diff --git a/data/contributors.yml b/data/contributors.yml
index 1b01e735..22604b8a 100644
--- a/data/contributors.yml
+++ b/data/contributors.yml
@@ -9410,6 +9410,7 @@
     - nsevdx
     - pyhctsa
     - solar-wavelength-calibration
+    - tanml
   packages_editor:
     - astropy
     - blockingpy
@@ -9417,6 +9418,7 @@
     - piva
     - pyhctsa
     - swiftgalaxy
+    - tanml
   packages_submitted:
   packages_reviewed:
     - felupe
@@ -11440,8 +11442,8 @@
   website: https://www.shaunagm.net
   board: false
   contributor_type:
-    - web-contrib
     - editor
+    - web-contrib
   packages_eic:
   packages_editor:
   packages_submitted:
@@ -11736,3 +11738,114 @@
   packages_reviewed:
   location:
   email:
+- name:
+  github_username: bluedotblue
+  github_image_id: 121519363
+  title:
+  sort:
+  bio:
+  organization:
+  date_added: '2026-09-07'
+  editorial_board: false
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - open-education
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+  location:
+  email:
+- name: Eric Chen
+  github_username: echen1214
+  github_image_id: 59617964
+  title:
+  sort:
+  bio:
+  organization: Mt. Sinai
+  date_added: '2026-09-07'
+  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:
+    - tanml
+  location: New York, NY
+  email:
+- name:
+  github_username: anabeltan
+  github_image_id: 260771263
+  title:
+  sort:
+  bio:
+  organization:
+  date_added: '2026-09-07'
+  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:
+    - tanml
+  location:
+  email:
+- name: Tanmay Sah
+  github_username: tradertanmay
+  github_image_id: 34967207
+  title:
+  sort:
+  bio:
+  organization:
+  date_added: '2026-09-07'
+  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:
+    - tanml
+  packages_reviewed:
+  location: USA
+  email:
diff --git a/data/packages.yml b/data/packages.yml
index 96ce5304..06af4d70 100644
--- a/data/packages.yml
+++ b/data/packages.yml
@@ -31,14 +31,13 @@
   version_accepted: v2.0.3
   date_accepted: '2026-07-21'
   created_at: 2026-02-10 18:52:02+00:00
-  updated_at: 2026-07-21 17:49:36+00:00
+  updated_at: 2026-08-29 17:46:25+00:00
   closed_at:
   issue_link: https://github.com/pyOpenSci/software-submission/issues/283
   joss:
   partners:
   gh_meta:
   labels:
-    - 5/awaiting-reviewer-response
     - 6/pyOS-approved
     - 7/under-joss-review
   active: true
@@ -75,8 +74,8 @@
   version_accepted: v1.0.0
   date_accepted: '2026-07-09'
   created_at: 2026-02-08 22:51:04+00:00
-  updated_at: 2026-07-19 20:55:58+00:00
-  closed_at:
+  updated_at: 2026-08-31 16:50:53+00:00
+  closed_at: 2026-08-31 16:50:53+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/282
   joss: https://joss.theoj.org/papers/10.21105/joss.10581
   partners:
@@ -85,18 +84,69 @@
       description: 'The most comprehensive time-series feature extraction package
           in Python. '
       created_at: '2025-06-27'
-      stargazers_count: 146
-      watchers_count: 146
+      stargazers_count: 149
+      watchers_count: 149
       open_issues_count: 1
       forks_count: 12
       documentation: https://dynamicsandneuralsystems.github.io/pyhctsa/
       contrib_count: 3
-      last_commit: '2026-08-26'
+      last_commit: '2026-09-06'
   labels:
     - 6/pyOS-approved
     - 8/joss-review-complete
     - 1/editor-assigned
   active: true
+- package_name: tanml
+  package_description: Automated Model Validation Toolkit for Tabular Machine
+      Learning
+  submitting_author:
+      name: Tanmay Sah
+      github_username: tradertanmay
+  all_current_maintainers:
+    - name: Tanmay Sah
+      github_username: tradertanmay
+  repository_link: https://github.com/tdlabs-ai/tanml
+  repository_host: github
+  version_submitted: 0.1.10
+  categories:
+    - data-validation-testing
+    - workflow-automation
+  editor:
+      name: Carter Lee Rhea
+      github_username: crhea93
+  eic:
+      name: Carter Lee Rhea
+      github_username: crhea93
+  reviewers:
+    - name: Eric Chen
+      github_username: echen1214
+    - name:
+      github_username: anabeltan
+  archive:
+  version_accepted: TBD
+  date_accepted: missing
+  created_at: 2026-01-27 01:30:28+00:00
+  updated_at: 2026-09-04 16:26:20+00:00
+  closed_at:
+  issue_link: https://github.com/pyOpenSci/software-submission/issues/280
+  joss:
+  partners:
+  gh_meta:
+      name: tanml
+      description: Automated validation toolkit for tabular ML models in
+          finance and regulated domains.
