URL hygiene report
HowToFit
Broken live URLs
The weekly URL audit found 2 broken URL(s) in HowToFit that are not in .url_check_allowlist.txt.
If these are genuinely-broken-but-acceptable (paywalled, dead-external, etc.), append them to .url_check_allowlist.txt to grandfather them. Otherwise fix the references in-repo.
https://colab.research.google.com/github/PyAutoLabs/HowToFit/blob/2026.5.29.4/notebooks/chapter_1_introduction/tutorial_4_complex_models.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_1_introduction/README.md:16
notebooks/chapter_1_introduction/README.md:16
https://colab.research.google.com/github/PyAutoLabs/HowToFit/blob/2026.5.29.4/notebooks/chapter_3_graphical_models/tutorial_4_hierarchical_models.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_3_graphical_models/README.md:17
notebooks/chapter_3_graphical_models/README.md:17
Generated by PyAutoBuild/autobuild/url_check_live.py. Re-runs every Monday 04:00 UTC.
HowToGalaxy
Broken live URLs
The weekly URL audit found 28 broken URL(s) in HowToGalaxy that are not in .url_check_allowlist.txt.
If these are genuinely-broken-but-acceptable (paywalled, dead-external, etc.), append them to .url_check_allowlist.txt to grandfather them. Otherwise fix the references in-repo.
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_1_introduction/tutorial_0_visualization.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_1_introduction/README.md:7
notebooks/chapter_1_introduction/README.md:7
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_1_introduction/tutorial_1_grids_and_galaxies.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_1_introduction/README.md:9
notebooks/chapter_1_introduction/README.md:9
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_1_introduction/tutorial_2_data.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_1_introduction/README.md:11
notebooks/chapter_1_introduction/README.md:11
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_1_introduction/tutorial_3_fitting.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_1_introduction/README.md:13
notebooks/chapter_1_introduction/README.md:13
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_1_introduction/tutorial_4_methods.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_1_introduction/README.md:15
notebooks/chapter_1_introduction/README.md:15
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_1_introduction/tutorial_5_summary.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_1_introduction/README.md:17
notebooks/chapter_1_introduction/README.md:17
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_1_non_linear_search.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_2_modeling/README.md:7
notebooks/chapter_2_modeling/README.md:7
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_2_practicalities.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_2_modeling/README.md:9
notebooks/chapter_2_modeling/README.md:9
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_3_realism_and_complexity.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_2_modeling/README.md:11
notebooks/chapter_2_modeling/README.md:11
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_4_dealing_with_failure.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_2_modeling/README.md:13
notebooks/chapter_2_modeling/README.md:13
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_5_linear_profiles.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_2_modeling/README.md:15
notebooks/chapter_2_modeling/README.md:15
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_6_masking.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_2_modeling/README.md:17
notebooks/chapter_2_modeling/README.md:17
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_7_results.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_2_modeling/README.md:19
notebooks/chapter_2_modeling/README.md:19
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_8_need_for_speed.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_2_modeling/README.md:21
notebooks/chapter_2_modeling/README.md:21
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_3_search_chaining/tutorial_1_search_chaining.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_3_search_chaining/README.md:8
notebooks/chapter_3_search_chaining/README.md:8
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_3_search_chaining/tutorial_2_prior_passing.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_3_search_chaining/README.md:10
notebooks/chapter_3_search_chaining/README.md:10
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_3_search_chaining/tutorial_3_lens_and_source.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_3_search_chaining/README.md:12
notebooks/chapter_3_search_chaining/README.md:12
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_3_search_chaining/tutorial_4_complex_source.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_3_search_chaining/README.md:16
