diff --git a/docs/devel/contributing/gitlab.rst b/docs/devel/contributing/gitlab.rst
index 94195b13dce29f1ba5a98d02c26f7960ed6e066e..c447ab3866b3575e038211cec43330de72cc172d 100644
--- a/docs/devel/contributing/gitlab.rst
+++ b/docs/devel/contributing/gitlab.rst
@@ -10,94 +10,129 @@
 Submitting code to SWH
 ======================
 
-We use [gitlab](https://gitlab.softwareheritage.org/) ([Community Edition](https://gitlab.com/gitlab-org/gitlab-foss)) as the coding/collaboration forge.
+We use `gitlab <https://gitlab.softwareheritage.org/>`__ (`Community
+Edition <https://gitlab.com/gitlab-org/gitlab-foss>`__) as the
+coding/collaboration forge.
 
 For a new contributor
 ---------------------
 
-You will need an account in SWH gitlab for contributing code or documentation. Please follow the steps below to setup your account.
-
-* [Signup](https://gitlab.softwareheritage.org/users/sign_up) to create a gitlab account.
-* Account approve and land is manual and could take a while. Once approved, you will get a notification.
-* If you are not already, familiarize with [git](https://git-scm.com/book/en/v2) and [gitlab](https://docs.gitlab.com/ee/tutorials/make_your_first_git_commit.html).
-* Setup [ssh keys](https://docs.gitlab.com/ee/user/ssh.html) to communicate with SWH Gitlab.
-* Sign the Software Heritage Contributor License Agreement. Please contact us to know more about this.
+You will need an account in SWH gitlab for contributing code or
+documentation. Please follow the steps below to setup your account.
+
+-  `Signup <https://gitlab.softwareheritage.org/users/sign_up>`__ to
+   create a gitlab account.
+-  Account approve and land is manual and could take a while. Once
+   approved, you will get a notification.
+-  If you are not already, familiarize with
+   `git <https://git-scm.com/book/en/v2>`__ and
+   `gitlab <https://docs.gitlab.com/ee/tutorials/make_your_first_git_commit.html>`__.
+-  Setup `ssh keys <https://docs.gitlab.com/ee/user/ssh.html>`__ to
+   communicate with SWH Gitlab.
+-  Sign the Software Heritage Contributor License Agreement. Please
+   contact us to know more about this.
 
 Development workflow
 --------------------
 
-We use a [fork based workflow](https://docs.gitlab.com/ee/user/project/repository/forking_workflow.html) and [merge requests](https://docs.gitlab.com/ee/user/project/merge_requests/) for code contributions. In order to submit a feature or for any edits in the code, please adhere to the steps below:
-
-* Create a fork of the project you wish to contribute to in your personal namespace.
-* Clone your forked repository and start working. It is strongly recommended to work on a [feature branch](https://docs.gitlab.com/ee/gitlab-basics/feature_branch_workflow.html).
-* Make commits following the [SWH best practices](https://docs.softwareheritage.org/devel/contributing/python-style-guide.html).
-* Push your branch to your forked repository.
-* Create a merge request against the SWH repository.
-* Make sure the merge request passes the CI build.
-* Address the review comments, if any, and wait for an approval.
-* Once approved, a team member will merge your changes to the master branch.
+We use a `fork based
+workflow <https://docs.gitlab.com/ee/user/project/repository/forking_workflow.html>`__
+and `merge
+requests <https://docs.gitlab.com/ee/user/project/merge_requests/>`__
+for code contributions. In order to submit a feature or for any edits in
+the code, please adhere to the steps below:
+
+-  Create a fork of the project you wish to contribute to in your
+   personal namespace.
+-  Clone your forked repository and start working. It is strongly
+   recommended to work on a `feature
+   branch <https://docs.gitlab.com/ee/gitlab-basics/feature_branch_workflow.html>`__.
+-  Make commits following the `SWH best
+   practices <https://docs.softwareheritage.org/devel/contributing/python-style-guide.html>`__.
+-  Push your branch to your forked repository.
+-  Create a merge request against the SWH repository.
+-  Make sure the merge request passes the CI build.
+-  Address the review comments, if any, and wait for an approval.
+-  Once approved, a team member will merge your changes to the master
+   branch.
 
 Quick start script
 ------------------
 
-note: If you haven't done already, setup the swh-environment before this. Refer to the <running SWH locally> document for details.
+note: If you haven’t done already, setup the swh-environment before
+this. Refer to the :ref:`getting started <getting-started>` for details.
 
-A [script](https://gitlab.softwareheritage.org/swh/devel/swh-environment/-/blob/master/bin/fork-gitlab-repo) using [python-gitlab](https://github.com/python-gitlab/python-gitlab) is available to partially automate the above workflow. Using this script is recommended as it simplifies the complexities associated with the build pipelines and multiple remotes. You can use the script by following the steps below:
+A `script <https://gitlab.softwareheritage.org/swh/devel/swh-environment/-/blob/master/bin/fork-gitlab-repo>`__
+using `python-gitlab <https://github.com/python-gitlab/python-gitlab>`__
+is available to partially automate the above workflow. Using this script
+is recommended as it simplifies the complexities associated with the
+build pipelines and multiple remotes. You can use the script by
+following the steps below:
 
-Create an access token with api and write repository scopes [here](https://gitlab.softwareheritage.org/-/profile/personal_access_tokens).
-The script will use this token to create a fork in your namespace and to add jenkins as a user with developer permissions.
-Create or update the config file ``~/.python-gitlab.cfg`` and add the following content.
+Create an access token with api and write repository scopes
+`here <https://gitlab.softwareheritage.org/-/profile/personal_access_tokens>`__.
+The script will use this token to create a fork in your namespace and to
+add jenkins as a user with developer permissions. Create or update the
+config file :file:`~/.python-gitlab.cfg` and add the following content.
 
