualization and analysis of
           multidimensional photoemission data
       created_at: '2022-04-12'
-      stargazers_count: 7
+      stargazers_count: 8
       watchers_count: 1
       open_issues_count: 7
       forks_count: 3
       documentation: https://piva.readthedocs.io/en/latest/intro.html
       contrib_count: 3
-      last_commit: '2025-08-06'
+      last_commit: '2025-10-06'
   labels:
     - 6/pyOS-approved
-    - 7/under-joss-review
+    - 9/joss-approved
   active: true
 - package_name: GREOPy
   package_description: Calculate relativistic light rays sent by an emitter to
@@ -58,6 +266,7 @@
     - name:
       github_username: irideselby
   repository_link: https://codeberg.org/JPHackstein/GREOPy
+  repository_host: codeberg
   version_submitted: v0.2.1
   categories:
     - data-processing-munging
@@ -73,19 +282,73 @@
     - name: Sanjana Kandi
       github_username: KandiSanjana
   archive: https://zenodo.org/records/14537866
-  version_accepted: TBD
-  date_accepted: missing
+  version_accepted: '1.0'
+  date_accepted: '2025-08-04'
   created_at: 2024-12-21 12:34:09+00:00
-  updated_at: 2025-08-27 14:03:48+00:00
-  closed_at:
+  updated_at: 2025-10-07 18:08:25+00:00
+  closed_at: 2025-10-07 18:05:53+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/227
-  joss:
+  joss: https://joss.theoj.org/papers/10.21105/joss.08765
   partners:
   gh_meta:
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
   active: true
+- package_name: GALFITools
+  package_description: A library for efficient data processing customized for
+      the GALFIT package
+  submitting_author:
+      name: Chris Añorve
+      github_username: canorve
+  all_current_maintainers:
+    - name: Chris Añorve
+      github_username: canorve
+  repository_link: https://github.com/canorve/GALFITools
+  repository_host: github
+  version_submitted: v1.15.0
+  categories:
+    - data-extraction
+    - data-processing-munging
+    - data-visualization
+  editor:
+      name: Hans Moritz Günther
+      github_username: hamogu
+  eic:
+    - name: Szymon Moliński
+      github_username: SimonMolinsky
+    - name: James J Balamuta
+      github_username: coatless
+  reviewers:
+    - name: James Nightingale
+      github_username: Jammy2211
+    - name: T. E. Pickering
+      github_username: tepickering
+  archive: https://zenodo.org/records/17010007
+  version_accepted: 1.18.0
+  date_accepted: '2025-10-30'
+  created_at: 2024-12-07 00:28:52+00:00
+  updated_at: 2025-11-13 01:09:17+00:00
+  closed_at:
+  issue_link: https://github.com/pyOpenSci/software-submission/issues/220
+  joss:
+  partners:
+    - astropy
+  gh_meta:
+      name: GALFITools
+      description: A library for GALFIT
+      created_at: '2018-11-10'
+      stargazers_count: 17
+      watchers_count: 1
+      open_issues_count: 0
+      forks_count: 2
+      documentation:
+      contrib_count: 1
+      last_commit: '2025-11-05'
+  labels:
+    - 6/pyOS-approved
+    - astropy
+  active: true
 - package_name: neonutilities
   package_description: neonutilities is a package for accessing and wrangling
       data generated and published by the National Ecological Observatory
@@ -101,6 +364,7 @@
     - name:
       github_username: znickerson8
   repository_link: https://github.com/NEONScience/NEON-utilities-python
+  repository_host: github
   version_submitted: v1.0.1
   categories:
     - data-retrieval
@@ -116,7 +380,7 @@
       github_username: ethanwhite
     - name:
       github_username: benjamindonnachie
-  archive: https://doi.org/10.5281/zenodo.15530180
+  archive: https://zenodo.org/doi/10.5281/zenodo.15530180
   version_accepted: v1.1.0
   date_accepted: 2025-05- 10
   created_at: 2024-09-25 21:27:31+00:00
@@ -130,15 +394,68 @@
       description: Repository for Python package containing data-wrangling
           utilities for working with NEON data.
       created_at: '2023-08-25'
-      stargazers_count: 4
+      stargazers_count: 5
       watchers_count: 4
-      open_issues_count: 2
+      open_issues_count: 0
       forks_count: 4
       documentation: https://neon-utilities-python.readthedocs.io/en/latest/
-      contrib_count: 5
-      last_commit: '2025-08-14'
+      contrib_count: 6
+      last_commit: '2025-11-06'
+  labels:
+    - 6/pyOS-approved
+  active: true
+- package_name: FElupe
+  package_description: Finite element analysis for continuum mechanics of
+      solid bodies.
+  submitting_author:
+      name: Andreas Dutzler
+      github_username: adtzlr
+  all_current_maintainers:
+    - name: Andreas Dutzler
+      github_username: adtzlr
+  repository_link: https://github.com/adtzlr/felupe
+  repository_host: github
+  version_submitted: ~v9.0.0~ v9.1.0 (updated on 2024-11-23)
+  categories:
+    - data-retrieval
+    - data-extraction
+    - data-processing-munging
+    - data-visualization
+  editor:
+      name: Tetsuo Koyama
+      github_username: tkoyama010
+  eic:
+      name: Chiara Marmo
+      github_username: cmarmo
+  reviewers:
+    - name: Nicolás Guarín-Zapata
+      github_username: nicoguaro
+    - name: Carter Lee Rhea
+      github_username: crhea93
+  archive: https://zenodo.org/doi/10.5281/zenodo.17202699
+  version_accepted: 9.4.0
+  date_accepted: 2025-9-18
+  created_at: 2024-09-14 22:37:44+00:00
+  updated_at: 2025-10-13 21:20:25+00:00
+  closed_at:
+  issue_link: https://github.com/pyOpenSci/software-submission/issues/212
+  joss:
+  partners:
+  gh_meta:
+      name: felupe
+      description: finite element analysis for continuum mechanics of solid
+          bodies
+      created_at: '2021-04-22'
+      stargazers_count: 147
+      watchers_count: 4
+      open_issues_count: 7
+      forks_count: 16
+      documentation: https://felupe.readthedocs.io/en/stable
+      contrib_count: 4
+      last_commit: '2025-11-11'
   labels:
     - 6/pyOS-approved
+    - 9/joss-approved
   active: true
 - package_name: Solar Data Tools
   package_description: Library of tools for analyzing photovoltaic power
@@ -152,6 +469,7 @@
     - name: Bennet Meyers
       github_username: bmeyers
   repository_link: https://github.com/slacgismo/solar-data-tools
+  repository_host: github
   version_submitted: 1.6.4
   categories:
     - data-retrieval
@@ -171,27 +489,27 @@
       github_username: echedey-ls
     - name: Chris Deline
       github_username: cdeline
-  archive: https://doi.org/10.5281/zenodo.15243716
+  archive: https://zenodo.org/doi/10.5281/zenodo.15243716
   version_accepted: 1.7.1
   date_accepted: '2025-06-13'
   created_at: 2024-08-17 06:30:02+00:00
   updated_at: 2025-06-27 21:22:44+00:00
   closed_at: 2025-06-27 21:22:44+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/210
-  joss: https://doi.org/10.21105/joss.08478
+  joss: https://joss.theoj.org/papers/10.21105/joss.08478
   partners:
   gh_meta:
       name: solar-data-tools
       description: 'Some data analysis tools for working with historical PV solar
           time-series data sets. '
       created_at: '2019-02-17'
-      stargazers_count: 83
+      stargazers_count: 87
       watchers_count: 9
-      open_issues_count: 2
+      open_issues_count: 3
       forks_count: 29
       documentation: https://solar-data-tools.readthedocs.io
-      contrib_count: 19
-      last_commit: '2025-08-26'
+      contrib_count: 20
+      last_commit: '2025-10-31'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -206,6 +524,7 @@