+      created_at: '2025-07-09'
+      stargazers_count: 9
+      watchers_count: 9
+      open_issues_count: 0
+      forks_count: 0
+      documentation: https://pypi.org/project/tanml/
+      contrib_count: 1
+      last_commit: '2026-09-04'
+  labels:
+    - 6/pyOS-approved
+    - 7/under-joss-review
+  active: true
 - package_name: nsEVDx
   package_description: This package implements both bayesian sampling
       techniques and frequentist methods to estimate the parameters of
@@ -128,8 +178,8 @@
   version_accepted: v0.2.3
   date_accepted: 2026-7-3
   created_at: 2025-09-30 03:08:24+00:00
-  updated_at: 2026-08-07 01:24:10+00:00
-  closed_at:
+  updated_at: 2026-08-31 16:49:04+00:00
+  closed_at: 2026-08-31 16:49:04+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/265
   joss:
   partners:
@@ -139,11 +189,11 @@
       created_at: '2025-07-09'
       stargazers_count: 14
       watchers_count: 14
-      open_issues_count: 9
-      forks_count: 4
+      open_issues_count: 0
+      forks_count: 5
       documentation:
-      contrib_count: 3
-      last_commit: '2026-08-26'
+      contrib_count: 4
+      last_commit: '2026-09-05'
   labels:
     - 6/pyOS-approved
     - 7/under-joss-review
@@ -247,7 +297,7 @@
       forks_count: 5
       documentation: https://hezhiang.com/cheminformant_real.html
       contrib_count: 2
-      last_commit: '2026-05-29'
+      last_commit: '2026-09-04'
   labels:
     - 6/pyOS-approved
     - joss-fast-track
@@ -294,13 +344,13 @@
       name: astropy
       description: Astronomy and astrophysics core library
       created_at: '2011-07-21'
-      stargazers_count: 5286
-      watchers_count: 5286
-      open_issues_count: 1430
-      forks_count: 2155
+      stargazers_count: 5299
+      watchers_count: 5299
+      open_issues_count: 1433
+      forks_count: 2157
       documentation: https://www.astropy.org
       contrib_count: 446
-      last_commit: '2026-08-26'
+      last_commit: '2026-09-04'
   labels:
     - 6/pyOS-approved
     - astropy
@@ -452,7 +502,7 @@
       forks_count: 6
       documentation: https://swiftgalaxy.readthedocs.io/en/stable/index.html
       contrib_count: 3
-      last_commit: '2026-06-12'
+      last_commit: '2026-08-30'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -500,11 +550,11 @@
       created_at: '2019-10-19'
       stargazers_count: 33
       watchers_count: 33
-      open_issues_count: 1
+      open_issues_count: 2
       forks_count: 16
       documentation: https://pyautogalaxy.readthedocs.io/
       contrib_count: 16
-      last_commit: '2026-08-25'
+      last_commit: '2026-09-04'
   labels:
     - 6/pyOS-approved
     - astropy
@@ -551,13 +601,13 @@
       description: The Python framework for state-space modeling and algorithm
           development
       created_at: '2022-10-13'
-      stargazers_count: 92
-      watchers_count: 92
-      open_issues_count: 19
+      stargazers_count: 93
+      watchers_count: 93
+      open_issues_count: 17
       forks_count: 16
       documentation: https://c4dynamics.github.io/c4dynamics/
       contrib_count: 6
-      last_commit: '2026-07-29'
+      last_commit: '2026-09-05'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -602,11 +652,11 @@
       created_at: '2024-07-17'
       stargazers_count: 5
       watchers_count: 5
-      open_issues_count: 9
+      open_issues_count: 6
       forks_count: 2
       documentation: https://pymultifit.readthedocs.io/latest/
       contrib_count: 2
-      last_commit: '2026-07-21'
