diff --git a/projects.yaml b/projects.yaml
index d0c7074..27f961c 100644
--- a/projects.yaml
+++ b/projects.yaml
@@ -26,6 +26,10 @@ projects:
     reason: "Official dependency management tool from Golang. To quote the first line of the readme, 'dep is safe for production use.'"
   - name: Apache Kafka
     gh_url: https://github.com/apache/kafka
+    tag_regex_subs:
+      - remove: ^kafka-
+      - search: -incubating-candidate-(\d+)$
+        replace: rc\1
   - name: Minikube
     gh_url: https://github.com/kubernetes/minikube
     reason: Official kubernetes project with a logo, but no major release.
@@ -36,10 +40,22 @@ projects:
   - name: Tor
     gh_url: https://github.com/torproject/tor
     url: https://blog.torproject.org/
+    tag_regex_subs:
+      - remove: ^tor-
+      - remove: ^debian-version-
+      - remove: -root$
+      - search: "@(\\d+)$"
+        replace: +\1
+      - search: -cvs-(\d+-\d+)$
+        replace: +\1
+      - remove: -pre\.\d+$
   - name: Home Assistant
     gh_url: https://github.com/home-assistant/home-assistant
   - name: Vala
     gh_url: https://github.com/GNOME/vala
+    tag_regex_subs:
+      - search: ^VALA_(\d)+_(\d)+_(\d)+$
+        replace: \1.\2.\3
   - name: Onion
     gh_url: https://github.com/davidmoreno/onion
   - name: Nim
@@ -47,19 +63,31 @@ projects:
   - name: Windows Terminal
     url: https://www.microsoft.com/en-ca/p/windows-terminal-preview/9n0dx20hk701
     gh_url: https://github.com/microsoft/terminal
+    tag_regex_subs:
+      - remove: ^\d{4}\.\d{5}$
   - name: Bitcoin
     gh_url: https://github.com/bitcoin/bitcoin
+    tag_regex_subs:
+      - remove: -final$
+      - remove: _closest$
+      - remove: _notexact$
+      - remove: -guixtest1$
+      - remove: test1$
   - name: Caddy
     gh_url: https://github.com/caddyserver/caddy
   - name: Werkzeug
     gh_url: https://github.com/pallets/werkzeug
     reason: Depended on by Flask and many other web frameworks.
+    tag_regex_subs:
+      - remove: \.x$
   - name: Cython
     gh_url: https://github.com/cython/cython
   - name: TOML
     gh_url: https://github.com/toml-lang/toml
   - name: Flask
     gh_url: https://github.com/pallets/flask
+    tag_regex_subs:
+      - remove: \.x$
   - name: datadogpy
     gh_url: https://github.com/DataDog/datadogpy
     reason: Part of a paid product.
@@ -76,12 +104,21 @@ projects:
     gh_url: https://github.com/jakubroztocil/httpie
   - name: scikit-learn
     gh_url: https://github.com/scikit-learn/scikit-learn
+    tag_regex_subs:
+      - remove: -branching$
   - name: certbot
     gh_url: https://github.com/certbot/certbot
+    tag_regex_subs:
+      - search: -corrected$
+        replace: "-1"
   - name: sshuttle
     gh_url: https://github.com/sshuttle/sshuttle
+    tag_regex_subs:
+      - remove: ^sshuttle-
   - name: Theano
     gh_url: https://github.com/Theano/Theano
+    tag_regex_subs:
+      - remove: ^rel-
   - name: Bokeh
     gh_url: https://github.com/bokeh/bokeh
   - name: Magic Wormhole
@@ -98,22 +135,33 @@ projects:
     gh_url: https://github.com/gohugoio/hugo
   - name: drone
     gh_url: https://github.com/drone/drone
+    tag_regex_subs:
+      - search: -debug$
+        replace: -dev
+      - search: -gitspaces-beta$
+        replace: -beta
   - name: HashiCorp Terraform
     gh_url: https://github.com/hashicorp/terraform
   - name: HashiCorp Nomad
     gh_url: https://github.com/hashicorp/nomad
+    tag_regex_subs:
+      - remove: ^ent-changelog-
   - name: HashiCorp Vault
     gh_url: https://github.com/hashicorp/vault
-    emeritus: true
-    last_zv_release_version: v0.11.6
-    first_release_date: 2015-04-29
-    first_release_version: v0.1.0
+    tag_regex_subs:
+      - search: -rebuild$
+        replace: "-1"
+      - remove: ^ent-changelog-
+      - search: -rc(\d+)\.(\d+)$
+        replace: -rc\1+\2
   - name: xhyve
     gh_url: https://github.com/mist64/xhyve
   - name: zeal
     gh_url: https://github.com/zealdocs/zeal
   - name: html5lib-python
     gh_url: https://github.com/html5lib/html5lib-python
+    tag_regex_subs:
+      - remove: ish$
   - name: MyPy
     gh_url: https://github.com/python/mypy
   - name: asn1crypto
@@ -123,12 +171,17 @@ projects:
     url: https://cgit.freedesktop.org/gstreamer/orc
     gh_url: https://github.com/GStreamer/orc
     reason: Depended on by Ubuntu and other free desktop operating systems
+    tag_regex_subs:
+      - remove: ^orc-
   - name: Gephi
     gh_url: https://github.com/gephi/gephi
   - name: vim-airline
     gh_url: https://github.com/vim-airline/vim-airline
   - name: Julia
     gh_url: https://github.com/JuliaLang/julia
+    tag_regex_subs:
+      - search: -pre\.([a-z]+)$
+        replace: -\1
   - name: Flatpak
     gh_url: https://github.com/flatpak/flatpak
   - name: Meson Build System
@@ -149,19 +202,37 @@ projects:
   - name: Pilosa
     gh_url: https://github.com/pilosa/pilosa
     url: https://www.pilosa.com/
+    tag_regex_subs:
+      - search: -alpha\.(\d+)(-pre|\.)(\d+)$
+        replace: -alpha\1+\3
   - name: fail2ban
     gh_url: https://github.com/fail2ban/fail2ban
+    tag_regex_subs:
+      - remove: -smartos$
+      - remove: -PROPAGATE_DEBIAN_PATCHES$
+      - search: ^(\d+)_(\d+)_(\d+)$
+        replace: \1.\2.\3
   - name: qtile
     gh_url: https://github.com/qtile/qtile
   - name: autokey
     gh_url: https://github.com/autokey/autokey
+    tag_regex_subs:
+      - remove: ^ak-
   - name: ClamAV Antivirus
     gh_url: https://github.com/Cisco-Talos/clamav-devel
+    tag_regex_subs:
+      - search: CLAMAV_(\d+)_(\d+)(RC\d+)?
+        replace: \1.\2\3
+      - remove: ^clamav-
+      - search: "@(\\d+)$"
+        replace: +\1
   - name: OpenRCT2
     url: https://openrct2.io/
     gh_url: https://github.com/OpenRCT2/OpenRCT2
   - name: bup
     gh_url: https://github.com/bup/bup
+    tag_regex_subs:
+      - remove: ^bup-
   - name: You-Get
     gh_url: https://github.com/soimort/you-get
   - name: Ramda
@@ -182,17 +253,32 @@ projects:
     url: https://marketplace.visualstudio.com/items?itemName=ms-vscode.cpptools
     gh_url: https://github.com/microsoft/vscode-cpptools
     reason: Created by Microsoft and with almost 8 million installs, this is the standard extension you want if working with C or C++ in VS Code.
+    tag_regex_subs:
+      - search: -insiders$
+        replace: rc1
+      - search: -insiders(\d+)$
+        replace: rc\1
+      - search: -debug$
+        replace: dev
+      - search: -prerelease(\d+)$
+        replace: pre\1
+      - remove: ^v\.
   - name: pywinauto
     url: http://pywinauto.github.io/
     gh_url: https://github.com/pywinauto/pywinauto
   - name: React
     url: https://reactjs.org
     gh_url: https://github.com/facebook/react
-    first_release_date: 2013-05-29T19:46:11Z
-    first_release_version: 0.3.0 # A later v0.0.0 tag breaks this
+    tag_regex_subs:
+      - search: -alpha\.(.*)$
+        replace: -alpha+\1
   - name: Rake
     gh_url: https://github.com/ruby/rake
     reason: The pioneer of the zero-to-double-digits jump.