     - name: J. Steven Dodge
       github_username: jsdodge
   repository_link: https://github.com/dodge-research-group/thztools
+  repository_host: github
   version_submitted: 0.5.4
   categories:
     - data-processing-munging
@@ -220,23 +539,23 @@
       github_username: frank1010111
     - name:
       github_username: Romain-Peretti
-  archive: https://doi.org/10.5281/zenodo.10100093
+  archive: https://zenodo.org/doi/10.5281/zenodo.10100093
   version_accepted: 0.5.5
   date_accepted: '2024-11-22'
   created_at: 2024-08-01 11:54:53+00:00
   updated_at: 2025-03-26 06:49:24+00:00
   closed_at: 2024-12-03 02:41:20+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/209
-  joss: https://doi.org/10.21105/joss.07542
+  joss: https://joss.theoj.org/papers/10.21105/joss.07542
   partners:
   gh_meta:
       name: thztools
       description: Tools for terahertz time-domain spectroscopy (THz-TDS)
       created_at: '2022-11-22'
-      stargazers_count: 19
+      stargazers_count: 21
       watchers_count: 2
       open_issues_count: 3
-      forks_count: 11
+      forks_count: 13
       documentation: https://dodge-research-group.github.io/thztools/
       contrib_count: 5
       last_commit: '2024-12-03'
@@ -256,6 +575,7 @@
     - name: Travis L.
       github_username: tjlaboss
   repository_link: https://github.com/idaholab/MontePy
+  repository_host: github
   version_submitted: 0.2.10
   categories:
     - workflow-automation
@@ -271,7 +591,7 @@
       github_username: munkm
     - name: Joanna Piper Morgan
       github_username: jpmorgan98
-  archive: https://doi.org/10.5281/zenodo.15185506
+  archive: https://zenodo.org/doi/10.5281/zenodo.15185506
   version_accepted: 0.5.5
   date_accepted: '2025-03-19'
   created_at: 2024-07-01 21:04:05+00:00
@@ -286,12 +606,12 @@
           read, edit, and write MCNP input files.
       created_at: '2024-01-09'
       stargazers_count: 48
-      watchers_count: 5
-      open_issues_count: 115
-      forks_count: 15
+      watchers_count: 4
+      open_issues_count: 109
+      forks_count: 18
       documentation: https://www.montepy.org/
-      contrib_count: 6
-      last_commit: '2025-08-18'
+      contrib_count: 7
+      last_commit: '2025-10-30'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -307,6 +627,7 @@
     - name: Michael Chow
       github_username: machow
   repository_link: https://github.com/posit-dev/great-tables
+  repository_host: github
   version_submitted: v0.13.0
   categories:
     - data-visualization
@@ -321,7 +642,7 @@
       github_username: cjbassin
     - name: Guillaume Lemaitre
       github_username: glemaitre
-  archive: https://doi.org/10.5281/zenodo.15312934
+  archive: https://zenodo.org/doi/10.5281/zenodo.15312934
   version_accepted: v0.14.0
   date_accepted: '2025-01-03'
   created_at: 2024-06-14 19:55:59+00:00
@@ -334,13 +655,13 @@
       name: great-tables
       description: Make awesome display tables using Python
       created_at: '2022-05-06'
-      stargazers_count: 2429
-      watchers_count: 15
-      open_issues_count: 118
-      forks_count: 100
+      stargazers_count: 2534
+      watchers_count: 14
+      open_issues_count: 127
+      forks_count: 109
       documentation: https://posit-dev.github.io/great-tables/
       contrib_count: 25
-      last_commit: '2025-08-25'
+      last_commit: '2025-10-31'
   labels:
     - 6/pyOS-approved
   active: true
@@ -360,6 +681,7 @@
     - name:
       github_username: matteolucchini1
   repository_link: https://github.com/stingraysoftware/stingray
+  repository_host: github
   version_submitted: '2.1'
   categories:
     - data-processing-munging
@@ -375,7 +697,7 @@
       github_username: taldcroft
     - name: Mason Ng
       github_username: masonng-astro
-  archive: https://doi.org/10.5281/zenodo.11383212
+  archive: https://zenodo.org/doi/10.5281/zenodo.11383212
   version_accepted: '2.1'
   date_accepted: '2024-10-01'
   created_at: 2024-06-14 12:59:47+00:00
@@ -390,13 +712,13 @@
       description: Anything can happen in the next half hour (including
           spectral timing made easy)!
       created_at: '2015-09-30'
-      stargazers_count: 201
-      watchers_count: 19
-      open_issues_count: 47
-      forks_count: 165
+      stargazers_count: 205
+      watchers_count: 16
+      open_issues_count: 49
+      forks_count: 167
       documentation: https://stingray.science/stingray
-      contrib_count: 54
-      last_commit: '2025-08-25'
+      contrib_count: 55
+      last_commit: '2025-10-25'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -415,6 +737,7 @@
     - name:
       github_username: jehturner
   repository_link: https://github.com/GeminiDRSoftware/astrodata
+  repository_host: github
   version_submitted: 2.9.2
   categories:
     - data-extraction
@@ -467,6 +790,7 @@
     - name: Giovanni Saraceno
       github_username: giovsaraceno
   repository_link: https://github.com/rmj3197/QuadratiK
+  repository_host: github
   version_submitted: 1.1.0
   categories:
     - data-processing-munging
@@ -523,6 +847,7 @@
     - name: Matthew West
       github_username: mwest1066
   repository_link: https://github.com/open-atmos/PyPartMC/
+  repository_host: github
   version_submitted: v1.2.0
   categories:
     - scientific-software-wrapper
@@ -537,7 +862,7 @@
       github_username: simonom
     - name: Dan Baston
       github_username: dbaston
-  archive: https://doi.org/10.5281/zenodo.14801138
+  archive: https://zenodo.org/doi/10.5281/zenodo.14801138
   version_accepted: 1.4.2
   date_accepted: '2025-02-12'
   created_at: 2024-05-03 18:22:59+00:00
@@ -551,13 +876,13 @@
       description: Python (and C++) interface to PartMC with Jupyter/Python,
           Julia and Matlab examples
       created_at: '2021-10-26'
-      stargazers_count: 30
+      stargazers_count: 31
       watchers_count: 5
-      open_issues_count: 50
+      open_issues_count: 47
       forks_count: 14
       documentation: https://open-atmos.github.io/PyPartMC/
       contrib_count: 9
-      last_commit: '2025-08-28'
+      last_commit: '2025-11-09'
   labels:
     - 6/pyOS-approved
   active: true
@@ -573,6 +898,7 @@
     - name: Abhishek Umrawal
       github_username: abhishekumrawal
   repository_link: https://github.com/eliotwrobson/CyNetDiff
+  repository_host: github
   version_submitted: v0.1.13
   categories:
     - data-processing-munging
@@ -590,13 +916,13 @@
     - name: SQ
       github_username: jeremyzhangsq
   archive:
-  version_accepted: TBD
+  version_accepted: v0.1.18
   date_accepted: '2025-08-22'
   created_at: 2024-04-22 03:28:38+00:00
-  updated_at: 2025-08-23 05:13:16+00:00
-  closed_at:
+  updated_at: 2025-09-03 00:17:41+00:00
+  closed_at: 2025-09-03 00:17:41+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/175
-  joss:
+  joss: https://zenodo.org/doi/10.5281/zenodo.10801503
   partners:
   gh_meta:
       name: CyNetDiff
@@ -605,7 +931,7 @@
       created_at: '2023-12-12'
       stargazers_count: 5
       watchers_count: 2
-      open_issues_count: 1
+      open_issues_count: 2
       forks_count: 1
       documentation: https://eliotwrobson.github.io/CyNetDiff/
       contrib_count: 1
@@ -613,6 +939,59 @@
   labels:
     - 6/pyOS-approved
   active: true
+- package_name: AMS
+  package_description: Power system dispatch modeling and dispatch-dynamic
+      co-simulation.