+      last_commit: '2026-08-31'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -849,7 +899,7 @@
       forks_count: 4
       documentation:
       contrib_count: 3
-      last_commit: '2026-08-20'
+      last_commit: '2026-09-03'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -947,7 +997,7 @@
       forks_count: 5
       documentation: https://neon-utilities-python.readthedocs.io/en/latest/
       contrib_count: 6
-      last_commit: '2026-07-02'
+      last_commit: '2026-09-01'
   labels:
     - 6/pyOS-approved
   active: true
@@ -995,11 +1045,11 @@
       created_at: '2021-04-22'
       stargazers_count: 183
       watchers_count: 183
-      open_issues_count: 7
+      open_issues_count: 6
       forks_count: 18
       documentation: https://felupe.readthedocs.io/en/stable
       contrib_count: 7
-      last_commit: '2026-08-18'
+      last_commit: '2026-09-04'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -1105,7 +1155,7 @@
       forks_count: 17
       documentation: https://dodge-research-group.github.io/thztools/
       contrib_count: 16
-      last_commit: '2026-08-24'
+      last_commit: '2026-08-31'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -1202,9 +1252,9 @@
       name: great-tables
       description: Make awesome display tables using Python
       created_at: '2022-05-06'
-      stargazers_count: 2723
-      watchers_count: 2723
-      open_issues_count: 103
+      stargazers_count: 2726
+      watchers_count: 2726
+      open_issues_count: 104
       forks_count: 129
       documentation: https://posit-dev.github.io/great-tables/
       contrib_count: 34
@@ -1259,10 +1309,10 @@
       description: Anything can happen in the next half hour (including
           spectral timing made easy)!
       created_at: '2015-09-30'
-      stargazers_count: 221
-      watchers_count: 221
+      stargazers_count: 223
+      watchers_count: 223
       open_issues_count: 72
-      forks_count: 188
+      forks_count: 186
       documentation: https://stingray.science/stingray
       contrib_count: 58
       last_commit: '2026-06-02'
@@ -1356,11 +1406,11 @@
       created_at: '2023-10-17'
       stargazers_count: 1
       watchers_count: 1
-      open_issues_count: 13
+      open_issues_count: 14
       forks_count: 3
       documentation: https://geminidrsoftware.github.io/astrodata/
       contrib_count: 16
-      last_commit: '2026-08-25'
+      last_commit: '2026-08-27'
   labels:
     - 6/pyOS-approved
     - astropy
@@ -1467,11 +1517,11 @@
       created_at: '2021-10-26'
       stargazers_count: 31
       watchers_count: 31
-      open_issues_count: 67
+      open_issues_count: 68
       forks_count: 16
       documentation: https://open-atmos.github.io/PyPartMC/
       contrib_count: 11
-      last_commit: '2026-08-14'
+      last_commit: '2026-09-01'
   labels:
     - 6/pyOS-approved
   active: true
@@ -1620,13 +1670,13 @@
       name: pooltool
       description: A sandbox billiards game that emphasizes realistic physics
       created_at: '2020-04-09'
-      stargazers_count: 399
-      watchers_count: 399
-      open_issues_count: 18
-      forks_count: 89
+      stargazers_count: 402
+      watchers_count: 402
+      open_issues_count: 13
+      forks_count: 90
       documentation: https://pooltool.readthedocs.io
       contrib_count: 14
-      last_commit: '2026-08-26'
+      last_commit: '2026-09-06'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -1679,7 +1729,7 @@
       forks_count: 8
       documentation: https://martini.readthedocs.io/
       contrib_count: 2