+    tag_regex_subs:
+      - remove: ^rake-
+      - remove: ^drake-
+      - remove: ^comp_tree-
   - name: Chocolatey
     url: https://chocolatey.org/
     gh_url: https://github.com/chocolatey/choco
@@ -207,10 +293,17 @@ projects:
   - name: Nuitka
     url: https://nuitka.net/
     gh_url: https://github.com/Nuitka/Nuitka
+    tag_regex_subs:
+      - search: ^(\d+\.\d+\.\d+)([a-z])$
+        replace: \1+\2
   - name: StreamEx
     gh_url: https://github.com/amaembo/streamex
+    tag_regex_subs:
+      - remove: ^streamex-
   - name: 3proxy
     gh_url: https://github.com/z3APA3A/3proxy
+    tag_regex_subs:
+      - remove: ^3proxy-
   - name: Flow
     gh_url: https://github.com/facebook/flow
   - name: GoReleaser
@@ -229,6 +322,9 @@ projects:
     gh_url: https://github.com/digitalbazaar/forge
   - name: Stellarium
     gh_url: https://github.com/Stellarium/stellarium
+    tag_regex_subs:
+      - search: ^stellarium-(\d+)-(\d+)-(\d+)$
+        replace: \1.\2.\3
   - name: xonsh
     gh_url: https://github.com/xonsh/xonsh
   - name: ccls
@@ -238,6 +334,12 @@ projects:
   - name: Teeworlds
     url: https://teeworlds.com/
     gh_url: https://github.com/teeworlds/teeworlds
+    tag_regex_subs:
+      - remove: -start$
+      - remove: -release$
+      - remove: -endofline$
+      - search: -cp-r(\d+)$
+        replace: rc\1
   - name: Numba
     url: https://numba.pydata.org
     gh_url: https://github.com/numba/numba
@@ -253,12 +355,19 @@ projects:
     gh_url: https://github.com/simonw/datasette
   - name: Tendermint
     gh_url: https://github.com/tendermint/tendermint/
+    tag_regex_subs:
+      - search: -dev0-fix0$
+        replace: dev
+      - search: ^dev-(.*)
+        replace: \1dev
   - name: Cosmos-sdk
     gh_url: https://github.com/cosmos/cosmos-sdk
     first_release_date: 2017-03-06
     first_release_version: 0.2.0 # https://github.com/tendermint/basecoin/blob/master/CHANGELOG.md#020-march-6-2017
-    latest_release_date: 2024-12-16
-    latest_release_version: 0.50.11
+    tag_regex_subs:
+      - remove: -circuit$
+      - search: -patch$
+        replace: "-1"
   - name: LocalStack
     url: https://localstack.cloud
     gh_url: https://github.com/localstack/localstack
@@ -275,10 +384,15 @@ projects:
     gh_url: https://github.com/paperjs/paper.js
   - name: Knex.js
     gh_url: https://github.com/knex/knex
+    tag_regex_subs:
+      - search: ^(\d+),(\d+),(\d+)$
+        replace: \1.\2.\3
   - name: zoxide
     gh_url: https://github.com/ajeetdsouza/zoxide
   - name: OpenRC
     gh_url: https://github.com/OpenRC/openrc
+    tag_regex_subs:
+      - remove: ^openrc-
   - name: Notary
     gh_url: https://github.com/notaryproject/notary
   - name: GoodbyeDPI
@@ -296,6 +410,10 @@ projects:
     gh_url: https://github.com/stylus/stylus
   - name: nw.js
     gh_url: https://github.com/nwjs/nw.js
+    tag_regex_subs:
+      - search: ^nw-v(\d+)\.(\d+),(\d+)$
+        replace: \1.\2.\3
+      - remove: ^nw-
   - name: Video Speed Controller
     gh_url: https://github.com/igrigorik/videospeed
     url: https://chrome.google.com/webstore/detail/video-speed-controller/nffaoalbilbmmfgbnbgppjihopabppdk
@@ -328,6 +446,11 @@ projects:
   - name: graphile-worker
     url: https://www.graphile.org/
     gh_url: https://github.com/graphile/worker
+    tag_regex_subs:
+      - search: -canary\.([a-z\d]+)$
+        replace: +\1
+      - search: -bridge\.0$
+        replace: "-0"
   - name: Monero
     url: https://getmonero.org
     gh_url: https://github.com/monero-project/monero
@@ -335,14 +458,24 @@ projects:
     url: https://multimc.org/
     gh_url: https://github.com/MultiMC/Launcher
     reason: Prominent launcher for maintaining multiple instances of MineCraft.
+    tag_regex_subs:
+      - search: -final$
+        replace: "-1"
   - name: Factor
     url: https://factorcode.org/
     gh_url: https://github.com/factor/factor
     reason: A concatenative stack-based programming language.
+    tag_regex_subs:
+      - remove: ^import-
+      - remove: ^similar-
+      - search: (release|factor)-(\d+)-(\d+)$
+        replace: \2.\3
   - name: Tectonic
     url: https://tectonic-typesetting.github.io/
     gh_url: https://github.com/tectonic-typesetting/tectonic
     reason: A TeX distributon that has been version 0 since 2016
+    tag_regex_subs:
+      - remove: ^tectonic@
   - name: Flipper
     url: https://www.flippercloud.io/docs
     gh_url: https://github.com/flippercloud/flipper
@@ -353,6 +486,9 @@ projects:
   - name: Apache Druid
     url: https://druid.apache.org/
     gh_url: https://github.com/apache/druid/
+    tag_regex_subs:
+      - remove: ^druid-
+      - remove: -incubating
   - name: seaborn
     url: https://seaborn.pydata.org/
     gh_url: https://github.com/mwaskom/seaborn
@@ -394,6 +530,8 @@ projects:
   - name: Create
     url: https://createmod.net/
     gh_url: https://github.com/Creators-of-Create/Create
+    tag_regex_subs:
+      - remove: ^mc\d+\.\d+/
   - name: FastAPI
     gh_url: https://github.com/fastapi/fastapi
   - name: atlantis
@@ -405,21 +543,26 @@ projects:
   - name: Nushell
     url: https://www.nushell.sh
     gh_url: https://github.com/nushell/nushell
+    tag_regex_subs:
+      - search: ^(\d+)_(\d+)_(\d+)$
+        replace: \1.\2.\3
   - name: Thanos
     url: https://thanos.io
     gh_url: https://github.com/thanos-io/thanos
-    first_release_date: 2018-05-18
-    first_release_version: 0.1.0-rc.0 # https://github.com/thanos-io/thanos/releases/tag/v0.1.0-rc.0
   - name: PyVista
     url: https://docs.pyvista.org/
     gh_url: https://github.com/pyvista/pyvista
   - name: Apache Thrift
     gh_url: https://github.com/apache/thrift
+    tag_regex_subs:
+      - remove: ^thrift-
   - name: TypeORM
     url: http://typeorm.io/
     gh_url: https://github.com/typeorm/typeorm
   - name: Sodium
     gh_url: https://github.com/CaffeineMC/sodium
+    tag_regex_subs:
+      - remove: ^mc\d+\.\d+(\.\d+)?-
   - name: The Clipboard project
     url: https://getclipboard.app/
     gh_url: https://github.com/Slackadays/Clipboard
@@ -427,11 +570,19 @@ projects:
   - name: Uncrustify
     url: http://uncrustify.sourceforge.net/
     gh_url: https://github.com/uncrustify/uncrustify
+    tag_regex_subs:
+      - remove: ^uncrustify-
   - name: lazygit
     gh_url: https://github.com/jesseduffield/lazygit
+    tag_regex_subs:
+      - search: ^pre-(release-)?([\d\.]*)(-2)?