notebooks/chapter_3_search_chaining/README.md:16
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_3_search_chaining/tutorial_4_x2_lens_galaxies.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_3_search_chaining/README.md:14
notebooks/chapter_3_search_chaining/README.md:14
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_3_search_chaining/tutorial_6_slam.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_3_search_chaining/README.md:18
notebooks/chapter_3_search_chaining/README.md:18
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_4_pixelizations/tutorial_1_pixelizations.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_4_pixelizations/README.md:7
notebooks/chapter_4_pixelizations/README.md:7
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_4_pixelizations/tutorial_2_mappers.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_4_pixelizations/README.md:9
notebooks/chapter_4_pixelizations/README.md:9
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_4_pixelizations/tutorial_3_inversions.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_4_pixelizations/README.md:11
notebooks/chapter_4_pixelizations/README.md:11
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_4_pixelizations/tutorial_4_bayesian_regularization.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_4_pixelizations/README.md:13
notebooks/chapter_4_pixelizations/README.md:13
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_4_pixelizations/tutorial_5_borders.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_4_pixelizations/README.md:15
notebooks/chapter_4_pixelizations/README.md:15
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_4_pixelizations/tutorial_6_modeling.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_4_pixelizations/README.md:17
notebooks/chapter_4_pixelizations/README.md:17
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_4_pixelizations/tutorial_7_adaptive_pixelization.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_4_pixelizations/README.md:19
notebooks/chapter_4_pixelizations/README.md:19
https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_4_pixelizations/tutorial_8_model_fit.ipynb
- status: HTTP 404
- referenced from 2 site(s):
scripts/chapter_4_pixelizations/README.md:21
notebooks/chapter_4_pixelizations/README.md:21
Generated by PyAutoBuild/autobuild/url_check_live.py. Re-runs every Monday 04:00 UTC.
PyAutoFit
Broken live URLs
The weekly URL audit found 4 broken URL(s) in PyAutoFit that are not in .url_check_allowlist.txt.
If these are genuinely-broken-but-acceptable (paywalled, dead-external, etc.), append them to .url_check_allowlist.txt to grandfather them. Otherwise fix the references in-repo.
https://docs.scipy.org/doc/scipy/reference/optimize.minimize-bfgs.html#optimize-minimize-bfgs
- status: ConnectTimeout: HTTPSConnectionPool(host='docs.scipy.org', port=443): Max retries exceeded with url: /doc/scipy/reference/optimize.minimize-bfgs.html (Caused by ConnectTimeoutE
- referenced from 1 site(s):
autofit/non_linear/search/mle/bfgs/search.py:295
https://docs.scipy.org/doc/scipy/reference/optimize.minimize-lbfgsb.html
- status: ConnectTimeout: HTTPSConnectionPool(host='docs.scipy.org', port=443): Max retries exceeded with url: /doc/scipy/reference/optimize.minimize-lbfgsb.html (Caused by ConnectTimeou
- referenced from 2 site(s):
docs/cookbooks/search.md:370
autofit/non_linear/search/mle/bfgs/search.py:308
https://github.com/handley-lab/blackjax.git@ef45acd2f2fa0cca15adbdcd3ff7cb3a98987cb5
- status: HTTP 404
- referenced from 1 site(s):
https://github.com/yallup/nss.git@69159b0f4a3a53123b9eec7df91e4ed3885e4dc4
- status: HTTP 404
- referenced from 1 site(s):
Generated by PyAutoBuild/autobuild/url_check_live.py. Re-runs every Monday 04:00 UTC.
PyAutoGalaxy
Broken live URLs
The weekly URL audit found 3 broken URL(s) in PyAutoGalaxy that are not in .url_check_allowlist.txt.
If these are genuinely-broken-but-acceptable (paywalled, dead-external, etc.), append them to .url_check_allowlist.txt to grandfather them. Otherwise fix the references in-repo.
https://colab.research.google.com/github/PyAutoLabs/HowToGalaxy/blob/2026.5.29.4/notebooks/chapter_4_pixelizations/tutorial_6_model_fit.ipynb
- status: HTTP 404
- referenced from 1 site(s):
docs/howtogalaxy/chapter_4_pixelizations.md:19
https://colab.research.google.com/github/PyAutoLabs/HowToGalaxy/blob/2026.5.29.4/notebooks/chapter_optional/tutorial_mass_profiles.ipynb
- status: HTTP 404
- referenced from 1 site(s):
docs/howtogalaxy/chapter_optional.md:7
https://colab.research.google.com/github/PyAutoLabs/HowToGalaxy/blob/2026.5.29.4/notebooks/chapter_optional/tutorial_sub_grids.ipynb
- status: HTTP 404
- referenced from 1 site(s):
docs/howtogalaxy/chapter_optional.md:10
Generated by PyAutoBuild/autobuild/url_check_live.py. Re-runs every Monday 04:00 UTC.