+  submitting_author:
+      name: Jinning Wang
+      github_username: jinningwang
+  all_current_maintainers:
+    - name: Jinning Wang
+      github_username: jinningwang
+  repository_link: https://github.com/CURENT/ams
+  repository_host: github
+  version_submitted: v0.9.6
+  categories:
+    - data-processing-munging
+  editor:
+    - name: Avik Basu
+      github_username: ab93
+    - name: Nima Sarajpoor
+      github_username: NimaSarajpoor
+  eic:
+      name: Alex Batisse
+      github_username: Batalex
+  reviewers:
+    - name: Alireza Gholamzadeh Khoee
+      github_username: Alizak-Mech
+    - name: Alireza Alamgir Tehrani
+      github_username: AlirezaAlamgir
+    - name: Kavian Mashayekhi
+      github_username: Kawians
+  archive: https://zenodo.org/records/17220598
+  version_accepted: v1.0.14
+  date_accepted: '2025-09-07'
+  created_at: 2024-04-22 01:37:56+00:00
+  updated_at: 2025-11-14 21:42:03+00:00
+  closed_at: 2025-11-14 02:04:35+00:00
+  issue_link: https://github.com/pyOpenSci/software-submission/issues/174
+  joss:
+  partners:
+  gh_meta:
+      name: ams
+      description: Power system generation scheduling and co-simulation with
+          dynamics.
+      created_at: '2022-10-05'
+      stargazers_count: 19
+      watchers_count: 2
+      open_issues_count: 15
+      forks_count: 8
+      documentation: https://ltb.curent.org
+      contrib_count: 2
+      last_commit: '2025-09-29'
+  labels:
+    - 6/pyOS-approved
+  active: true
 - package_name: pooltool
   package_description: Pooltool is a general purpose billiards simulator
       crafted specifically for science and engineering.
@@ -623,6 +1002,7 @@
     - name: Evan Kiefl
       github_username: ekiefl
   repository_link: https://github.com/ekiefl/pooltool
+  repository_host: github
   version_submitted: v0.3.3
   categories:
     - data-processing-munging
@@ -638,26 +1018,26 @@
       github_username: sebastianotronto
     - name: Eliot Robson
       github_username: eliotwrobson
-  archive: https://doi.org/10.5281/zenodo.13824503
+  archive: https://zenodo.org/doi/10.5281/zenodo.13824503
   version_accepted: 0.4.1
   date_accepted: '2024-09-16'
   created_at: 2024-04-15 21:44:43+00:00
   updated_at: 2024-11-22 01:30:45+00:00
   closed_at: 2024-10-01 11:51:34+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/173
-  joss: https://doi.org/10.21105/joss.07301
+  joss: https://joss.theoj.org/papers/10.21105/joss.07301
   partners:
   gh_meta:
       name: pooltool
       description: A sandbox billiards game that emphasizes realistic physics
       created_at: '2020-04-09'
-      stargazers_count: 288
+      stargazers_count: 304
       watchers_count: 13
-      open_issues_count: 3
-      forks_count: 50
+      open_issues_count: 4
+      forks_count: 59
       documentation: https://pooltool.readthedocs.io
-      contrib_count: 8
-      last_commit: '2025-07-20'
+      contrib_count: 9
+      last_commit: '2025-11-12'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -673,6 +1053,7 @@
     - name: Kyle Oman
       github_username: kyleaoman
   repository_link: https://github.com/kyleaoman/martini
+  repository_host: github
   version_submitted: 2.0.11 (note JOSS paper is in branch joss-paper, and that
       branch is somewhat behind main & 2.0.11)
   categories:
@@ -695,7 +1076,7 @@
   updated_at: 2025-01-14 18:42:39+00:00
   closed_at: 2024-07-01 15:58:14+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/164
-  joss: https://doi.org/10.21105/joss.06860
+  joss: https://joss.theoj.org/papers/10.21105/joss.06860
   partners:
     - astropy
   gh_meta:
@@ -705,11 +1086,11 @@
       created_at: '2017-10-19'
       stargazers_count: 21
       watchers_count: 2
-      open_issues_count: 16
+      open_issues_count: 15
       forks_count: 7
       documentation: https://martini.readthedocs.io/
       contrib_count: 1
-      last_commit: '2025-05-27'
+      last_commit: '2025-10-23'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -729,6 +1110,7 @@
     - name: Daniel Herman
       github_username: hermda02
   repository_link: https://github.com/Cosmoglobe/zodipy
+  repository_host: github
   version_submitted: v.0.8.5
   categories:
     - scientific-software-wrapper
@@ -743,7 +1125,7 @@
       github_username: pllim
     - name: Leo Singer
       github_username: lpsinger
-  archive: https://doi.org/10.5281/zenodo.10999612
+  archive: https://zenodo.org/doi/10.5281/zenodo.10999612
   version_accepted: v.0.9.2
   date_accepted: '2024-04-21'
   created_at: 2024-02-24 12:28:07+00:00
@@ -764,7 +1146,7 @@
       forks_count: 10
       documentation: https://cosmoglobe.github.io/zodipy/
       contrib_count: 8
-      last_commit: '2025-04-21'
+      last_commit: '2025-10-27'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -780,6 +1162,7 @@
     - name: Katy Brown
       github_username: KatyBrown
   repository_link: https://github.com/KatyBrown/plot_phylo
+  repository_host: github
   version_submitted: 1.9.0
   categories:
     - data-visualization
@@ -795,7 +1178,7 @@
       github_username: ammaraziz
     - name: Jayaram Kancherla
       github_username: jkanche
-  archive: https://doi.org/10.5281/zenodo.13871592
+  archive: https://zenodo.org/doi/10.5281/zenodo.13871592
   version_accepted: 0.1.11
   date_accepted: '2025-01-21'
   created_at: 2024-02-22 11:55:59+00:00
@@ -809,9 +1192,9 @@
       description: Python package to plot a phylogenetic tree on an existing
           matplotlib axis.