+        replace: \2pre\3
   - name: OpenBLAS
     url: http://www.openblas.net/
     gh_url: https://github.com/OpenMathLib/OpenBLAS
+    tag_regex_subs:
+      - search: alpha(\d+)\.(\d+)$
+        replace: alpha\1+\2
   - name: libc (Rust)
     url: https://docs.rs/libc
     gh_url: https://github.com/rust-lang/libc
@@ -439,6 +590,9 @@ projects:
   - name: Metabase
     url: https://www.metabase.com/
     gh_url: https://github.com/metabase/metabase
+    tag_regex_subs: # Metabase has really wierd mixed versioning
+      - remove: ^v2015060\d-alpha
+      - remove: v1.[345]\d\.\d+(\.\d+)?.* # Hide non-0vers, not sure why they use them...
   - name: esbuild
     url: https://esbuild.github.io
     gh_url: https://github.com/evanw/esbuild
@@ -448,6 +602,104 @@ projects:
     reason: 7+ years of history, over 2M weekly downloads on npm
   - name: Unmanic
     gh_url: https://github.com/Unmanic/unmanic
+  - name: OpenSSL
+    gh_url: https://github.com/openssl/openssl
+    emeritus: true
+    tag_regex_subs:
+      - search: ^(OpenSSL_|SSLeay_|OpenSSL-fips-|OpenSSL-fips-)(\d+)_(\d+)_(\d+)([a-z]{1,2})
+        replace: \2.\3.\4+\5
+      - search: ^(OpenSSL_|SSLeay_|OpenSSL-fips-|OpenSSL-fips-)(\d+)_(\d+)_(\d+)
+        replace: \2.\3.\4
+      - search: ^OpenSSL-fips-(\d+)_(\d+)
+        replace: \1.\2
+      - remove: ^openssl-
+      - search: -auto-reformat$
+        replace: "-1"
+      - search: -format$
+        replace: "-2"
+      - search: -reformat$
+        replace: "-3"
+  - name: MAME
+    gh_url: https://github.com/mamedev/mame
+    wp_url: https://en.wikipedia.org/wiki/MAME
+    first_release_date: 1997-02-05
+    first_release_version: 0.1
+    tag_regex_subs:
+      - search: ^mame(\d)(\d+)(u\d+)$
+        replace: \1.\2+\3
+      - search: ^mame(\d)(\d+)$
+        replace: \1.\2
+  - name: Window Maker
+    url: https://windowmaker.org/
+    gh_url: https://github.com/window-maker/wmaker
+    wp_url: https://en.wikipedia.org/wiki/Window_Maker
+    first_release_date: 1997-01-01 # Exact date unknown
+    first_release_version: 0.0.3
+    tag_regex_subs:
+      - remove: ^wmaker-
+      - remove: ^wm-
+      - remove: ^release-
+      - remove: -crm$
+  - name: ReactOS
+    url: https://www.reactos.org/
+    gh_url: https://github.com/reactos/reactos # Many tags are missing, use manual data below
+    reason: A free Windows-compatible Operating System
+    tag_regex_subs:
+      - remove: ^ReactOS-
+      - remove: -release$
+  - name: three.js
+    url: https://threejs.org/
+    gh_url: https://github.com/mrdoob/three.js
+    tag_regex_subs:
+      - remove: /ROME$
+      - search: ^r(\d+)$
+        replace: 0.\1.0
+  - name: google-api-client (ruby)
+    url: https://rubygems.org/gems/google-api-client/
+    gh_url: https://github.com/googleapis/google-api-ruby-client
+    # Their versioning is really hard to figure out...
+    tag_regex_subs:
+      - remove: ^google-api-client-
+      - remove: ^google-api-client/
+      - remove: ^google-api-ruby-client-
+      - remove: ^google-api-ruby-client/
+  - name: rand
+    url: https://rust-random.github.io/book/
+    gh_url: https://github.com/rust-random/rand
+    reason: The most downloaded Rust crate
+  - name: suhosin
+    url: https://suhosin.org/
+    gh_url: https://github.com/sektioneins/suhosin
+    first_release_date: 2006-09-16T00:00:00
+    first_release_version: 0.9.1
+    tag_regex_subs:
+      - remove: ^suhosin-
+  - name: Pure Data
+    wp_url: https://en.wikipedia.org/wiki/Pure_Data
+    gh_url: https://github.com/pure-data/pure-data
+    url: https://puredata.info/
+    first_release_date: 1996-06-01
+    first_release_version: 0.1
+    tag_regex_subs:
+      - search: test(\d+)\.?([a-z\d])$
+        replace: dev\1+\2
+      - search: test(\d+)$
+        replace: dev\1
+  - name: cargo-audit
+    url: https://rustsec.org/
+    gh_url: https://github.com/rustsec/rustsec
+    tag_regex_subs:
+      - remove: ^cargo-audit/
+  - name: pg (Ruby)
+    url: https://rubygems.org/gems/pg
+    gh_url: https://github.com/ged/ruby-pg/tags
+    reason: Leading library for connecting Ruby to Postgres
+    first_release_date: 2008-01-26
+    first_release_version: 0.7.9.2008.01.28
+  - name: distlib
+    url: https://distlib.readthedocs.io
+    gh_url: https://github.com/pypa/distlib
+    reason: Depended on by PyPA/Pip
   - name: n8n
     url: https://n8n.io/
     gh_url: https://github.com/n8n-io/n8n
@@ -463,6 +715,7 @@ projects:
     latest_release_version: 0.9.8
   - name: Dash
     url: https://git.kernel.org/pub/scm/utils/dash/dash.git
+    repo_url: https://git.kernel.org/pub/scm/utils/dash/dash.git
     first_release_date: 1997-06-19T09:29:16
     first_release_version: 0.3.1
     latest_release_date: 2022-12-11T06:33:43
@@ -477,33 +730,19 @@ projects:
     latest_release_date: 2024-04-23
   - name: Inkscape
     url: https://inkscape.org/
-    repo_url: https://launchpad.net/inkscape
+    repo_url: https://gitlab.com/inkscape/inkscape
     emeritus: true
     first_release_date: 2000-09-01
     first_release_version: 0.16 # sodipodi cvs import according to changelog
     first_nonzv_release_date: 2020-05-01
     last_zv_release_version: 0.92.5
+    star_count: 3482
   - name: Compiz
     url: https://www.compiz-fusion.org/
     repo_url: https://launchpad.net/compiz
     first_release_date: 2006-05-22
     latest_release_date: 2022-08-22
     latest_release_version: 0.9.14.2
-  - name: distlib
-    url: https://bitbucket.org/pypa/distlib
-    reason: Depended on by PyPA/Pip
-    first_release_version: 0.1.0
-    first_release_date: 2013-03-02
-    latest_release_version: 0.3.4
-    latest_release_date: 2021-12-08
-  - name: OpenSSL
-    gh_url: https://github.com/openssl/openssl
-    emeritus: true
-    first_release_date: 1998-12-23
-    first_release_version: 0.9.1 # release name convention is weird, hardcode counts 2018-03-31
-    last_zv_release_version: 0.9.8n
-    first_nonzv_release_date: 2010-03-29
-    release_count_zv: 51 # technically only counts til 1.0 by date (2010). 0.9.8zh was the last 0ver and came out in 2015.
   - name: Factorio
     url: https://factorio.com/
     reason: Popular, for-profit game.
