diff --git a/docs/clearml_agent.md b/docs/clearml_agent.md
index 55af6e61..f3875873 100644
--- a/docs/clearml_agent.md
+++ b/docs/clearml_agent.md
@@ -707,7 +707,7 @@ For example:
 Set a schedule for a worker using configuration file options. The options are:
 
 :::warning
-Only use one of these properties
+Use only one of these properties
 :::
 
 * ``agent.uptime``
diff --git a/docs/deploying_clearml/clearml_server_es7_migration.md b/docs/deploying_clearml/clearml_server_es7_migration.md
index 08d18db4..aef8e68e 100644
--- a/docs/deploying_clearml/clearml_server_es7_migration.md
+++ b/docs/deploying_clearml/clearml_server_es7_migration.md
@@ -151,7 +151,7 @@ All console output during the execution of the migration script is saved to a lo
 If the migration script does not complete successfully, the migration script prints the error.
 
 :::important  
-For help in resolving migration issues, check the **allegro-clearml** [Slack Channel](https://join.slack.com/t/clearml/shared_invite/zt-c0t13pty-aVUZZW1TSSSg2vyIGVPBhg), 
+For help in resolving migration issues, check the **ClearML** [Slack Channel](https://join.slack.com/t/clearml/shared_invite/zt-c0t13pty-aVUZZW1TSSSg2vyIGVPBhg), 
 [GitHub Issues](https://github.com/allegroai/clearml-server/issues), and the **ClearML Server** sections of the [FAQ](../faq.md).     
 :::
     
diff --git a/docs/guides/pipeline/pipeline_decorator.md b/docs/guides/pipeline/pipeline_decorator.md
index 963f1e66..b69ee06d 100644
--- a/docs/guides/pipeline/pipeline_decorator.md
+++ b/docs/guides/pipeline/pipeline_decorator.md
@@ -36,7 +36,8 @@ In the example script, the controller defines the interactions between the pipel
 1. The modified data is passed to the third step, `step_three`.
 
 :::info Local Execution
-In this example, the pipeline is set to run in local mode by using the [PipelineDecorator.run_locally](../../references/sdk/automation_controller_pipelinecontroller.md#pipelinedecoratorrun_locally) 
+In this example, the pipeline is set to run in local mode by using 
+the <span class="link-code"><a href="../../references/sdk/automation_controller_pipelinecontroller.md#pipelinedecoratorrun_locally"><code>PipelineDecorator.run_locally</code></a></span>
 method before calling the pipeline function. See pipeline execution options [here](../../pipelines/pipelines_sdk_function_decorators.md#running-the-pipeline). 
 :::
 
diff --git a/docs/webapp/webapp_exp_tuning.md b/docs/webapp/webapp_exp_tuning.md
index 9920116a..dcb95ac9 100644
--- a/docs/webapp/webapp_exp_tuning.md
+++ b/docs/webapp/webapp_exp_tuning.md
@@ -97,9 +97,9 @@ and formats for specifying locations include:
 
 :::note Set Output Destination for Artifacts
 Also set the output destination for artifacts in code (see the `output_uri` parameter of the
-[Task.init](../references/sdk/task.md#taskinit)
+[`Task.init`](../references/sdk/task.md#taskinit)
 method), and in the ClearML configuration file 
-for all experiments (see [default_output_uri](../configs/clearml_conf.md#config_default_output_uri)
+for all experiments (see [`default_output_uri`](../configs/clearml_conf.md#config_default_output_uri)
 on the ClearML Configuration Reference page).
 :::
 
diff --git a/src/css/custom.css b/src/css/custom.css
index 5852e721..e0b602a0 100644
--- a/src/css/custom.css
+++ b/src/css/custom.css
@@ -706,6 +706,14 @@ html[data-theme="dark"] .markdown hr {
 .admonition-content code {
   font-size: 0.75rem;
 }
+
+.admonition-content .link-code a {
+  color:  var(--ifm-color-primary);
+  text-decoration: none;
+}
+.admonition-content .link-code a:hover {
+  text-decoration: underline;
+}
 /* danger (red) */
 .alert--danger {
   --ifm-alert-background-color: var(--ifm-color-danger-light);