diff --git a/content/docs/self-hosted-runners.md b/content/docs/self-hosted-runners.md
index a68ce152..2185f5a4 100644
--- a/content/docs/self-hosted-runners.md
+++ b/content/docs/self-hosted-runners.md
@@ -325,11 +325,18 @@ Use either:
For instance, to use a personal access token:
1. Navigate to **User Settings** → **Access Tokens**
+
- in the "Name" field, type `REPO_TOKEN`
- select `api`, `read_repository` and `write_repository`
- click "Create personal access token" and copy it
-2. In your GitLab project, navigate to **Settings** → **CI/CD**
+
+ 
+
+1. In your GitLab project, navigate to **Settings** → **CI/CD**
→ **Variables** → **Add Variable**
+
+ 
+
- in the "Key" field, type `REPO_TOKEN`
- in the "Value" field, paste your Personal Access Token
- select "Mask variable"
diff --git a/content/docs/start/github.md b/content/docs/start/github.md
index dbd0f243..a37a8d2b 100644
--- a/content/docs/start/github.md
+++ b/content/docs/start/github.md
@@ -9,15 +9,20 @@ supported CI systems.

- The following steps can all be done in the GitHub browser interface. However,
- to follow along the commands, we recommend cloning your fork to your local
- workstation:
+
- ```cli
- $ git clone https://github.com//example_cml
- ```
+The following steps can all be done in the GitHub browser interface. However, to
+follow along the commands, we recommend cloning your fork to your local
+workstation:
+
+```cli
+$ git clone https://github.com//example_cml
+$ cd example_cml
+```
-2. To create a CML workflow, copy the following into a new file,
+
+
+2. To create a CML workflow, copy the following into a new file at
`.github/workflows/cml.yaml`:
```yaml
@@ -43,7 +48,7 @@ supported CI systems.
cml send-comment report.md
```
-3. In your text editor of choice, edit line 16 of `train.py` to `depth = 5`.
+3. In your text editor, open `train.py` and modify line 15 to `depth = 5`.
4. Commit and push the changes:
@@ -56,6 +61,12 @@ supported CI systems.
5. In GitHub, create a Pull Request to compare the `experiment` branch to
`master`.
+
+
+ Ensure the target is your fork (under your username).
+
+
+

Shortly, you should see a comment appear in the Pull Request with your CML
diff --git a/content/docs/start/gitlab.md b/content/docs/start/gitlab.md
index b590515a..ba66af7d 100644
--- a/content/docs/start/gitlab.md
+++ b/content/docs/start/gitlab.md
@@ -1,64 +1,35 @@
-# Using CML on GitLab
+# Get Started with CML on GitLab
-Here, we'll walk through a tutorial to start using CML on GitLab.
+Here, we'll walk through a tutorial to start using CML. For simplicity, we'll
+show the demo in GitLab CI/CD, but instructions are pretty similar for all the
+supported CI systems.
1. Fork our
[example project repository](https://gitlab.com/iterative.ai/example_cml).
- Click on Fork and select the namespace where you would like to keep the
- project.

-2. ⚠️ In GitLab, to use CML, you must create a variable called a `REPO_TOKEN`
- whose value is a Personal Access Token. To do this:
+2. ⚠️ Follow
+ [these instructions](https://cml.dev/doc/self-hosted-runners?tab=GitLab#personal-access-token)
+ to configure a GitLab access token for CML.
- a. Click on your Avatar in the upper right side and click on "Edit Profile."
+
- b. Along the left side of the screen go to Access Tokens.
+The following steps can all be done in the GitLab browser interface. However, to
+follow along the commands, we recommend cloning your fork to your local
+workstation:
- c. In the "Name" field, type `REPO_TOKEN` and check boxes to select `api`,
- `read_repository` and `write_repository`.
+```cli
+$ git clone https://gitlab.com//example_cml
+$ cd example_cml
+```
- d. Click on the "Create personal access token" button and copy the generated
- access token.
+
- 
+
- e. Head back to your fork by clicking the Projects tab next to the GitLab
- logo and select it.
-
- f. On the left hand side Navigate to **Settings** ➡ **CI/CD** ➡
- **Variables**.
-
- 
-
- f. Scroll to Variables and expand the field. Click "Add Variable". In the Key
- field, type `REPO_TOKEN`. In the Value field, paste your Personal Access
- Token. Check the "Mask variable" box, uncheck "Protect variable", and then
- save the variable by clicking "Add variable" at the bottom of the dialog box.
-
-> 💡 The following steps can all be done in the GitLab website. However, to
-> follow along the steps, we recommend cloning your fork to your local
-> workstation.
-
-3. Go back to your forked `example_cml` project. Copy the Clone with HTTPS as
- shown in the image below, and then in your terminal, type the following
- command, replacing `` with your own from GitLab.
-
- 
-
- ```cli
- $ git clone https://gitlab.com//example_cml.git
- ```
-
-4. Change directory to `example_cml`.
-
- ```cli
- $ cd example_cml
- ```
-
-5. To create a CML workflow, use your editor of choice to copy the following
- into a new file `.gitlab-ci.yml` and save.
+3. To create a CML workflow, copy the following into a new file named
+ `.gitlab-ci.yml`:
```yaml
train-and-report:
@@ -66,14 +37,15 @@ Here, we'll walk through a tutorial to start using CML on GitLab.
script:
- pip install -r requirements.txt
- python train.py
+
- cat metrics.txt >> report.md
- cml publish plot.png --md >> report.md
- cml send-comment report.md
```
-6. In your text editor, open `train.py` and edit line 16 to `depth = 5`.
+4. In your text editor, open `train.py` and modify line 15 to `depth = 5`.
-7. Commit and push the changes using:
+5. Commit and push the changes:
```cli
$ git checkout -b experiment
@@ -81,27 +53,36 @@ Here, we'll walk through a tutorial to start using CML on GitLab.
$ git push origin experiment
```
-8. Go back to GitLab in a Browser window and create a merge request.
+6. In GitLab, create a Merge Request to compare the `experiment` branch to
+ `master`.

-9. If you arrive at a New Merge Request screen that says it's merging into
- anything _other_ than your local repository, click on `Change branches` seen
- here.
+ The "New Merge Request" page will let you **Change branches**:

-10. ⚠️ Change target branch to your local branch with your username.
+
+
+ Ensure the target is your fork (under your username):
+
+ 
+
+
+
+ Continue and submit the Merge Request. Shortly, you should see a comment
+ appear in the Merge Request with your CML report. This is a result of the
+ `cml send-comment` command in your workflow.
- 
+ 
-11. Click on the "Compare branches and continue" button. Enter any additional
- comments you would like to put in the description and click the "Submit
- merge request" button. Shortly, you should see a comment from GitLab CI
- appear in the Pull Request with your CML report. This is a result of the
- `cml send-comment` command in your workflow.
+This is the gist of the CML workflow: when you push changes to your GitLab
+repository, the workflow in your `.gitlab-ci.yml` file gets run and a report
+generated.
- 
+CML commands let you display relevant results from the workflow, like model
+performance metrics and vizualizations, in GitLab comments. What kind of
+workflow you want to run, and want to put in your CML report, is up to you.
## Final Solution