@@ -512,37 +751,21 @@ projects:
     first_release_version: 0.1.0
     first_nonzv_release_date: 2020-08-14
     last_zv_release_version: 0.18.47
-  - name: pg (Ruby)
-    url: https://rubygems.org/gems/pg
-    reason: Leading library for connecting Ruby to Postgres
-    emeritus: true
-    first_release_version: 0.7.9.2008.01.28
-    first_release_date: 2008-01-26
-    last_zv_release_version: 0.21.0
-    first_nonzv_release_date: 2017-06-13
-    release_count_zv: 123
   - name: PuTTY
-    url: https://www.chiark.greenend.org.uk/~sgtatham/putty/
+    url: https://www.chiark.greenend.org.uk/~sgtatham/putty
+    repo_url: https://git.tartarus.org/?p=simon/putty.git
     reason: Probably the most popular SSH client in Windows history
     first_release_version: 0.43beta
     first_release_date: 1999-01-08
     latest_release_version: 0.82
     latest_release_date: 2024-11-27
-  - name: MAME
-    gh_url: https://github.com/mamedev/mame # GitHub releases are mame0272
-    wp_url: https://en.wikipedia.org/wiki/MAME
-    first_release_version: 0.1
-    first_release_date: 1997-02-05
-    latest_release_version: 0.272
-    latest_release_date: 2024-11-29
-    release_count: 304
   - name: slrn # thanks hynek
     url: http://slrn.sourceforge.net/
     wp_url: https://en.wikipedia.org/wiki/Slrn
     emeritus: true
     first_release_date: 1994-08-13 # https://sourceforge.net/p/slrn/mailman/message/6405527/
     first_release_version: 0.1.0.0
-    last_zv_release_version: 0.9.9p1
+    last_zv_release_version: 0.9.9-1
     first_nonzv_release_date: 2012-12-21
     release_count_zv: 71 # changelog_text.count('\nChanges since 0')
   - name: Dwarf Fortress
@@ -555,31 +778,13 @@ projects:
     release_count_zv: 142 # appx, based on df wiki release history
   - name: "Cataclysm: Dark Days Ahead"
     url: https://cataclysmdda.org
-    gh_url: https://github.com/CleverRaven/Cataclysm-DDA # GitHub is returning tags out of order
+    repo_url: https://github.com/CleverRaven/Cataclysm-DDA # There are wayyyy to many tags on GitHub and the 0.A release system is hard to translate
     reason: Immensely popular cross-platform open-source game under continuous development for 6 years.
     first_release_version: 0.1
     first_release_date: 2013-02-26
-    latest_release_version: 0.H
+    # latest_release_version: 0.H # TODO: decide what to do here
     latest_release_date: 2024-11-22
     release_count: 24 # https://cataclysmdda.org/releases/
-  - name: Window Maker
-    url: https://windowmaker.org/
-    gh_url: https://github.com/window-maker/wmaker # Tags are prefixed
-    wp_url: https://en.wikipedia.org/wiki/Window_Maker
-    first_release_date: 1997-01-01 # exact date unknown
-    first_release_version: 0.0.3
-    latest_release_version: 0.96.0
-    latest_release_date: 2023-08-05
-    release_count: 94
-  - name: ReactOS
-    url: https://www.reactos.org/
-    gh_url: https://github.com/reactos/reactos # Many tags are missing, use manual data below
-    reason: A free Windows-compatible Operating System
-    first_release_version: 0.0.7
-    first_release_date: 1996-01-23
-    latest_release_version: 0.4.14
-    latest_release_date: 2021-12-16
-    release_count: 59 # Ignore GitHub saying >250 releases, ~80% of them are some kind of weird backup non-releases
   - name: OpenStreetMap API/website
     url: https://openstreetmap.org/
     gh_url: https://github.com/openstreetmap/openstreetmap-website # Doesn't use releases on GitHub
@@ -587,48 +792,9 @@ projects:
     reason: "Open map data used almost anywhere there's a non-Google map."
     first_release_version: 0.3
     first_release_date: 2004-08-09
-    latest_release_version: 0.6 February 2021 # See https://wiki.openstreetmap.org/wiki/API_v0.6#Semantic_versioning
+    latest_release_version: 0.6
     latest_release_date: 2021-02-01
     release_count: 14 # 0.3 → 0.6 and then the dated changes to 0.6
-  - name: three.js
-    url: https://threejs.org/
-    gh_url: https://github.com/mrdoob/three.js
-    first_release_version: 0.1 # GitHub releases are r1-r130
-    first_release_date: 2013-07-03T11:49:48
-    latest_release_version: 0.171.0
-    latest_release_date: 2024-11-29
-  - name: google-api-client (ruby)
-    url: https://rubygems.org/gems/google-api-client/
-    gh_url: https://github.com/googleapis/google-api-ruby-client # GitHub releases are namespace prefixed
-    first_release_version: 0.1.0
-    first_release_date: 2010-10-14
-    latest_release_version: 0.15.1 # Their versioning is really hard to figure out...
-    latest_release_date: 2024-07-29
-    release_count: 254
-  - name: rand
-    url: https://rust-random.github.io/book/
-    gh_url: https://github.com/rust-random/rand # GitHub releases are rand_distr-0.5.0-beta.0
-    reason: The most downloaded Rust crate
-    first_release_version: 0.1.1
-    first_release_date: 2015-02-03
-    latest_release_version: 0.8.5
-    latest_release_date: 2022-02-14
-    release_count: 68
-  - name: suhosin
-    url: https://suhosin.org/
-    gh_url: https://github.com/sektioneins/suhosin # Some GitHub releases are suhosin-0.9.35-RC1
-    first_release_version: 0.9.1
-    first_release_date: 2006-09-16T00:00:00
-    latest_release_version: 0.9.38
-    latest_release_date: 2015-05-21T00:00:00
-  - name: Pure Data
-    wp_url: https://en.wikipedia.org/wiki/Pure_Data
-    gh_url: https://github.com/pure-data/pure-data/ # Some GitHub releases are 0.55-0test3a
-    url: https://puredata.info/
-    first_release_date: 1996-06-01
-    first_release_version: 0.1
-    latest_release_version: 0.55-2
-    latest_release_date: 2024-11-17
   - name: XeTeX
     wp_url: https://en.wikipedia.org/wiki/XeTeX
     url: http://xetex.sourceforge.net/
@@ -646,6 +812,7 @@ projects:
     last_zv_release_version: 0.3.85
     first_nonzv_release_date: 2023-11-26
     release_count_zv: 119
+    star_count: 410
   - name: gettext
     url: https://www.gnu.org/software/gettext/
     repo_url: https://savannah.gnu.org/projects/gettext/
@@ -663,14 +830,8 @@ projects:
     first_release_version: 0.0.2
     first_nonzv_release_date: 2008-06-17
     last_zv_release_version: 0.9.61
-  - name: cargo-audit
-    url: https://rustsec.org/
-    # Technically on github, but has a weird monorepo version tagging scheme that'll need code to handle
-    gh_url: https://github.com/rustsec/rustsec
-    first_release_date: 2017-02-27
-    first_release_version: 0.1.0
-    latest_release_date: 2024-10-29
-    latest_release_version: 0.21.0
+    release_count_zv: 298
+    star_count: 118
   - name: transformers
     url: https://hackage.haskell.org/package/transformers
     repo_url: https://hub.darcs.net/ross/transformers
diff --git a/requirements.in b/requirements.in
index ac1b8e3..a5694be 100644
--- a/requirements.in
+++ b/requirements.in
@@ -2,4 +2,5 @@ boltons
 chert>=24.0.0
 hyperlink
 pyyaml
+requests
 schema
diff --git a/requirements.txt b/requirements.txt
index 5215a29..59d14a8 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -12,6 +12,10 @@ boltons==24.1.0
     #   chert
     #   face
     #   lithoxyl
+certifi==2024.12.14
+    # via requests
+charset-normalizer==3.4.1
+    # via requests
 chert==24.0.0
     # via -r requirements.in
 face==24.0.0
@@ -23,7 +27,9 @@ hyperlink==21.0.0
     #   -r requirements.in
     #   chert
 idna==3.10
-    # via hyperlink
+    # via
+    #   hyperlink
+    #   requests
 lithoxyl==21.0.0
     # via chert
 markdown==3.7
@@ -34,11 +40,15 @@ pyyaml==6.0.2
     # via
     #   -r requirements.in
     #   chert
+requests==2.32.3
+    # via -r requirements.in
 schema==0.7.7
     # via -r requirements.in
 six==1.17.0
     # via
     #   html5lib
     #   python-dateutil
+urllib3==2.3.0
+    # via requests
 webencodings==0.5.1
     # via html5lib
diff --git a/tools/check_projects_yaml.py b/tools/check_projects_yaml.py
index 36fca82..a692e11 100644
--- a/tools/check_projects_yaml.py
+++ b/tools/check_projects_yaml.py
@@ -5,6 +5,7 @@
 import yaml
 from boltons.iterutils import redundant
 from hyperlink import parse
+from packaging.version import InvalidVersion, Version
 from schema import Optional, Or, Schema
 
 
@@ -14,6 +15,14 @@ def check_url(url_str: str):
     return True
 
 
+def check_version(version_str: str | float):
+    try:
+        Version(str(version_str))
+    except InvalidVersion:
+        return False
+    return True
+
+
 OPTIONAL = {
     Optional("gh_url"): check_url,
     Optional("repo_url"): str,
@@ -22,6 +31,17 @@ def check_url(url_str: str):