       created_at: '2023-12-22'
-      stargazers_count: 24
+      stargazers_count: 26
       watchers_count: 1
-      open_issues_count: 6
+      open_issues_count: 7
       forks_count: 1
       documentation: https://plot-phylo.readthedocs.io
       contrib_count: 1
@@ -833,6 +1216,7 @@
     - name: Steve Crawford
       github_username: crawfordsm
   repository_link: https://github.com/PetroFit/petrofit
+  repository_host: github
   version_submitted: v0.5.0 (will be updated to v1.0.0 after review)
   categories:
     - data-processing-munging
@@ -847,7 +1231,7 @@
       github_username: nden
     - name: Kyle Oman
       github_username: kyleaoman
-  archive: https://doi.org/10.5281/zenodo.14962700
+  archive: https://zenodo.org/doi/10.5281/zenodo.14962700
   version_accepted: '[v0.6.0](https://github.com/PetroFit/petrofit/releases/tag/v0.6.0)'
   date_accepted: '2025-02-28'
   created_at: 2024-02-16 22:46:47+00:00
@@ -862,7 +1246,7 @@
       description: Python package for calculating Petrosian properties and
           fitting galaxy light profiles
       created_at: '2021-03-16'
-      stargazers_count: 30
+      stargazers_count: 31
       watchers_count: 2
       open_issues_count: 30
       forks_count: 7
@@ -883,6 +1267,7 @@
     - name: Justin Bousquin
       github_username: jbousquin
   repository_link: https://github.com/USEPA/harmonize-wq
+  repository_host: github
   version_submitted: 0.4.0
   categories:
     - data-processing-munging
@@ -897,14 +1282,14 @@
       github_username: rcaneill
     - name: Jacqui Levy
       github_username: jacqui-123
-  archive: https://doi.org/10.5281/zenodo.13356847
+  archive: https://zenodo.org/doi/10.5281/zenodo.13356847
   version_accepted: 0.5.0
   date_accepted: '2024-08-10'
   created_at: 2024-02-08 19:43:03+00:00
   updated_at: 2025-02-06 17:12:04+00:00
   closed_at: 2025-02-06 17:12:02+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/157
-  joss: https://doi.org/10.21105/joss.07305
+  joss: https://joss.theoj.org/papers/10.21105/joss.07305
   partners:
   gh_meta:
       name: harmonize-wq
@@ -912,12 +1297,12 @@
           into more analytic-ready formats
       created_at: '2022-06-27'
       stargazers_count: 18
-      watchers_count: 5
-      open_issues_count: 22
-      forks_count: 8
+      watchers_count: 4
+      open_issues_count: 23
+      forks_count: 9
       documentation: https://usepa.github.io/harmonize-wq/
-      contrib_count: 5
-      last_commit: '2025-02-06'
+      contrib_count: 6
+      last_commit: '2025-11-05'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -932,6 +1317,7 @@
     - name: Romain Caneill
       github_username: rcaneill
   repository_link: https://github.com/rcaneill/xnemogcm/
+  repository_host: github
   version_submitted: 0.4.2
   categories:
     - data-processing-munging
@@ -944,7 +1330,7 @@
       github_username: paigem
     - name: Callum Rollo
       github_username: callumrollo
-  archive: https://doi.org/10.5281/zenodo.10973846
+  archive: https://zenodo.org/doi/10.5281/zenodo.10973846
   version_accepted: 0.4.3
   date_accepted: '2024-04-02'
   created_at: 2024-01-06 12:33:45+00:00
@@ -958,7 +1344,7 @@
       description: Interface to open NEMO global circulation model output
           dataset with xarray and create a xgcm grid.
       created_at: '2020-01-24'
-      stargazers_count: 22
+      stargazers_count: 23
       watchers_count: 1
       open_issues_count: 1
       forks_count: 11
@@ -980,6 +1366,7 @@
     - name: Caleb Evans
       github_username: caleb531
   repository_link: https://github.com/caleb531/automata
+  repository_host: github
   version_submitted: v8.2.0
   categories:
     - data-processing-munging
@@ -997,7 +1384,7 @@
       github_username: irisdyoung
     - name: Nima Sarajpoor
       github_username: NimaSarajpoor
-  archive: https://doi.org/10.5281/zenodo.10864492
+  archive: https://zenodo.org/doi/10.5281/zenodo.10864492
   version_accepted: 8.4.0
       ([repo](https://github.com/caleb531/automata/releases/tag/v8.4.0),
       [pypi](https://pypi.org/project/automata-lib/8.4.0/),
@@ -1014,9 +1401,9 @@
       description: A Python library for simulating finite automata, pushdown
           automata, and Turing machines
       created_at: '2016-02-16'
-      stargazers_count: 385
-      watchers_count: 8
-      open_issues_count: 10
+      stargazers_count: 391
+      watchers_count: 7
+      open_issues_count: 14
       forks_count: 69
       documentation: https://caleb531.github.io/automata/
       contrib_count: 18
@@ -1033,6 +1420,7 @@
     - name: Patrick J. Roddy
       github_username: paddyroddy
   repository_link: https://github.com/astro-informatics/sleplet
+  repository_host: github
   version_submitted: '[v1.4.4](https://pypi.org/project/sleplet/1.4.4)'
   categories:
     - data-processing-munging
@@ -1048,7 +1436,7 @@
       github_username: magsol
     - name: Jakub Tomasz Gnyp
       github_username: gnypit
-  archive: https://doi.org/10.5281/zenodo.7268074
+  archive: https://zenodo.org/doi/10.5281/zenodo.7268074
   version_accepted: 1.4.7
   date_accepted: '2024-05-21'
   created_at: 2023-11-16 01:32:15+00:00
@@ -1061,13 +1449,13 @@
       name: sleplet
       description: Slepian Scale-Discretised Wavelets in Python
       created_at: '2020-10-21'
-      stargazers_count: 9
-      watchers_count: 3
-      open_issues_count: 3
+      stargazers_count: 10