PyAutoLens
Broken live URLs
The weekly URL audit found 3 broken URL(s) in PyAutoLens that are not in .url_check_allowlist.txt.
If these are genuinely-broken-but-acceptable (paywalled, dead-external, etc.), append them to .url_check_allowlist.txt to grandfather them. Otherwise fix the references in-repo.
https://colab.research.google.com/github/PyAutoLabs/HowToLens/blob/2026.5.29.4/notebooks/chapter_3_search_chaining/tutorial_4_complex_source.ipynb
- status: HTTP 404
- referenced from 1 site(s):
docs/howtolens/chapter_3_search_chaining.md:20
https://colab.research.google.com/github/PyAutoLabs/HowToLens/blob/2026.5.29.4/notebooks/chapter_4_pixelizations/tutorial_11_adapt_regularization.py.ipynb
- status: HTTP 404
- referenced from 1 site(s):
docs/howtolens/chapter_4_pixelizations.md:37
https://colab.research.google.com/github/PyAutoLabs/HowToLens/blob/2026.5.29.4/notebooks/chapter_optional/tutorial_sub_grids.ipynb
- status: HTTP 404
- referenced from 1 site(s):
docs/howtolens/chapter_optional.md:7
Generated by PyAutoBuild/autobuild/url_check_live.py. Re-runs every Monday 04:00 UTC.
autofit_workspace
Broken live URLs
The weekly URL audit found 1 broken URL(s) in autofit_workspace that are not in .url_check_allowlist.txt.
If these are genuinely-broken-but-acceptable (paywalled, dead-external, etc.), append them to .url_check_allowlist.txt to grandfather them. Otherwise fix the references in-repo.
https://docs.scipy.org/doc/scipy/reference/optimize.minimize-lbfgsb.html
- status: ConnectTimeout: HTTPSConnectionPool(host='docs.scipy.org', port=443): Max retries exceeded with url: /doc/scipy/reference/optimize.minimize-lbfgsb.html (Caused by ConnectTimeou
- referenced from 6 site(s):
scripts/cookbooks/search.py:388
scripts/searches/mle.py:14
scripts/searches/mle.py:152
notebooks/cookbooks/search.ipynb:547
notebooks/searches/mle.ipynb:19
notebooks/searches/mle.ipynb:223
Generated by PyAutoBuild/autobuild/url_check_live.py. Re-runs every Monday 04:00 UTC.
euclid_strong_lens_modeling_pipeline
Broken live URLs
The weekly URL audit found 1 broken URL(s) in euclid_strong_lens_modeling_pipeline that are not in .url_check_allowlist.txt.
If these are genuinely-broken-but-acceptable (paywalled, dead-external, etc.), append them to .url_check_allowlist.txt to grandfather them. Otherwise fix the references in-repo.
https://https://github.com/johannesulf/nautilus
- status: ConnectionError: HTTPSConnectionPool(host='https', port=443): Max retries exceeded with url: //github.com/johannesulf/nautilus (Caused by NameResolutionError("HTTPSConnection(ho
- referenced from 1 site(s):
config/non_linear/nest.yaml:3
Generated by PyAutoBuild/autobuild/url_check_live.py. Re-runs every Monday 04:00 UTC.