     Optional("reason"): str,
     Optional("star_count"): int,
 }
+REGEX = [
+    Or(
+        {
+            "remove": str,
+        },  # type: ignore
+        {
+            "search": str,
+            "replace": str,
+        },  # type: ignore
+    ),
+]
 IN_SCHEMA = Schema(
     {
         "projects": [
@@ -32,16 +52,17 @@ def check_url(url_str: str):
                     "name": str,
                     "gh_url": check_url,
                     Optional("emeritus"): False,
+                    Optional("tag_regex_subs"): REGEX,
                     Optional("url"): check_url,  # Overrides gh_url for the hyperlink
                     Optional("release_count"): int,
                     Optional("latest_release_date"): Or(
                         datetime.date, datetime.datetime
                     ),
-                    Optional("latest_release_version"): Or(float, str),
+                    Optional("latest_release_version"): check_version,
                     Optional("first_release_date"): Or(
                         datetime.date, datetime.datetime
                     ),
-                    Optional("first_release_version"): Or(float, str),
+                    Optional("first_release_version"): check_version,
                 },  # type: ignore
                 # Emeritus GitHub projects
                 {
@@ -49,17 +70,18 @@ def check_url(url_str: str):
                     "name": str,
                     "gh_url": check_url,
                     "emeritus": True,
+                    Optional("tag_regex_subs"): REGEX,
                     Optional("url"): check_url,  # Overrides gh_url for the hyperlink
                     Optional("release_count_zv"): int,
                     Optional("first_release_date"): Or(
                         datetime.date, datetime.datetime
                     ),
-                    Optional("first_release_version"): Or(float, str),
+                    Optional("first_release_version"): check_version,
                     Optional("first_nonzv_release_date"): Or(
                         datetime.date, datetime.datetime
                     ),
-                    Optional("first_nonzv_release_version"): Or(float, str),
-                    Optional("last_zv_release_version"): Or(float, str),
+                    Optional("first_nonzv_release_version"): check_version,
+                    Optional("last_zv_release_version"): check_version,
                 },  # type: ignore
                 # Non-GitHub projects
                 {
@@ -72,11 +94,11 @@ def check_url(url_str: str):
                     Optional("latest_release_date"): Or(
                         datetime.date, datetime.datetime
                     ),
-                    Optional("latest_release_version"): Or(float, str),
+                    Optional("latest_release_version"): check_version,
                     Optional("first_release_date"): Or(
                         datetime.date, datetime.datetime
                     ),
-                    Optional("first_release_version"): Or(float, str),
+                    Optional("first_release_version"): check_version,
                 },  # type: ignore
                 # Emeritus Non-GitHub projects
                 {
@@ -86,12 +108,12 @@ def check_url(url_str: str):
                     "emeritus": True,
                     Optional("release_count_zv"): int,
                     "first_release_date": Or(datetime.date, datetime.datetime),
-                    Optional("first_release_version"): Or(float, str),
+                    Optional("first_release_version"): check_version,
                     Optional("first_nonzv_release_date"): Or(
                         datetime.date, datetime.datetime
                     ),
-                    Optional("first_nonzv_release_version"): Or(float, str),
-                    Optional("last_zv_release_version"): Or(float, str),
+                    Optional("first_nonzv_release_version"): check_version,
+                    Optional("last_zv_release_version"): check_version,
                 },  # type: ignore
             )
         ],
diff --git a/tools/gen_projects_json.py b/tools/gen_projects_json.py
index b4c8705..06b341a 100644
--- a/tools/gen_projects_json.py
+++ b/tools/gen_projects_json.py
@@ -1,332 +1,402 @@
 import argparse
-import base64
 import datetime
 import json
 import os
 import re
 import sys
 import time
-import urllib.request
 from pathlib import Path
 from pprint import pprint
+from typing import TypedDict
 
+import requests
 import yaml
-from boltons.urlutils import URL
-
-PROJECT_ROOT_PATH = Path(__file__).parent.parent
-VTAG_RE = re.compile(
-    r"""
-    ^
-    [^0-9]*
-    (?P<major>\d+)
-    \.
-    [0-9a-zA-Z_.]+
-    """,
-    re.VERBOSE,
-)
-
-# Tags matching these patterns will be completely skipped
-SKIP_PATTERNS = [
-    r"^ciflow/",  # pytorch has loads of this noise
-    r"^ci/",  # pytorch has loads of this noise
-    r"^nightly",  # FreeCol
-]
-
-# Version numbers after these patterns should be extracted
-STRIP_PATTERNS = [
-    r"^mc[0-9.]+-",  # Sodium tags include minecraft version numbers
-]
-
-
-def strip_prefix(tag_name: str) -> str:
-    """Strip any non-numeric prefix from the tag name."""
-    _, _, tag_name = tag_name.rpartition("/")
-
-    if "-" in tag_name:
-        _, _, version = tag_name.partition("-")
-        if re.search(r"^\d", version):
-            return version
-
-    match = re.search(r"\d", tag_name)
-    if match:
-        return tag_name[match.start() :]
-    return tag_name
-
-
-def match_vtag(tag_name: str) -> re.Match | None:
-    """Match version tags using a more general approach."""
-    tag_name = strip_prefix(tag_name)
-    return VTAG_RE.match(tag_name)
-
-
-def version_key(version: str) -> tuple:
-    """Extract and convert version numbers to tuple for comparison."""
-    clean_version = strip_prefix(version)
-    try:
-        return tuple(
-            int(x) for x in re.split(r"\D+", clean_version) if x and x.isdigit()
+from hyperlink import parse
+from packaging.version import InvalidVersion, Version
+
+
+class RegexSubstituionDict(TypedDict):
+    remove: str
+    """The regex pattern to remove from the tag name."""
+    search: str
+    """The regex pattern to search for in the tag name to replace with `replace`."""
+    replace: str
+    """The string to replace the `search` pattern with."""
+
+
+class GitHubTag:
+    def __init__(self, name: str, commit_url: str, committed_date: datetime.datetime):
+        self.name = name
+        self.processed_name = name
+        self.commit_url = commit_url
+        self.committed_date = committed_date
+        self.version: Version | None = None
+
+    def is_version_compatible(self) -> bool:
+        try:
+            Version(self.processed_name)
+        except InvalidVersion:
+            return False
+        return True
+
+    def process_name(self, regex_subs: list[RegexSubstituionDict] | None = None):
+        for sub in regex_subs or []:
+            if sub.get("remove"):
+                self.processed_name = re.sub(sub["remove"], "", self.processed_name)
+            else:
+                self.processed_name = re.sub(
+                    sub["search"], sub["replace"], self.processed_name
+                )
+
+    def parse_version(self):
+        self.version = Version(self.processed_name)
+
+
+class GitHubAPI:
+    def __init__(self, user: str, token: str, org: str, repo: str):
+        self.user = user
+        self.token = token
+        self.headers = {"Authorization": f"Bearer {self.token}"}
+        self.org = org
+        self.repo = repo
+
+    def get_repo_info(self) -> dict:
+        query = """
+        query($owner: String!, $repo: String!) {
+            rateLimit {
+                remaining
+            }
+            repository(owner: $owner, name: $repo) {
+                stargazerCount
+            }
+        }
+        """
+        variables = {"owner": self.org, "repo": self.repo}
+        response = requests.post(
+            "https://api.github.com/graphql",
+            json={"query": query, "variables": variables},
+            headers=self.headers,
         )
-    except (TypeError, ValueError):
-        return tuple()
-
-
-def _get_gh_json(
-    url: str, user: str | None = None, token: str | None = None
-) -> dict | list[dict]:
-    """
-    Get paginated results from GitHub, possibly authorized based on command
-    line arguments or environment variables.