+      watchers_count: 2
+      open_issues_count: 2
       forks_count: 1
       documentation: https://pypi.org/project/sleplet
       contrib_count: 5
-      last_commit: '2025-08-27'
+      last_commit: '2025-11-04'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -1105,6 +1493,7 @@
     - name: Vishnunarayan K I
       github_username: vn-ki
   repository_link: https://github.com/sunpy/sunpy
+  repository_host: github
   version_submitted: 5.0.1
   categories:
     - data-retrieval
@@ -1122,7 +1511,7 @@
       github_username: Septaris
     - name: Sean Kelly
       github_username: nutjob4life
-  archive: https://doi.org/10.5281/zenodo.8384174
+  archive: https://zenodo.org/record/8384174
   version_accepted: 5.1.1
   date_accepted: '2024-01-18'
   created_at: 2023-10-30 18:45:06+00:00
@@ -1135,13 +1524,13 @@
       name: sunpy
       description: SunPy - Python for Solar Physics
       created_at: '2011-08-06'
-      stargazers_count: 961
-      watchers_count: 48
-      open_issues_count: 266
-      forks_count: 610
+      stargazers_count: 987
+      watchers_count: 44
+      open_issues_count: 265
+      forks_count: 624
       documentation: https://www.sunpy.org
-      contrib_count: 240
-      last_commit: '2025-08-22'
+      contrib_count: 242
+      last_commit: '2025-11-13'
   labels:
     - 6/pyOS-approved
   active: true
@@ -1156,6 +1545,7 @@
     - name: Daniel Kaufman
       github_username: danielfromearth
   repository_link: https://github.com/nasa/ncompare
+  repository_host: github
   version_submitted: 1.4.0
   categories:
     - data-validation-testing
@@ -1177,15 +1567,15 @@
   updated_at: 2025-01-14 18:47:21+00:00
   closed_at: 2024-06-12 15:48:36+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/146
-  joss: https://doi.org/10.21105/joss.06490
+  joss: https://joss.theoj.org/papers/10.21105/joss.06490
   partners:
   gh_meta:
       name: ncompare
       description: Compare the structure of two netCDF (or HDF5) files
       created_at: '2023-08-17'
-      stargazers_count: 29
-      watchers_count: 4
-      open_issues_count: 4
+      stargazers_count: 30
+      watchers_count: 3
+      open_issues_count: 6
       forks_count: 10
       documentation: https://ncompare.readthedocs.io
       contrib_count: 7
@@ -1203,6 +1593,7 @@
     - name: Carlos Ramos Carreño
       github_username: vnmabus
   repository_link: https://github.com/vnmabus/rdata
+  repository_host: github
   version_submitted: 0.9.2.dev1
   categories:
     - data-processing-munging
@@ -1215,21 +1606,21 @@
       github_username: rich-iannone
     - name: Hassan Kibirige
       github_username: has2k1
-  archive: https://doi.org/10.5281/zenodo.10776842
+  archive: https://zenodo.org/doi/10.5281/zenodo.10776842
   version_accepted: '[0.11.0](https://github.com/vnmabus/rdata/releases/tag/0.11.0)'
   date_accepted: 2024-2-29
   created_at: 2023-10-20 08:26:10+00:00
   updated_at: 2025-02-22 00:24:49+00:00
   closed_at: 2025-02-21 20:20:59+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/144
-  joss: https://doi.org/10.21105/joss.07540
+  joss: https://joss.theoj.org/papers/10.21105/joss.07540
   partners:
   gh_meta:
       name: rdata
       description: Reader of R datasets in .rda format, in Python
       created_at: '2018-07-02'
-      stargazers_count: 53
-      watchers_count: 3
+      stargazers_count: 54
+      watchers_count: 2
       open_issues_count: 5
       forks_count: 3
       documentation: https://rdata.readthedocs.io
@@ -1249,6 +1640,7 @@
     - name: Raphael Quast
       github_username: raphaelquast
   repository_link: https://github.com/raphaelquast/EOmaps
+  repository_host: github
   version_submitted: '7.3'
   categories:
     - data-visualization
@@ -1261,7 +1653,7 @@
       github_username: yeelauren
     - name: Joseph H Kennedy
       github_username: jhkennedy
-  archive: https://doi.org/10.5281/zenodo.10822829
+  archive: https://zenodo.org/doi/10.5281/zenodo.10822829
   version_accepted: 8.0.2
   date_accepted: '2024-03-14'
   created_at: 2023-09-26 12:14:47+00:00
@@ -1275,7 +1667,7 @@
       description: A library to create interactive maps of geographical
           datasets
       created_at: '2021-09-27'
-      stargazers_count: 358
+      stargazers_count: 360
       watchers_count: 4
       open_issues_count: 10
       forks_count: 27
@@ -1300,6 +1692,7 @@
     - name: Tessa Pierce Ward
       github_username: bluegenes
   repository_link: https://github.com/sourmash-bio/sourmash
+  repository_host: github
   version_submitted: '4.8'
   categories:
     - data-processing-munging
@@ -1312,27 +1705,27 @@
       github_username: LilyAnderssonLee
     - name: Elais Player
       github_username: elais
-  archive: https://doi.org/10.5281/zenodo.10951577
+  archive: https://zenodo.org/doi/10.5281/zenodo.10951577
   version_accepted: '[v4.8.8](https://github.com/sourmash-bio/sourmash/releases/tag/v4.8.8)'
   date_accepted: 2024-4-4
   created_at: 2023-08-14 21:02:57+00:00
   updated_at: 2024-11-23 00:44:05+00:00
   closed_at: 2024-07-22 20:13:57+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/129
-  joss: https://doi.org/10.21105/joss.06830
+  joss: https://joss.theoj.org/papers/10.21105/joss.06830
   partners:
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       name: sourmash
       description: Quickly search, compare, and analyze genomic and
           metagenomic data sets.
