diff --git a/.github/workflows/markdown-links-check.yml b/.github/workflows/markdown-links-check.yml
new file mode 100644
index 000000000..833b99ec8
--- /dev/null
+++ b/.github/workflows/markdown-links-check.yml
@@ -0,0 +1,36 @@
+# Copyright (c) 2023, NVIDIA CORPORATION.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# A workflow to check if PR got broken hyperlinks
+name: Check Markdown links
+
+on:
+  pull_request:
+    types: [opened, synchronize, reopened]
+
+jobs:
+  markdown-link-check:
+    runs-on: ubuntu-latest
+    steps:
+    - name: work around permission issue
+      run: git config --global --add safe.directory /github/workspace
+    - uses: actions/checkout@master
+    - uses: gaurav-nelson/github-action-markdown-link-check@v1
+      with:
+        max-depth: -1
+        use-verbose-mode: 'yes'
+        config-file: '.github/workflows/markdown-links-check/markdown-links-check-config.json'
+        base-branch: 'dev'
+        
+        
\ No newline at end of file
diff --git a/.github/workflows/markdown-links-check/markdown-links-check-config.json b/.github/workflows/markdown-links-check/markdown-links-check-config.json
new file mode 100644
index 000000000..ec4af8ca8
--- /dev/null
+++ b/.github/workflows/markdown-links-check/markdown-links-check-config.json
@@ -0,0 +1,17 @@
+{
+  "ignorePatterns": [
+    {
+      "pattern": "https://github.com/NVIDIA/spark-rapids-tools/issues/*"
+    },
+    {
+      "pattern": "http://localhost*"
+    },
+    {
+      "pattern": "https://www.nvidia.com/en-us/security/pgp-key"
+    }
+  ],
+  "timeout": "15s",
+  "retryOn429": true,
+  "retryCount":30,
+  "aliveStatusCodes": [200, 403]
+}
\ No newline at end of file
diff --git a/README.md b/README.md
index 42f142176..ac1a5dcfb 100644
--- a/README.md
+++ b/README.md
@@ -4,12 +4,15 @@ This repo provides the tools to use [RAPIDS Accelerator for Apache Spark](https:
 
 ## Catalog
 
-- [RAPIDS core tools](/core): Tools that help developers getting the most out of their Apache Spark applications
+- [RAPIDS core tools](./core): Tools that help developers getting the most out of their Apache 
+  Spark applications
   without any code change:
   - Report acceleration potential of RAPIDS Accelerator for Apache Spark on a set of Spark applications.
   - Generate comprehensive profiling analysis for Apache Sparks executing on accelerated GPU instances. This information
     can be used to further tune and optimize the application.
-- [spark-rapids-user-tools](/user_tools): A simple wrapper process around cloud service providers to run
-  [RAPIDS core tools](/core) across multiple cloud platforms. In addition, the output educates the users on
+- [spark-rapids-user-tools](./user_tools): A simple wrapper process around cloud service 
+  providers to run
+  [RAPIDS core tools](./core) across multiple cloud platforms. In addition, the output educates 
+  the users on
   the cost savings and acceleration potential of RAPIDS Accelerator for Apache Spark and makes recommendations to tune
   the application performance based on the cluster shape.
diff --git a/user_tools/docs/user-tools-databricks-aws.md b/user_tools/docs/user-tools-databricks-aws.md
index 8e94e654d..2e9198af4 100644
--- a/user_tools/docs/user-tools-databricks-aws.md
+++ b/user_tools/docs/user-tools-databricks-aws.md
@@ -43,7 +43,7 @@ Before running any command, you can set environment variables to specify configu
 - RAPIDS variables have a naming pattern `RAPIDS_USER_TOOLS_*`:
   - `RAPIDS_USER_TOOLS_CACHE_FOLDER`: specifies the location of a local directory that the RAPIDS-cli uses to store and cache the downloaded resources. The default is `/var/tmp/spark_rapids_user_tools_cache`.  Note that caching the resources locally has an impact on the total execution time of the command.
   - `RAPIDS_USER_TOOLS_OUTPUT_DIRECTORY`: specifies the location of a local directory that the RAPIDS-cli uses to generate the output. The wrapper CLI arguments override that environment variable (`--local_folder` for Qualification).
-- For Databricks CLI, some environment variables can be set and picked by the RAPIDS-user tools such as: `DATABRICKS_CONFIG_FILE`, `DATABRICKS_HOST` and `DATABRICKS_TOKEN`. See the description of the variables in [Environment variables](https://docs.databricks.com/en/dev-tools/auth.html#environment-variables-and-fields-for-client-unified-authentication).
+- For Databricks CLI, some environment variables can be set and picked by the RAPIDS-user tools such as: `DATABRICKS_CONFIG_FILE`, `DATABRICKS_HOST` and `DATABRICKS_TOKEN`. See the description of the variables in [Environment variables](https://docs.databricks.com/en/dev-tools/auth/index.html#environment-variables-and-fields-for-client-unified-authentication).
 - For AWS CLI, some environment variables can be set and picked by the RAPIDS-user tools such as: `AWS_SHARED_CREDENTIALS_FILE`, `AWS_CONFIG_FILE`, `AWS_REGION`, `AWS_DEFAULT_REGION`, `AWS_PROFILE` and `AWS_DEFAULT_OUTPUT`. See the full list of variables in [aws-cli-configure-envvars](https://docs.aws.amazon.com/cli/latest/userguide/cli-configure-envvars.html).
 
 ## Qualification command
diff --git a/user_tools/docs/user-tools-databricks-azure.md b/user_tools/docs/user-tools-databricks-azure.md
index 2605b70e8..96cf6888e 100644
--- a/user_tools/docs/user-tools-databricks-azure.md
+++ b/user_tools/docs/user-tools-databricks-azure.md
@@ -47,7 +47,7 @@ Before running any command, you can set environment variables to specify configu
 - RAPIDS variables have a naming pattern `RAPIDS_USER_TOOLS_*`:
   - `RAPIDS_USER_TOOLS_CACHE_FOLDER`: specifies the location of a local directory that the RAPIDS-cli uses to store and cache the downloaded resources. The default is `/var/tmp/spark_rapids_user_tools_cache`.  Note that caching the resources locally has an impact on the total execution time of the command.
   - `RAPIDS_USER_TOOLS_OUTPUT_DIRECTORY`: specifies the location of a local directory that the RAPIDS-cli uses to generate the output. The wrapper CLI arguments override that environment variable (`--local_folder` for Qualification).
-- For Databricks CLI, some environment variables can be set and picked up by the RAPIDS-user tools such as: `DATABRICKS_CONFIG_FILE`, `DATABRICKS_HOST` and `DATABRICKS_TOKEN`. See the description of the variables in [Environment variables](https://docs.databricks.com/en/dev-tools/auth.html#environment-variables-and-fields-for-client-unified-authentication).
+- For Databricks CLI, some environment variables can be set and picked up by the RAPIDS-user tools such as: `DATABRICKS_CONFIG_FILE`, `DATABRICKS_HOST` and `DATABRICKS_TOKEN`. See the description of the variables in [Environment variables](https://docs.databricks.com/en/dev-tools/auth/index.html#environment-variables-and-fields-for-client-unified-authentication).
 - For Azure CLI, some environment variables can be set and picked up by the RAPIDS-user tools such as: `AZURE_CONFIG_FILE` and `AZURE_DEFAULTS_LOCATION`.
 
 ## Qualification command