-    """
-    req = urllib.request.Request(url)
-    if user and token:
-        auth_str = f"{user}:{token}"
-        auth_bytes = auth_str.encode("ascii")
-        auth_header_val = f'Basic {base64.b64encode(auth_bytes).decode("ascii")}'
-        req.add_header("Authorization", auth_header_val)
-
-    resp = urllib.request.urlopen(req)
-    body = resp.read()
-    res = json.loads(body)
-    rate_rem = int(resp.info().get("x-ratelimit-remaining", "-1"))
-
-    if not isinstance(res, list) or not res:
-        print(f" (( {rate_rem} requests remaining")
-        return res
-
-    page = 2
-    ret = res
-    while res:
-        paged_url = f"{url}?page={page}"
-        req = urllib.request.Request(paged_url)
-        if user and token:
-            req.add_header("Authorization", auth_header_val)
-        resp = urllib.request.urlopen(req)
-        body = resp.read()
-        res = json.loads(body)
-        ret.extend(res)
-        page += 1
-
-    rate_rem = int(resp.info().get("x-ratelimit-remaining", "-1"))
-    print(f" (( {rate_rem} requests remaining")
-    return ret
-
-
-def _get_gh_rel_data(
-    rel_info: dict, user: str | None = None, token: str | None = None
-) -> dict:
-    ret = {}
-    ret["tag"] = rel_info["name"]
-    ret["version"] = None
-    if match_vtag(ret["tag"]):
-        ret["version"] = strip_prefix(ret["tag"])
-    ret["api_commit_url"] = rel_info["commit"]["url"]
-    rel_data = _get_gh_json(ret["api_commit_url"], user, token)
-    if isinstance(rel_data, dict):
-        ret["date"] = rel_data["commit"]["author"]["date"]
-        ret["link"] = rel_data["html_url"]
-    return ret
-
-
-def _find_dominant_version_pattern(tags: list[dict]) -> list[dict]:
-    """Find the most common version tag pattern in a project's tags."""
-    patterns = {}
-    for tag in tags:
-        _, _, tag_name = tag["name"].rpartition("/")
-
-        if any(
-            re.search(pattern, tag["name"]) or re.search(pattern, tag_name)
-            for pattern in SKIP_PATTERNS
-        ):
-            continue
-
-        for pattern in STRIP_PATTERNS:
-            if re.search(pattern, tag_name):
-                prefix, _, version = tag_name.partition("-")
-                if re.search(r"^\d", version):
-                    tag_name = version
-                    break
-
-        match = re.search(r"\d", tag_name)
-        if not match:
-            continue
-        prefix = tag_name[: match.start()]
-        if prefix in patterns:
-            patterns[prefix].append(tag)
-        else:
-            patterns[prefix] = [tag]
-
-    if not patterns:
-        return []
-    return max(patterns.values(), key=len)
-
-
-def get_gh_project_info(
-    info: dict, user: str | None = None, token: str | None = None
-) -> dict:
-    gh_info = {}
-    url = info.get("gh_url")
-    if url is None:
-        return gh_info
-
-    org, repo = URL(url.rstrip("/")).path_parts[1:]
-    gh_url = URL("https://api.github.com/repos")
-    gh_url.path_parts += (org, repo)
-
-    project_data = _get_gh_json(gh_url.to_text(), user, token)
-    if isinstance(project_data, dict):
-        gh_info["star_count"] = project_data["stargazers_count"]
-
-    gh_url.path_parts += ("tags",)
-    tags_data = _get_gh_json(gh_url.to_text(), user, token)
-    if isinstance(tags_data, dict):
-        tags_data = []
-
-    main_tags = _find_dominant_version_pattern(tags_data)
-    vtags_data = [td for td in main_tags if match_vtag(td["name"])]
-    if not vtags_data:
-        return gh_info
-
-    gh_info["release_count"] = len(vtags_data)
-
-    latest_release = vtags_data[0]
-    latest_release_data = _get_gh_rel_data(latest_release, user, token)
-    for k, v in latest_release_data.items():
-        gh_info[f"latest_release_{k}"] = v
-
-    vtags_data.sort(key=lambda x: version_key(x["name"]), reverse=True)
-
-    first_release_version = info.get("first_release_version")
-    first_release = None
-    if first_release_version is None:
-        first_release = [
-            v
-            for v in vtags_data
-            if version_key(v["name"]) < version_key(latest_release["name"])
-        ][-1]
-    else:
-        first_releases = [v for v in vtags_data if v["name"] == first_release_version]
-        if first_releases:
-            first_release = first_releases[0]
-    if first_release:
-        first_release_data = _get_gh_rel_data(first_release, user, token)
-        for k, v in first_release_data.items():
-            gh_info[f"first_release_{k}"] = v
-
-    zv_releases = []
-    for rel in vtags_data:
-        match = match_vtag(rel["name"])
-        if match and match.group("major") == "0":
-            zv_releases.append(rel)
-    gh_info["release_count_zv"] = len(zv_releases)
-    print(
-        f' .. {gh_info["release_count"]} releases, {gh_info["release_count_zv"]} 0ver'
-    )
-
-    is_zerover = latest_release in zv_releases
-
-    gh_info["is_zerover"] = is_zerover
-
-    if is_zerover:
-        return gh_info
-
-    last_zv_release = zv_releases[0]
-    first_nonzv_release = vtags_data[vtags_data.index(last_zv_release) - 1]
-    first_nonzv_release_data = _get_gh_rel_data(first_nonzv_release, user, token)
+        data = response.json()
+
+        print(f" (( {data["data"]["rateLimit"]["remaining"]} requests remaining")
+
+        return {"star_count": data["data"]["repository"]["stargazerCount"]}
+
+    def fetch_tags(self) -> list[GitHubTag]:
+        query = """
+        query($owner: String!, $repo: String!, $cursor: String) {
+            rateLimit {
+                remaining
+            }
+            repository(owner: $owner, name: $repo) {
+                refs(refPrefix: "refs/tags/", first: 100, after: $cursor, orderBy: {field: TAG_COMMIT_DATE, direction: DESC}) {
+                    edges {
+                        node {
+                            name
+                            target {
+                                commitUrl
+                                ... on Commit {
+                                    committedDate
+                                }
+                                ... on Tag {
+                                    target {
+                                        ... on Commit {
+                                            committedDate
+                                        }
+                                        ... on Tag {
+                                            target {
+                                                ... on Commit {
+                                                    committedDate
+                                                }
+                                            }
+                                        }
+                                    }
+                                }
+                            }
+                        }
+                    }
+                    pageInfo {
+                        hasNextPage
+                        endCursor
+                    }
+                }
+            }
+        }
+        """
+        cursor = None
+        all_tags = []
+
+        while True:
+            variables = {"owner": self.org, "repo": self.repo, "cursor": cursor}
+            response = requests.post(
+                "https://api.github.com/graphql",
+                json={"query": query, "variables": variables},
+                headers=self.headers,
+            )
+            data = response.json()
+
+            refs = data["data"]["repository"]["refs"]
+            all_tags.extend(refs["edges"])
+
+            if refs["pageInfo"]["hasNextPage"]:
+                cursor = refs["pageInfo"]["endCursor"]
+            else:
+                break
 
-    gh_info["last_zv_release_version"] = last_zv_release["name"]
-    for k, v in first_nonzv_release_data.items():
-        gh_info[f"first_nonzv_release_{k}"] = v
+            print(f" (( {data["data"]["rateLimit"]["remaining"]} requests remaining")
 
-    return gh_info
+        return [
+            GitHubTag(
+                name=t["node"]["name"],
+                commit_url=t["node"]["target"]["commitUrl"],
+                committed_date=datetime.datetime.fromisoformat(
+                    t["node"]["target"].get("committedDate")
+                    or t["node"]["target"]["target"].get("committedDate")
+                    or t["node"]["target"]["target"]["target"]["committedDate"]
+                ),
+            )
+            for t in all_tags
+        ]
 
 
 def json_default(obj):
     if isinstance(obj, (datetime.datetime, datetime.date)):
         return obj.isoformat()
+    if isinstance(obj, Version):
+        return str(obj)
     raise TypeError(f"{obj} is not serializable")
 
 
-def fetch_entries(
-    projects: list[dict], user: str | None = None, token: str | None = None
-) -> list[dict]:
-    entries = []
-
-    for p in projects:
-        print("Processing", p["name"])
-        info = dict(p)
-        if info.get("skip"):
-            continue
-
-        info["url"] = info.get("url", info.get("gh_url"))
-
-        if info.get("gh_url"):
-            gh_info = get_gh_project_info(info, user, token)
-            # Only add new data, preserve any manual information
-            info.update({k: v for k, v in gh_info.items() if k not in info})
+class ProjectsEntry:
+    def __init__(
+        self,
+        name: str,
+        url: str | None = None,
+        gh_url: str | None = None,
+        repo_url: str | None = None,
+        wp_url: str | None = None,
+        emeritus: bool | None = None,
+        reason: str | None = None,
+        tag_regex_subs: list[RegexSubstituionDict] | None = None,
+        star_count: int | None = None,
+        release_count: int | None = None,
+        release_count_zv: int | None = None,
+        latest_release_date: datetime.datetime | datetime.date | None = None,
+        latest_release_version: str | Version | None = None,
+        first_release_date: datetime.datetime | datetime.date | None = None,
+        first_release_version: str | Version | None = None,
+        first_nonzv_release_date: datetime.datetime | datetime.date | None = None,
+        first_nonzv_release_version: str | Version | None = None,
+        last_zv_release_version: str | Version | None = None,
+    ):
+        self.name: str = name
+        """The name of the project."""