       created_at: '2016-04-09'
-      stargazers_count: 519
+      stargazers_count: 527
       watchers_count: 16
       open_issues_count: 752
-      forks_count: 87
+      forks_count: 88
       documentation: https://sourmash.readthedocs.io/en/latest/
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-      last_commit: '2025-08-31'
+      last_commit: '2025-11-10'
   labels:
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@@ -1348,6 +1741,7 @@
     - name: Justin Gerber
       github_username: jagerber48
   repository_link: https://github.com/jagerber48/sciform
+  repository_host: github
   version_submitted: 0.24.0
   categories:
     - data-visualization
@@ -1360,7 +1754,7 @@
       github_username: isabelizimm
     - name: Michael Chow
       github_username: machow
-  archive: https://doi.org/10.5281/zenodo.10645273
+  archive: https://zenodo.org/doi/10.5281/zenodo.10645273
   version_accepted: 0.34.1
   date_accepted: '2024-02-07'
   created_at: 2023-07-21 04:41:08+00:00
@@ -1376,11 +1770,11 @@
       created_at: '2023-05-26'
       stargazers_count: 18
       watchers_count: 1
-      open_issues_count: 7
+      open_issues_count: 8
       forks_count: 2
       documentation: https://sciform.readthedocs.io/en/stable/
       contrib_count: 2
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+      last_commit: '2025-09-11'
   labels:
     - 6/pyOS-approved
   active: true
@@ -1395,6 +1789,7 @@
     - name: Himaghna Bhattacharjee
       github_username: himaghna
   repository_link: https://github.com/JacksonBurns/astartes
+  repository_host: github
   version_submitted:
       v[1.1.2](https://github.com/JacksonBurns/astartes/releases/tag/v1.1.2)
   categories:
@@ -1408,7 +1803,7 @@
       github_username: BerylKanali
     - name: Du Phan
       github_username: du-phan
-  archive: https://doi.org/10.5281/zenodo.8431894
+  archive: https://zenodo.org/record/8431894
   version_accepted:
       v[1.1.3](https://github.com/JacksonBurns/astartes/releases/tag/v1.1.3)
   date_accepted: '2023-10-15'
@@ -1416,19 +1811,19 @@
   updated_at: 2025-02-01 17:50:10+00:00
   closed_at: 2023-11-12 21:12:16+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/120
-  joss: https://doi.org/10.21105/joss.05996
+  joss: https://joss.theoj.org/papers/10.21105/joss.05996
   partners:
   gh_meta:
       name: astartes
       description: Better Data Splits for Machine Learning
       created_at: '2022-04-22'
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+      stargazers_count: 89
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+      open_issues_count: 7
       forks_count: 5
       documentation: https://jacksonburns.github.io/astartes/
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+      last_commit: '2025-09-30'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -1456,6 +1851,7 @@
     - name: Alice Patania
       github_username: alpatania
   repository_link: https://github.com/xgi-org/xgi
+  repository_host: github
   version_submitted: '0.7'
   categories:
     - data-retrieval
@@ -1470,27 +1866,27 @@
       github_username: JonnyTran
     - name: Marta Leszczyńska
       github_username: Reckony
-  archive: https://doi.org/10.5281/zenodo.8365068
+  archive: https://zenodo.org/record/8365068
   version_accepted: 0.7.4
   date_accepted: '2023-09-23'
   created_at: 2023-06-08 16:15:32+00:00
   updated_at: 2025-02-01 17:51:41+00:00
   closed_at: 2023-10-23 07:38:27+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/115
-  joss: https://doi.org/10.21105/joss.05162
+  joss: https://joss.theoj.org/papers/10.21105/joss.05162
   partners:
   gh_meta:
       name: xgi
       description: CompleX Group Interactions (XGI) is a Python package for
           higher-order networks.
       created_at: '2021-09-08'
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-      watchers_count: 9
+      stargazers_count: 226
+      watchers_count: 10
       open_issues_count: 49
       forks_count: 38
       documentation: https://xgi.readthedocs.io
       contrib_count: 18
-      last_commit: '2025-08-17'
+      last_commit: '2025-11-04'
   labels:
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@@ -1504,6 +1900,7 @@
     - name: Sebastian Lobentanzer
       github_username: slobentanzer
   repository_link: https://github.com/biocypher/biocypher
+  repository_host: github
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   categories:
     - data-retrieval
@@ -1524,7 +1921,7 @@
       github_username: Midnighter
     - name:
       github_username: Sinna
-  archive: https://doi.org/10.5281/zenodo.10158204
+  archive: https://zenodo.org/doi/10.5281/zenodo.10158204
   version_accepted: v0.5.33
   date_accepted: '2023-11-14'
   created_at: 2023-05-04 18:08:32+00:00
@@ -1538,13 +1935,13 @@
       description: A unifying framework for biomedical research knowledge
           graphs
       created_at: '2021-09-10'
-      stargazers_count: 262
-      watchers_count: 8
-      open_issues_count: 181
-      forks_count: 40
+      stargazers_count: 278
+      watchers_count: 7
+      open_issues_count: 180
+      forks_count: 41
       documentation: https://biocypher.org
       contrib_count: 19
-      last_commit: '2025-08-28'
+      last_commit: '2025-10-28'
   labels:
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   active: true
@@ -1558,6 +1955,7 @@
     - name: Katharina Kloppenborg
       github_username: katoss
   repository_link: https://github.com/katoss/cardsort
+  repository_host: github
   version_submitted: '[0.2.2](https://github.com/katoss/cardsort/releases/tag/v0.2.2)'
   categories:
     - data-extraction
@@ -1572,7 +1970,7 @@
       github_username: Robaina
     - name:
       github_username: khynder
-  archive: https://doi.org/10.5281/zenodo.8214655
+  archive: https://zenodo.org/record/8214655
   version_accepted: v
       [0.2.36](https://github.com/katoss/cardsort/releases/tag/v0.2.36)
   date_accepted: '2023-08-16'
@@ -1611,6 +2009,7 @@
     - name: Giulia Zarpellon
       github_username: gizarp
   repository_link: https://github.com/SchmidtDSE/afscgap
+  repository_host: github
   version_submitted: 0.0.7
   categories:
     - data-retrieval
@@ -1632,7 +2031,7 @@
   updated_at: 2023-08-29 02:15:31+00:00
   closed_at: 2023-06-28 19:06:00+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/93
-  joss: https://doi.org/10.21105/joss.05593
+  joss: https://joss.theoj.org/papers/10.21105/joss.05593
   partners:
   gh_meta:
       name: afscgap
@@ -1641,11 +2040,11 @@
       created_at: '2023-02-18'
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       watchers_count: 3
-      open_issues_count: 3
+      open_issues_count: 2
       forks_count: 4
       documentation: https://pyafscgap.org
-      contrib_count: 2
-      last_commit: '2025-01-08'
+      contrib_count: 3
+      last_commit: '2025-11-02'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -1663,6 +2062,7 @@
     - name: James A. Fellows Yates
       github_username: jfy133
   repository_link: https://github.com/taxprofiler/taxpasta
+  repository_host: github
   version_submitted: 0.2.1
   categories:
     - data-processing-munging
@@ -1682,7 +2082,7 @@
   updated_at: 2023-12-13 10:49:10+00:00
   closed_at: 2023-07-12 14:22:46+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/84
-  joss: https://doi.org/10.21105/joss.05627
+  joss: https://joss.theoj.org/papers/10.21105/joss.05627
   partners:
   gh_meta:
       name: taxpasta
@@ -1690,8 +2090,8 @@
       created_at: '2022-06-03'
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       watchers_count: 4
-      open_issues_count: 12