-```
-[swh]
-url = https://gitlab.softwareheritage.org
-private_token = <your generated token>
-api_version = 4
-```
+.. code-block::
 
-In the following command line excerpts, we will use [swh-objstorage](https://gitlab.softwareheritage.org/swh/devel/swh-objstorage) as example. Please, replace that with the repository you wish to work with.
+   [swh]
+   url = https://gitlab.softwareheritage.org
+   private_token = <your generated token>
+   api_version = 4
+
+In the following command line excerpts, we will use
+`swh-objstorage <https://gitlab.softwareheritage.org/swh/devel/swh-objstorage>`__
+as example. Please, replace that with the repository you wish to work
+with.
 
 Run the script by
 
-```
-$ cd swh-environment
-$ bin/update   # Used to update all the repos under the environment to their latest version
-$ bin/fork-gitlab-repo -g swh swh-objstorage
-```
+.. code-block::
+
+   $ cd swh-environment
+   $ bin/update   # Used to update all the repos under the environment to their latest version
+   $ bin/fork-gitlab-repo -g swh swh-objstorage
+
+This will create a new fork of the SWH repository in your namespace and
+add a jenkins user to perform automatic builds. You can view the forked
+project in your personal projects
+`here <https://gitlab.softwareheritage.org/users/%3Cusername%3E/projects>`__.
+Switch to your local copy that is now ready for code contributions. You
+can find an extra remote named ‘forked’. This points to your forked
+repository and that can be used to push your changes.
 
-This will create a new fork of the SWH repository in your namespace and add a jenkins user to perform automatic builds. You can view the forked project in your personal projects [here](https://gitlab.softwareheritage.org/users/<username>/projects).
-Switch to your local copy that is now ready for code contributions. You can find an extra remote named 'forked'. This points to your forked repository and that can be used to push your changes.
+.. code-block::
+
+   $ cd swh-objstorage
+   $ git remote -v
+   forked  https://gitlab.softwareheritage.org/<username>/swh-objstorage.git (fetch)
+   forked  git@gitlab.softwareheritage.org:/<username>/swh-objstorage.git (push)
+   origin  https://gitlab.softwareheritage.org/swh/devel/swh-objstorage.git (fetch)
+   origin  git@gitlab.softwareheritage.org:/swh/devel/swh-objstorage.git (push)
 
-```
-$ cd swh-objstorage
-$ git remote -v
-forked	https://gitlab.softwareheritage.org/<username>/swh-objstorage.git (fetch)
-forked	git@gitlab.softwareheritage.org:/<username>/swh-objstorage.git (push)
-origin	https://gitlab.softwareheritage.org/swh/devel/swh-objstorage.git (fetch)
-origin	git@gitlab.softwareheritage.org:/swh/devel/swh-objstorage.git (push)
-```
 
 SSH key for pushes
 ~~~~~~~~~~~~~~~~~~
 
 In your forge User Settings page (on the top right, click on your
-avatar, then click *Preferences*), you have access to the `SSH Keys
-section <https://gitlab.softwareheritage.org/-/profile/keys>`__. You then have
-the option to upload a SSH public key, which will authenticate your
-pushes from git.
+avatar, then click *Preferences*), you have access to the
+`SSH Keys section <https://gitlab.softwareheritage.org/-/profile/keys>`__.
+You then have the option to upload a SSH public key, which will
+authenticate your pushes from git.
 
-For more convenience (but not mandatory), you can also configure your ssh/git
-to use that key pair, for instance by editing the ``~/.ssh/config`` file:
+For more convenience (but not mandatory), you can also configure your
+ssh/git to use that key pair, for instance by editing the
+``~/.ssh/config`` file:
 
 .. code-block::
 
    # .ssh/config entry for gitlab.softwareheritage.org
    Host gitlab.softwareheritage.org
-     User git
-     IdentityFile ~/.ssh/swh_gitlab_key
-     IdentitiesOnly yes
-     PreferredAuthentications publickey
-
+   User git IdentityFile ~/.ssh/swh_gitlab_key
+   IdentitiesOnly yes
+   PreferredAuthentications publickey
 
 Finally, you should configure git to push over ssh when pushing to
 https://gitlab.softwareheritage.org, by running the following command:
@@ -110,7 +145,8 @@ This lets git know that it should use
 ``git@gitlab.softwareheritage.org:`` as a base url when pushing
 repositories cloned from gitlab.softwareheritage.org over https.
 
-If you plan to `sign git revisions or
-tags <https://git-scm.com/book/en/v2/Git-Tools-Signing-Your-Work>`__,
-you may also want to `upload your GPG
-key <https://gitlab.softwareheritage.org/-/profile/gpg_keys>`__ as well.
+If you plan to
+`sign git revisions or tags <https://git-scm.com/book/en/v2/Git-Tools-Signing-Your-Work>`__,
+you may also want to
+`upload your GPG key <https://gitlab.softwareheritage.org/-/profile/gpg_keys>`__
+as well.