+        self.url: str | None = url
+        """The project's home page."""
+        self.gh_url: str | None = gh_url
+        """The project's GitHub repository link."""
+        self.repo_url: str | None = repo_url
+        """The project's non-GitHub repository link."""
+        self.wp_url: str | None = wp_url
+        """The project's Wikipedia link."""
+        self.is_zerover: bool = bool(emeritus)
+        """Whether the project is still ZeroVer."""
+        self.reason: str | None = reason
+        """The reason this project was added to the 0ver website listing."""
+        self.tag_regex_subs: list[RegexSubstituionDict] | None = tag_regex_subs
+        """The list of regex substitutions to apply to the tag names before parsing."""
+        self.star_count: int | None = star_count
+        """The number of stars the project has."""
+        self.release_count: int | None = release_count
+        """The number of releases the project has had."""
+        self.release_count_zv: int | None = release_count_zv
+        """The number of releases the project has before it left 0ver."""
+        self.latest_release_date: datetime.datetime | datetime.date | None = (
+            latest_release_date
+        )
+        """The date of the latest release."""
+        self.latest_release_version: Version | None = (
+            Version(latest_release_version)
+            if isinstance(latest_release_version, str)
+            else latest_release_version
+        )
+        """The version of the latest release."""
+        self.latest_release_tag: str | None = None
+        """The tag name of the latest release."""
+        self.latest_release_link: str | None = None
+        """The URL of the latest release commit."""
+        self.first_release_date: datetime.datetime | datetime.date | None = (
+            first_release_date
+        )
+        """The date of the first release."""
+        self.first_release_version: Version | None = (
+            Version(first_release_version)
+            if isinstance(first_release_version, str)
+            else first_release_version
+        )
+        self.first_release_tag: str | None = None
+        """The tag name of the first release."""
+        self.first_release_link: str | None = None
+        """The URL of the first release commit."""
+        """The version of the first release."""
+        self.first_nonzv_release_date: datetime.datetime | datetime.date | None = (
+            first_nonzv_release_date
+        )
+        """The date of the first non-0ver release."""
+        self.first_nonzv_release_version: Version | None = (
+            Version(first_nonzv_release_version)
+            if isinstance(first_nonzv_release_version, str)
+            else first_nonzv_release_version
+        )
+        """The version of the first non-0ver release."""
+        self.first_nonzv_release_tag: str | None = None
+        """The tag name of the first non-0ver release."""
+        self.first_nonzv_release_link: str | None = None
+        """The URL of the first non-0ver release commit."""
+        self.last_zv_release_version: Version | None = (
+            Version(last_zv_release_version)
+            if isinstance(last_zv_release_version, str)
+            else last_zv_release_version
+        )
+        """The last 0ver release before the project left ZeroVer."""
+
+    @classmethod
+    def from_dict(cls, info: dict):
+        return cls(**info)
+
+    def to_dict(self) -> dict:
+        hide = ["tag_regex_subs"]
+        return {
+            k: v for k, v in self.__dict__.items() if v is not None and k not in hide
+        }
+
+
+class Entry:
+    def __init__(self, info: dict, args: argparse.Namespace):
+        self.info = ProjectsEntry.from_dict(info)
+        if self.info.gh_url:
+            self.gh_org = self.info.gh_url.split("/")[3]
+            self.gh_repo = self.info.gh_url.split("/")[4]
+            self.api = GitHubAPI(args.user, args.token, self.gh_org, self.gh_repo)
+        else:
+            self.gh_org = None
+            self.gh_repo = None
+            self.api = None
+        self.tags: list[GitHubTag] = []
+        self.failed_tags: list[GitHubTag] = []
+        self.duplicate_tags: list[GitHubTag] = []
+
+    def update_gh_project_info(self):
+        if self.api is None:
+            return
+
+        repo_info = self.api.get_repo_info()
+        self.info.star_count = repo_info["star_count"]
+
+        self.get_tags()
+        if not self.tags:
+            return
+
+        self.info.release_count = len(self.tags)
+
+        # Latest release
+        if not self.info.latest_release_version:
+            latest_release = self.tags[0]
+            self.info.latest_release_tag = latest_release.name
+            self.info.latest_release_link = latest_release.commit_url
+            self.info.latest_release_date = latest_release.committed_date
+            self.info.latest_release_version = latest_release.version
+
+        # First release
+        first_release = None
+        if self.info.first_release_version:
+            first_releases = [
+                v for v in self.tags if v.version == self.info.first_release_version
+            ]
+            if first_releases:
+                first_release = first_releases[0]
+        else:
+            first_release = self.tags[-1]
+        if first_release:
+            self.info.first_release_tag = first_release.name
+            self.info.first_release_link = first_release.commit_url
+            self.info.first_release_date = first_release.committed_date
+            self.info.first_release_version = first_release.version
+
+        # ZeroVer releases
+        zv_releases = [t for t in self.tags if t.version and t.version.major == 0]
+        self.info.release_count_zv = len(zv_releases)
+        print(
+            f" .. {self.info.release_count} releases, {self.info.release_count_zv} 0ver"
+        )
 
-        is_zerover = info.get("is_zerover")
-        if is_zerover is None:
-            is_zerover = info.get("emeritus")
-            if is_zerover is not None:
-                is_zerover = not is_zerover
+        self.info.is_zerover = (
+            self.info.latest_release_version is not None
+            and self.info.latest_release_version.major == 0
+        )
+        if self.info.is_zerover:
+            return
+
+        # Last ZeroVer release
+        if not self.info.last_zv_release_version:
+            last_zv_release = zv_releases[0]
+            self.info.last_zv_release_version = last_zv_release.version
+
+        # First non-ZeroVer release
+        if not self.info.first_nonzv_release_version:
+            nonzv_releases = [
+                t for t in self.tags if t.version and t.version.major != 0
+            ]
+            first_nonzv_release = nonzv_releases[-1]
+            self.info.first_nonzv_release_tag = first_nonzv_release.name
+            self.info.first_nonzv_release_link = first_nonzv_release.commit_url
+            self.info.first_nonzv_release_date = first_nonzv_release.committed_date
+            self.info.first_nonzv_release_version = first_nonzv_release.version
+
+    def get_tags(self):
+        if not self.api:
+            return
+
+        tags_data = self.api.fetch_tags()
+
+        tag_names = set()
+        self.tags = []
+        self.failed_tags = []
+        self.duplicate_tags = []
+        for tag in reversed(tags_data):
+            tag.process_name(self.info.tag_regex_subs)
+            if tag.processed_name and tag.processed_name in tag_names:
+                self.duplicate_tags.append(tag)
+                continue
             else:
-                is_zerover = info.get("last_zv_release_version") is not None
-                if is_zerover is None:
-                    is_zerover = False
-        
-        info["is_zerover"] = is_zerover
-
-        entries.append(info)
-
-    return sorted(entries, key=lambda e: e["name"])
-
-
-def parse_args():
-    parser = argparse.ArgumentParser(
-        description="Generate or update project.json using projects.yaml."