-      forks_count: 7
+      open_issues_count: 13
+      forks_count: 8
       documentation: https://taxpasta.readthedocs.io/
       contrib_count: 5
       last_commit: '2025-08-19'
@@ -1709,6 +2109,7 @@
     - name: Teddy Groves
       github_username: teddygroves
   repository_link: https://github.com/teddygroves/bibat/
+  repository_host: github
   version_submitted: 0.1.0
   categories:
     - workflow-automation
@@ -1721,7 +2122,7 @@
       github_username: OriolAbril
     - name: Alexey Izmailov
       github_username: alizma
-  archive: https://doi.org/10.5281/zenodo.8124312
+  archive: https://zenodo.org/record/8124312
   version_accepted: 0.1.10
   date_accepted: '2023-07-05'
   created_at: 2023-03-01 14:16:51+00:00
@@ -1759,6 +2160,7 @@
     - name: Sultan Orazbayev
       github_username: SultanOrazbayev
   repository_link: https://github.com/python-graphblas/python-graphblas
+  repository_host: github
   version_submitted: 2023.1.0
   categories:
     - data-munging
@@ -1772,7 +2174,7 @@
       github_username: sneakers-the-rat
     - name: Szabolcs Horvát
       github_username: szhorvat
-  archive: https://doi.org/10.5281/zenodo.8125660
+  archive: https://zenodo.org/record/8125660
   version_accepted: 2023.7.0
   date_accepted: '2023-07-14'
   created_at: 2023-02-04 23:07:20+00:00
@@ -1786,9 +2188,9 @@
       description: 'Python library for GraphBLAS: high-performance sparse linear
           algebra for scalable graph analytics'
       created_at: '2019-11-11'
-      stargazers_count: 137
+      stargazers_count: 139
       watchers_count: 9
-      open_issues_count: 54
+      open_issues_count: 55
       forks_count: 15
       documentation: https://python-graphblas.readthedocs.io/en/stable/
       contrib_count: 11
@@ -1809,6 +2211,7 @@
     - name: Pascal Bourgault
       github_username: aulemahal
   repository_link: https://github.com/Ouranosinc/xclim
+  repository_host: github
   version_submitted: v0.40.0
   categories:
     - data-munging
@@ -1830,20 +2233,20 @@
   updated_at: 2023-09-18 22:18:20+00:00
   closed_at: 2023-05-22 04:04:53+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/73
-  joss: https://doi.org/10.21105/joss.05415
+  joss: https://joss.theoj.org/papers/10.21105/joss.05415
   partners:
   gh_meta:
       name: xclim
       description: 'Library of derived climate variables, ie climate indicators,
           based on xarray. '
       created_at: '2018-07-27'
-      stargazers_count: 367
+      stargazers_count: 374
       watchers_count: 14
-      open_issues_count: 40
-      forks_count: 66
+      open_issues_count: 37
+      forks_count: 68
       documentation: https://xclim.readthedocs.io/en/stable/
-      contrib_count: 41
-      last_commit: '2025-08-28'
+      contrib_count: 42
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   labels:
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@@ -1859,6 +2262,7 @@
     - name: David Nicholson
       github_username: NickleDave
   repository_link: https://github.com/vocalpy/crowsetta
+  repository_host: github
   version_submitted: '[4.0.0.post2](https://github.com/vocalpy/crowsetta/releases/tag/4.0.0.post2)'
   categories:
     - data-extraction
@@ -1881,19 +2285,19 @@
   updated_at: 2024-11-21 00:50:18+00:00
   closed_at: 2023-04-13 20:26:00+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/68
-  joss: https://doi.org/10.21105/joss.05338
+  joss: https://joss.theoj.org/papers/10.21105/joss.05338
   partners:
   gh_meta:
       name: crowsetta
       description: A tool to work with any format for annotating animal sounds
       created_at: '2018-12-01'
-      stargazers_count: 57
+      stargazers_count: 58
       watchers_count: 1
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+      open_issues_count: 41
       forks_count: 4
       documentation: https://crowsetta.readthedocs.io/en/latest/
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-      last_commit: '2025-07-17'
+      last_commit: '2025-09-12'
   labels:
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@@ -1908,6 +2312,7 @@
     - name: Semidán Robaina
       github_username: Robaina
   repository_link: https://github.com/Robaina/Pynteny
+  repository_host: github
   version_submitted: v0.0.5
   categories:
     - data-retrieval
@@ -1922,14 +2327,14 @@
       github_username: Batalex
     - name: Corinna Thoben
       github_username: c-thoben
-  archive: https://doi.org/10.5281/zenodo.7696204
+  archive: https://zenodo.org/record/7696204
   version_accepted: 1.0.0
   date_accepted: '2023-03-10'
   created_at: 2022-12-16 22:02:53+00:00
   updated_at: 2023-08-29 01:32:03+00:00
   closed_at: 2023-04-12 20:48:15+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/67
-  joss: https://doi.org/10.21105/joss.05289
+  joss: https://joss.theoj.org/papers/10.21105/joss.05289
   partners:
   gh_meta:
       name: Pynteny
@@ -1938,7 +2343,7 @@
       created_at: '2022-06-06'
       stargazers_count: 13
       watchers_count: 1
-      open_issues_count: 2
+      open_issues_count: 1
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       documentation: https://robaina.github.io/Pynteny
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@@ -1959,6 +2364,7 @@
     - name: Ariane Sasso
       github_username: arianesasso
   repository_link: https://github.com/hpi-dhc/jointly
+  repository_host: github
   version_submitted: 1.0.2
   categories:
     - data-munging
@@ -2014,6 +2420,7 @@
     - name: Yvonne Fröhlich
       github_username: yvonnefroehlich
   repository_link: https://github.com/GenericMappingTools/pygmt
+  repository_host: github
   version_submitted:
   categories:
     - data-munging
@@ -2041,13 +2448,13 @@
       name: pygmt
       description: A Python interface for the Generic Mapping Tools.
       created_at: '2017-03-17'
-      stargazers_count: 814
-      watchers_count: 27
-      open_issues_count: 142
-      forks_count: 222
+      stargazers_count: 823
+      watchers_count: 26
+      open_issues_count: 140
+      forks_count: 226
       documentation: https://www.pygmt.org
       contrib_count: 50
-      last_commit: '2025-08-27'
+      last_commit: '2025-11-13'
   labels:
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   active: true
@@ -2061,6 +2468,7 @@
     - name: Ariane Sasso
       github_username: arianesasso
   repository_link: https://github.com/hpi-dhc/devicely
+  repository_host: github
   version_submitted: 0.2.5
   categories:
     - data-munging
@@ -2080,7 +2488,7 @@
   updated_at: 2023-08-29 02:06:23+00:00
   closed_at: 2022-09-07 15:40:27+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/37
-  joss: https://doi.org/10.21105/joss.03679
+  joss: https://joss.theoj.org/papers/10.21105/joss.03679
   partners:
   gh_meta:
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@@ -2108,6 +2516,7 @@
     - name: Nhat (Jonny) Tran
       github_username: JonnyTran
   repository_link: https://github.com/JonnyTran/OpenOmics
+  repository_host: github
   version_submitted: '[0.8.4](https://github.com/JonnyTran/OpenOmics/releases/tag/v0.8.4)'
   categories:
     - data-retrieval
@@ -2123,7 +2532,7 @@
       github_username: gawbul
     - name: Katharina Sielemann
       github_username: ksielemann
-  archive: https://doi.org/10.5281/zenodo.4731011
+  archive: https://zenodo.org/record/4731011
   version_accepted: v
       [0.8.8](https://github.com/JonnyTran/OpenOmics/releases/tag/v0.8.8)
   date_accepted: '2021-04-17'
@@ -2138,7 +2547,7 @@
       description: A bioinformatics API to interface with public multi-omics
           bio databases for wicked fast data integration.