-      last_commit: '2026-08-25'
+      last_commit: '2026-08-31'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -1735,7 +1785,7 @@
       forks_count: 13
       documentation: https://cosmoglobe.github.io/zodipy/
       contrib_count: 9
-      last_commit: '2026-08-26'
+      last_commit: '2026-08-27'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -1887,11 +1937,11 @@
       created_at: '2022-06-27'
       stargazers_count: 19
       watchers_count: 19
-      open_issues_count: 32
+      open_issues_count: 33
       forks_count: 11
       documentation: https://usepa.github.io/harmonize-wq/
       contrib_count: 7
-      last_commit: '2026-08-26'
+      last_commit: '2026-09-05'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -1935,11 +1985,11 @@
       created_at: '2020-01-24'
       stargazers_count: 24
       watchers_count: 24
-      open_issues_count: 1
+      open_issues_count: 2
       forks_count: 11
       documentation: https://xnemogcm.readthedocs.io/
       contrib_count: 6
-      last_commit: '2026-07-23'
+      last_commit: '2026-09-01'
   labels:
     - 6/pyOS-approved
   active: true
@@ -1990,8 +2040,8 @@
       description: A Python library for simulating finite automata, pushdown
           automata, and Turing machines
       created_at: '2016-02-16'
-      stargazers_count: 409
-      watchers_count: 409
+      stargazers_count: 410
+      watchers_count: 410
       open_issues_count: 11
       forks_count: 73
       documentation: https://caleb531.github.io/automata/
@@ -2042,11 +2092,11 @@
       created_at: '2019-06-18'
       stargazers_count: 95
       watchers_count: 95
-      open_issues_count: 93
+      open_issues_count: 94
       forks_count: 20
       documentation: https://docs.plenoptic.org/
       contrib_count: 20
-      last_commit: '2026-08-26'
+      last_commit: '2026-09-03'
   labels:
     - 6/pyOS-approved
   active: true
@@ -2090,11 +2140,11 @@
       created_at: '2020-10-21'
       stargazers_count: 10
       watchers_count: 10
-      open_issues_count: 3
+      open_issues_count: 4
       forks_count: 1
       documentation: https://pypi.org/project/sleplet
       contrib_count: 5
-      last_commit: '2026-08-19'
+      last_commit: '2026-09-05'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -2163,13 +2213,13 @@
       name: sunpy
       description: SunPy - Python for Solar Physics
       created_at: '2011-08-06'
-      stargazers_count: 1033
-      watchers_count: 1033
-      open_issues_count: 274
-      forks_count: 675
+      stargazers_count: 1034
+      watchers_count: 1034
+      open_issues_count: 280
+      forks_count: 674
       documentation: https://www.sunpy.org
-      contrib_count: 255
-      last_commit: '2026-08-26'
+      contrib_count: 256
+      last_commit: '2026-09-03'
   labels:
     - 6/pyOS-approved
   active: true
@@ -2212,13 +2262,13 @@
       name: ncompare
       description: Compare the structure of two netCDF (or HDF5) files
       created_at: '2023-08-17'
-      stargazers_count: 33
-      watchers_count: 33
-      open_issues_count: 19
-      forks_count: 12
+      stargazers_count: 34
+      watchers_count: 34
+      open_issues_count: 17
+      forks_count: 13
       documentation: https://ncompare.readthedocs.io
       contrib_count: 7
-      last_commit: '2026-08-26'
+      last_commit: '2026-09-04'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -2362,13 +2412,13 @@
       description: Quickly search, compare, and analyze genomic and
           metagenomic data sets.