-    )
-
-    parser.add_argument(
-        "-u",
-        "--user",
-        type=str,
-        default=os.getenv("GH_USER", ""),
-        help='GitHub Username for API authentication. Falls back to the "GH_USER" environment variable.',
-    )
-    parser.add_argument(
-        "-k",
-        "--token",
-        type=str,
-        default=os.getenv("GH_TOKEN", ""),
-        help='A path to a file containing a GitHub personal access token for API authentication. Falls back to the "GH_TOKEN" environment variable.',
-    )
-    parser.add_argument(
-        "--disable-caching",
-        action="store_true",
-        default=os.getenv("ZV_DISABLE_CACHING", "false").lower()
-        in [
-            "true",
-            "1",
-            "yes",
-        ],
-        help='Flag to disable caching. Falls back to the "ZV_DISABLE_CACHING" environment variable.',
-    )
+                tag_names.add(tag.processed_name)
+
+            if tag.is_version_compatible():
+                tag.parse_version()
+                if tag.version and (
+                    tag.version.is_devrelease
+                    or tag.version.is_postrelease
+                    or tag.version.is_prerelease
+                ):
+                    self.duplicate_tags.append(tag)
+                else:
+                    self.tags.append(tag)
+            else:
+                self.failed_tags.append(tag)
 
-    args = parser.parse_args()
-    if Path(args.token).is_file():
-        with Path(args.token).open() as f:
-            args.token = f.read().strip()
-    return args
+        self.tags = list(reversed(self.tags))
+        self.duplicate_tags = list(reversed(self.duplicate_tags))
+        if self.duplicate_tags:
+            print(self.info.name, [t.name for t in self.duplicate_tags])
+        self.failed_tags = list(reversed(self.failed_tags))
 
 
-def main():
+def generate(args: argparse.Namespace):
     start_time = time.time()
-
-    args = parse_args()
-
     projects_yaml_path = Path(__file__).parent.parent / "projects.yaml"
     with projects_yaml_path.open() as f:
-        projects = yaml.safe_load(f)["projects"]
+        projects: list[dict] = yaml.safe_load(f)["projects"]
 
     if not projects:
         return
@@ -335,7 +405,7 @@ def main():
     try:
         with projects_json_path.open() as f:
             cur_data = json.load(f)
-            cur_projects = cur_data["projects"]
+            cur_projects: list[dict] = cur_data["projects"]
             cur_gen_date = datetime.datetime.fromisoformat(cur_data["gen_date"])
     except (IOError, KeyError):
         cur_projects = []
@@ -352,7 +422,23 @@ def main():
     new_names = sorted([n["name"] for n in projects])
 
     if fetch_outdated or cur_names != new_names or args.disable_caching:
-        entries = fetch_entries(projects, args.user, args.token)
+        entries: list[dict] = []
+
+        for p in projects:
+            print("Processing", p["name"])
+            if p.get("skip"):
+                continue
+
+            entry = Entry(p, args)
+            if not entry.info.url and entry.info.gh_url:
+                entry.info.url = entry.info.gh_url
+
+            if entry.info.gh_url:
+                entry.update_gh_project_info()
+
+            entries.append(entry.info.to_dict())
+
+        entries = sorted(entries, key=lambda e: e["name"])
     else:
         print("Current data already up to date, exiting.")
         return
@@ -368,7 +454,143 @@ def main():
     with projects_json_path.open("w") as f:
         json.dump(res, f, indent=2, sort_keys=True, default=json_default)
 
-    sys.exit(0)
+
+def info(args: argparse.Namespace):
+    print("Processing", args.name_or_link)
+
+    if parse(args.name_or_link).scheme in ("http", "https"):
+        info = {"gh_url": args.name_or_link}
+    else:
+        info = get_entry_from_name(args.name_or_link)
+
+    entry = Entry(info, args)
+    entry.update_gh_project_info()
+
+    print()
+    pprint(entry.info.to_dict())
+
+
+def tags(args: argparse.Namespace):
+    print("Processing", args.name_or_link)
+
+    if parse(args.name_or_link).scheme in ("http", "https"):
+        info = {"gh_url": args.name_or_link}
+    else:
+        info = get_entry_from_name(args.name_or_link)
+
+    entry = Entry(info, args)
+    entry.get_tags()
+
+    print("\nParsed tags:")
+    for t in entry.tags:
+        print(f"{t.name} (parsed as {t.version})")
+    if not entry.tags:
+        print("No tags parsed.")
+    if entry.duplicate_tags:
+        print("\nDuplicate tags:")
+        for t in entry.duplicate_tags:
+            print(f"{t.name} (parsed as {t.processed_name})")
+    if entry.failed_tags:
+        print("\nFailed tags:")
+        for t in entry.failed_tags:
+            print(f"{t.name} (tried {t.processed_name})")
+
+
+def parse_args():
+    def add_options(parser: argparse.ArgumentParser, *, caching: bool = False):
+        parser.add_argument(
+            "-u",
+            "--user",
+            type=str,
+            default=os.getenv("GH_USER", ""),
+            help='GitHub Username for API authentication. Falls back to the "GH_USER" environment variable.',
+        )
+        parser.add_argument(
+            "-k",
+            "--token",
+            type=str,
+            default=os.getenv("GH_TOKEN", ""),
+            help='A path to a file containing a GitHub personal access token for API authentication. Falls back to the "GH_TOKEN" environment variable.',
+        )
+        if caching:
+            parser.add_argument(
+                "--disable-caching",
+                action="store_true",
+                default=os.getenv("ZV_DISABLE_CACHING", "false").lower()
+                in [
+                    "true",
+                    "1",
+                    "yes",
+                ],
+                help='Flag to disable caching. Falls back to the "ZV_DISABLE_CACHING" environment variable.',
+            )
+
+    parser = argparse.ArgumentParser(
+        description="Generate or update project.json using projects.yaml."
+    )
+    add_options(parser, caching=True)
+    subparsers = parser.add_subparsers(dest="command", help="Available commands")
+
+    # Generate
+    generate_parser = subparsers.add_parser(
+        "generate", help="Generate an updated projects.json file."
+    )
+    add_options(generate_parser, caching=True)
+
+    # Info
+    info_parser = subparsers.add_parser(
+        "info",
+        help="Print automatically pulled info for a GitHub project for debugging.",
+    )
+    info_parser.add_argument(
+        "name_or_link",
+        type=str,
+        help="The project.yaml exact entry name or GitHub link.",
+    )
+    add_options(info_parser)
+
+    # Tags
+    tags_parser = subparsers.add_parser(
+        "tags", help="Print all sorted tags for a GitHub project for debugging."
+    )
+    tags_parser.add_argument(
+        "name_or_link",
+        type=str,
+        help="The project.yaml exact entry name or GitHub link.",
+    )
+    add_options(tags_parser)
+
+    args = parser.parse_args()
+
+    if args.command is None:
+        args.command = "generate"
+
+    if Path(args.token).is_file():
+        with Path(args.token).open() as f:
+            args.token = f.read().strip()
+
+    return args
+
+
+def get_entry_from_name(name: str) -> dict:
+    projects_yaml_path = Path(__file__).parent.parent / "projects.yaml"
+    with projects_yaml_path.open() as f:
+        projects = yaml.safe_load(f)["projects"]
+    matching_info = [p for p in projects if p["name"] == name]
+    if not matching_info:
+        print("No matching project found.")
+        sys.exit(1)
+    return matching_info[0]
+
+
+def main():
+    args = parse_args()
+    if args.command == "generate":
+        generate(args)
+    elif args.command == "info":
+        info(args)
+    elif args.command == "tags":
+        tags(args)
 
 
 if __name__ == "__main__":