       created_at: '2018-03-16'
-      stargazers_count: 33
+      stargazers_count: 35
       watchers_count: 4
       open_issues_count: 6
       forks_count: 10
@@ -2160,6 +2569,7 @@
     - name: Luna L. Sanchez Reyes
       github_username: LunaSare
   repository_link: https://github.com/McTavishLab/physcraper
+  repository_host: github
   version_submitted: '[0.55](https://github.com/McTavishLab/physcraper/releases/tag/0.55)'
   categories:
     - data-retrieval
@@ -2173,7 +2583,7 @@
       github_username: bpucker
     - name: Leonardo de Oliveira Martins
       github_username: leomrtns
-  archive: https://doi.org/10.5281/zenodo.5512990
+  archive: https://zenodo.org/record/5512990
   version_accepted: v
       [1.0](https://github.com/McTavishLab/physcraper/releases/tag/v1.0.0)
   date_accepted: '2021-09-14'
@@ -2208,6 +2618,7 @@
     - name: Philip Meier
       github_username: pmeier
   repository_link: https://github.com/pystiche/pystiche
+  repository_host: github
   version_submitted: '[0.5.0post0](https://github.com/pystiche/pystiche/releases/tag/v0.5.0.post0)'
   categories:
     - reproducibility
@@ -2220,7 +2631,7 @@
       github_username: edgarriba
     - name: Soumith Chintala
       github_username: soumith
-  archive: https://doi.org/10.5281/zenodo.4073515
+  archive: https://zenodo.org/record/4073515
   version_accepted: v
       [0.6.0](https://github.com/pystiche/pystiche/releases/tag/v0.6.0)
   date_accepted: '2020-10-08'
@@ -2235,7 +2646,7 @@
       description: Framework for Neural Style Transfer (NST) built upon
           PyTorch
       created_at: '2019-09-16'
-      stargazers_count: 273
+      stargazers_count: 274
       watchers_count: 9
       open_issues_count: 11
       forks_count: 25
@@ -2255,6 +2666,7 @@
     - name: Moritz Lürig
       github_username: mluerig
   repository_link: https://github.com/phenopype/phenopype
+  repository_host: github
   version_submitted: 1.0.5
   categories:
     - data-extraction
@@ -2268,7 +2680,7 @@
       github_username: agporto
     - name: Seth Donoughe
       github_username: sdonoughe
-  archive: https://doi.org/10.5281/zenodo.4761417
+  archive: https://zenodo.org/record/4761417
   version_accepted: 2.0.1
   date_accepted: '2021-05-13'
   created_at: 2020-05-04 16:51:36+00:00
@@ -2281,7 +2693,7 @@
       name: phenopype
       description: A phenotyping pipeline for Python
       created_at: '2022-01-04'
-      stargazers_count: 11
+      stargazers_count: 12
       watchers_count: 1
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       forks_count: 4
@@ -2301,6 +2713,7 @@
     - name: Morgan Williams
       github_username: morganjwilliams
   repository_link: https://github.com/morganjwilliams/pyrolite
+  repository_host: github
   version_submitted: '[0.2.5](https://github.com/morganjwilliams/pyrolite/releases/tag/0.2.5)'
   categories:
     - data-munging
@@ -2316,7 +2729,7 @@
       github_username: rbeucher
     - name: Charles Le Losq
       github_username: charlesll
-  archive: https://doi.org/10.5281/zenodo.3877690
+  archive: https://zenodo.org/record/3877690
   version_accepted: v
       [0.2.7](https://github.com/morganjwilliams/pyrolite/releases/tag/0.2.7)
   date_accepted: '2020-06-04'
@@ -2331,9 +2744,9 @@
       description: A set of tools for getting the most from your geochemical
           data.
       created_at: '2018-06-13'
-      stargazers_count: 148
+      stargazers_count: 151
       watchers_count: 5
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       forks_count: 44
       documentation: https://pyrolite.readthedocs.io
       contrib_count: 14
@@ -2352,6 +2765,7 @@
     - name: Anita Graser
       github_username: anitagraser
   repository_link: https://github.com/movingpandas/movingpandas
+  repository_host: github
   version_submitted: '0.2'
   categories:
     - geospatial
@@ -2365,7 +2779,7 @@
       github_username: xmnlab
     - name: Martin Fleischmann
       github_username: martinfleis
-  archive: https://doi.org/10.5281/zenodo.3710951
+  archive: https://zenodo.org/record/3710951
   version_accepted: v
       [0.3.rc1](https://github.com/movingpandas/movingpandas/releases/tag/v0.3.rc1)
   date_accepted: '2020-03-19'
@@ -2380,13 +2794,13 @@
       description: Movement trajectory classes and functions built on top of
           GeoPandas
       created_at: '2018-12-16'
-      stargazers_count: 1331
+      stargazers_count: 1356
       watchers_count: 39
-      open_issues_count: 32
-      forks_count: 201
+      open_issues_count: 33
+      forks_count: 202
       documentation: https://movingpandas.org
       contrib_count: 40
-      last_commit: '2025-08-01'
+      last_commit: '2025-11-11'
   labels:
     - 6/pyOS-approved
   active: true
@@ -2400,6 +2814,7 @@
     - name: Niels Bantilan
       github_username: cosmicbboy
   repository_link: https://github.com/unionai-oss/pandera
+  repository_host: github
   version_submitted: 0.1.5
   categories:
     - data-munging
@@ -2427,13 +2842,13 @@
       description: A light-weight, flexible, and expressive statistical data
           testing library
       created_at: '2018-11-01'
-      stargazers_count: 3990
-      watchers_count: 20
-      open_issues_count: 415
-      forks_count: 356
+      stargazers_count: 4083
+      watchers_count: 21
+      open_issues_count: 430
+      forks_count: 360
       documentation: https://www.union.ai/pandera
-      contrib_count: 166
-      last_commit: '2025-08-29'
+      contrib_count: 168
+      last_commit: '2025-11-10'
   labels:
     - 6/pyOS-approved
   active: true
@@ -2447,6 +2862,7 @@
     - name: Martin Skarzynski
       github_username: marskar
   repository_link: https://github.com/py4ds/nbless
+  repository_host: github
   version_submitted: 0.2.26
   categories:
     - reproducibility
@@ -2503,6 +2919,7 @@
     - name: Jenny Palomino
       github_username: jlpalomino
   repository_link: https://github.com/earthlab/earthpy
+  repository_host: github
   version_submitted: '[0.7](https://github.com/earthlab/earthpy/releases/tag/v0.7.0)'
   categories:
     - geospatial
@@ -2515,7 +2932,7 @@
       github_username: HaoZeke
     - name: Sean Gillies
       github_username: sgillies
-  archive: https://doi.org/10.5281/zenodo.3520899
+  archive: https://zenodo.org/record/3520899
   version_accepted: v
       [0.7.5](https://github.com/earthlab/earthpy/releases/tag/v0.7.5)
   date_accepted: '2019-11-06'
@@ -2530,8 +2947,8 @@
       description: A package built to support working with spatial data using
           open source python
       created_at: '2018-02-20'
-      stargazers_count: 525
-      watchers_count: 17
+      stargazers_count: 532
+      watchers_count: 16
       open_issues_count: 28
       forks_count: 156
       documentation: https://earthpy.readthedocs.io