diff --git a/tox.ini b/tox.ini
index cb45ae69a528f48f655584b0f2c7d1f9364ed563..c9a8843906a3844b21f517f5b099756145eff232 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,4 +1,6 @@
 [tox]
+requires =
+  tox>4
 envlist=black,flake8,mypy,py3
 
 [testenv]
@@ -44,14 +46,13 @@ commands =
 # git HEAD of swh-docs, is executed on CI for each diff to prevent
 # breaking doc build
 [testenv:sphinx]
-whitelist_externals = make
+allowlist_externals = make
 usedevelop = true
 extras =
   testing
 deps =
   # fetch and install swh-docs in develop mode
-  -e git+https://forge.softwareheritage.org/source/swh-docs#egg=swh.docs
-
+  -e git+https://gitlab.softwareheritage.org/swh/devel/swh-docs.git\#egg=swh.docs
 setenv =
   SWH_PACKAGE_DOC_TOX_BUILD = 1
   # turn warnings into errors
@@ -59,18 +60,16 @@ setenv =
 commands =
   make -I ../.tox/sphinx/src/swh-docs/swh/ -C docs
 
-
 # build documentation only inside swh-environment using local state
 # of swh-docs package
 [testenv:sphinx-dev]
-whitelist_externals = make
+allowlist_externals = make
 usedevelop = true
 extras =
   testing
 deps =
   # install swh-docs in develop mode
   -e ../swh-docs
-
 setenv =
   SWH_PACKAGE_DOC_TOX_BUILD = 1
   # turn warnings into errors