URL hygiene report
HowToFit
Broken live URLs
The weekly URL audit found 2 broken URL(s) in
HowToFitthat are not in.url_check_allowlist.txt.If these are genuinely-broken-but-acceptable (paywalled, dead-external, etc.), append them to
.url_check_allowlist.txtto grandfather them. Otherwise fix the references in-repo.https://colab.research.google.com/github/PyAutoLabs/HowToFit/blob/2026.5.29.4/notebooks/chapter_1_introduction/tutorial_4_complex_models.ipynbscripts/chapter_1_introduction/README.md:16notebooks/chapter_1_introduction/README.md:16https://colab.research.google.com/github/PyAutoLabs/HowToFit/blob/2026.5.29.4/notebooks/chapter_3_graphical_models/tutorial_4_hierarchical_models.ipynbscripts/chapter_3_graphical_models/README.md:17notebooks/chapter_3_graphical_models/README.md:17Generated by
PyAutoBuild/autobuild/url_check_live.py. Re-runs every Monday 04:00 UTC.HowToGalaxy
Broken live URLs
The weekly URL audit found 28 broken URL(s) in
HowToGalaxythat are not in.url_check_allowlist.txt.If these are genuinely-broken-but-acceptable (paywalled, dead-external, etc.), append them to
.url_check_allowlist.txtto grandfather them. Otherwise fix the references in-repo.https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_1_introduction/tutorial_0_visualization.ipynbscripts/chapter_1_introduction/README.md:7notebooks/chapter_1_introduction/README.md:7https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_1_introduction/tutorial_1_grids_and_galaxies.ipynbscripts/chapter_1_introduction/README.md:9notebooks/chapter_1_introduction/README.md:9https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_1_introduction/tutorial_2_data.ipynbscripts/chapter_1_introduction/README.md:11notebooks/chapter_1_introduction/README.md:11https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_1_introduction/tutorial_3_fitting.ipynbscripts/chapter_1_introduction/README.md:13notebooks/chapter_1_introduction/README.md:13https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_1_introduction/tutorial_4_methods.ipynbscripts/chapter_1_introduction/README.md:15notebooks/chapter_1_introduction/README.md:15https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_1_introduction/tutorial_5_summary.ipynbscripts/chapter_1_introduction/README.md:17notebooks/chapter_1_introduction/README.md:17https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_1_non_linear_search.ipynbscripts/chapter_2_modeling/README.md:7notebooks/chapter_2_modeling/README.md:7https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_2_practicalities.ipynbscripts/chapter_2_modeling/README.md:9notebooks/chapter_2_modeling/README.md:9https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_3_realism_and_complexity.ipynbscripts/chapter_2_modeling/README.md:11notebooks/chapter_2_modeling/README.md:11https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_4_dealing_with_failure.ipynbscripts/chapter_2_modeling/README.md:13notebooks/chapter_2_modeling/README.md:13https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_5_linear_profiles.ipynbscripts/chapter_2_modeling/README.md:15notebooks/chapter_2_modeling/README.md:15https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_6_masking.ipynbscripts/chapter_2_modeling/README.md:17notebooks/chapter_2_modeling/README.md:17https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_7_results.ipynbscripts/chapter_2_modeling/README.md:19notebooks/chapter_2_modeling/README.md:19https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_2_modeling/tutorial_8_need_for_speed.ipynbscripts/chapter_2_modeling/README.md:21notebooks/chapter_2_modeling/README.md:21https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_3_search_chaining/tutorial_1_search_chaining.ipynbscripts/chapter_3_search_chaining/README.md:8notebooks/chapter_3_search_chaining/README.md:8https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_3_search_chaining/tutorial_2_prior_passing.ipynbscripts/chapter_3_search_chaining/README.md:10notebooks/chapter_3_search_chaining/README.md:10https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_3_search_chaining/tutorial_3_lens_and_source.ipynbscripts/chapter_3_search_chaining/README.md:12notebooks/chapter_3_search_chaining/README.md:12https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_3_search_chaining/tutorial_4_complex_source.ipynbscripts/chapter_3_search_chaining/README.md:16notebooks/chapter_3_search_chaining/README.md:16https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_3_search_chaining/tutorial_4_x2_lens_galaxies.ipynbscripts/chapter_3_search_chaining/README.md:14notebooks/chapter_3_search_chaining/README.md:14https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_3_search_chaining/tutorial_6_slam.ipynbscripts/chapter_3_search_chaining/README.md:18notebooks/chapter_3_search_chaining/README.md:18https://colab.research.google.com/github/PyAutoLabs/autogalaxy_workspace/blob/2026.5.29.4/notebooks/chapter_4_pixelizations/tutorial_1_pixelizations.ipynbscripts/chapter_4_pixelizations/README.md:7notebooks/chapter_4_pixelizations/READ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