       created_at: '2016-04-09'
-      stargazers_count: 555
-      watchers_count: 555
-      open_issues_count: 850
+      stargazers_count: 556
+      watchers_count: 556
+      open_issues_count: 852
       forks_count: 94
       documentation: https://sourmash.readthedocs.io/en/latest/
       contrib_count: 46
-      last_commit: '2026-08-24'
+      last_commit: '2026-08-31'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -2525,11 +2575,11 @@
       created_at: '2021-09-08'
       stargazers_count: 254
       watchers_count: 254
-      open_issues_count: 56
+      open_issues_count: 53
       forks_count: 51
       documentation: https://xgi.readthedocs.io
       contrib_count: 24
-      last_commit: '2026-08-24'
+      last_commit: '2026-08-27'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -2578,8 +2628,8 @@
       description: A unifying framework for biomedical research knowledge
           graphs
       created_at: '2021-09-10'
-      stargazers_count: 324
-      watchers_count: 324
+      stargazers_count: 328
+      watchers_count: 328
       open_issues_count: 178
       forks_count: 56
       documentation: https://biocypher.org
@@ -2833,11 +2883,11 @@
       created_at: '2019-11-11'
       stargazers_count: 156
       watchers_count: 156
-      open_issues_count: 104
+      open_issues_count: 105
       forks_count: 16
       documentation: https://python-graphblas.readthedocs.io/en/stable/
       contrib_count: 11
-      last_commit: '2026-08-26'
+      last_commit: '2026-08-27'
   labels:
     - 6/pyOS-approved
   active: true
@@ -2883,13 +2933,13 @@
       description: 'Library of derived climate variables, ie climate indicators,
           based on xarray. '
       created_at: '2018-07-27'
-      stargazers_count: 403
-      watchers_count: 403
-      open_issues_count: 55
-      forks_count: 77
+      stargazers_count: 404
+      watchers_count: 404
+      open_issues_count: 52
+      forks_count: 78
       documentation: https://xclim.readthedocs.io/en/stable/
       contrib_count: 46
-      last_commit: '2026-08-27'
+      last_commit: '2026-09-04'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -2986,8 +3036,8 @@
       description: Query sequence database by HMMs arranged in predefined
           synteny structure
       created_at: '2022-06-06'
-      stargazers_count: 20
-      watchers_count: 20
+      stargazers_count: 21
+      watchers_count: 21
       open_issues_count: 1
       forks_count: 2
       documentation: https://robaina.github.io/Pynteny
@@ -3095,11 +3145,11 @@
       created_at: '2017-03-17'
       stargazers_count: 873
       watchers_count: 873
-      open_issues_count: 181
-      forks_count: 254
+      open_issues_count: 184
+      forks_count: 255
       documentation: https://www.pygmt.org
       contrib_count: 57
-      last_commit: '2026-08-27'
+      last_commit: '2026-09-07'
   labels:
     - 6/pyOS-approved
   active: true
@@ -3389,13 +3439,13 @@
       description: A set of tools for getting the most from your geochemical
           data.
       created_at: '2018-06-13'
-      stargazers_count: 169
-      watchers_count: 169
+      stargazers_count: 171
+      watchers_count: 171
       open_issues_count: 16
-      forks_count: 50
+      forks_count: 52
       documentation: https://pyrolite.readthedocs.io
       contrib_count: 15
-      last_commit: '2026-08-05'
+      last_commit: '2026-09-01'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -3439,13 +3489,13 @@
       description: MovingPandas - a Python library for movement data
           exploration and analysis
       created_at: '2018-12-16'
-      stargazers_count: 1408
-      watchers_count: 1408
-      open_issues_count: 34
+      stargazers_count: 1411
+      watchers_count: 1411
+      open_issues_count: 35
       forks_count: 214
       documentation: https://movingpandas.org
       contrib_count: 44
-      last_commit: '2026-08-22'
+      last_commit: '2026-08-28'
   labels:
     - 6/pyOS-approved
   active: true
@@ -3487,13 +3537,13 @@
       description: A light-weight, flexible, and expressive statistical data
           testing library
       created_at: '2018-11-01'
-      stargazers_count: 4442
-      watchers_count: 4442
-      open_issues_count: 446
-      forks_count: 434
+      stargazers_count: 4449
+      watchers_count: 4449
+      open_issues_count: 443
+      forks_count: 438
       documentation: https://www.union.ai/pandera
-      contrib_count: 202
-      last_commit: '2026-08-27'
+      contrib_count: 206
+      last_commit: '2026-09-02'
   labels:
     - 6/pyOS-approved
   active: true