diff --git a/README.md b/README.md
index 1d63c69e470..5ac002d5795 100644
--- a/README.md
+++ b/README.md
@@ -22,7 +22,7 @@ With prompt flow, you will be able to:
 
 ## Get Started with Prompt flow ⚡
 
-Develop your LLM apps with Prompt flow: please start with our [docs](https://microsoft.github.io/promptflow) & [examples](./examples/README.md):
+Develop your LLM apps with Prompt flow: please start with our [docs](https://microsoft.github.io/promptflow/) & [examples](./examples/README.md):
 - [Getting Started with Prompt Flow](https://microsoft.github.io/promptflow/how-to-guides/quick-start.html): A step by step guidance to invoke your first flow run.
 - [Tutorial: Chat with PDF](https://github.com/microsoft/promptflow/blob/main/examples/tutorials/e2e-development/chat-with-pdf.md): An end-to-end tutorial on how to build a high quality chat application with prompt flow, including flow development and evaluation with metrics.
 
diff --git a/docs/README.md b/docs/README.md
index 699faf9f5bf..cc5cc1dcd23 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -1,6 +1,6 @@
 # Promptflow documentation contribute guidelines
 
-This folder contains the source code for [prompt flow documentation site](https://microsoft.github.io/promptflow). 
+This folder contains the source code for [prompt flow documentation site](https://microsoft.github.io/promptflow/). 
 
 This readme file will not be included in above doc site. It keeps a guide for promptflow documentation contributors.
 
diff --git a/docs/cloud/azureai/deploy-to-azure-appservice.md b/docs/cloud/azureai/deploy-to-azure-appservice.md
index 42c84965fc7..03504f2b663 100644
--- a/docs/cloud/azureai/deploy-to-azure-appservice.md
+++ b/docs/cloud/azureai/deploy-to-azure-appservice.md
@@ -44,11 +44,11 @@ Note that the `name` will produce a unique FQDN as AppName.azurewebsites.net.
 
 
 ## View and test the web app
-The web app can be found via [azure portal](https://ms.portal.azure.com/) 
+The web app can be found via [azure portal](https://portal.azure.com/) 
 
 ![img](../../media/cloud/azureml/deploy_appservice_azure_portal_img.png)
 
-After the app created, you will need to go to https://ms.portal.azure.com/ find the app and set up the environment variables
+After the app created, you will need to go to https://portal.azure.com/ find the app and set up the environment variables
 at (Settings>Configuration) or (Settings>Environment variables), then restart the app.
 
 ![img](../../media/cloud/azureml/deploy_appservice_set_env_var.png)
diff --git a/docs/how-to-guides/deploy-a-flow/deploy-using-dev-server.md b/docs/how-to-guides/deploy-a-flow/deploy-using-dev-server.md
index 961de239ed8..98c7661e4f4 100644
--- a/docs/how-to-guides/deploy-a-flow/deploy-using-dev-server.md
+++ b/docs/how-to-guides/deploy-a-flow/deploy-using-dev-server.md
@@ -12,7 +12,7 @@ We are going to use the [web-classification](https://github.com/microsoft/prompt
 an example to show how to deploy a flow.
 
 Please ensure you have [create the connection](../manage-connections.md#create-a-connection) required by flow, if not, you could
-refer to [Setup connection for web-classifiction](https://github.com/microsoft/promptflow/tree/main/examples/flows/standard/web-classification#1-setup-connection).
+refer to [Setup connection for web-classifiction](https://github.com/microsoft/promptflow/tree/main/examples/flows/standard/web-classification).
 
 
 The following CLI commands allows you serve a flow folder as an endpoint. By running this command, a [flask](https://flask.palletsprojects.com/en/) app will start in the environment where command is executed, please ensure all prerequisites required by flow have been installed.
diff --git a/docs/how-to-guides/deploy-a-flow/deploy-using-docker.md b/docs/how-to-guides/deploy-a-flow/deploy-using-docker.md
index 21188f6b3a4..164496b0576 100644
--- a/docs/how-to-guides/deploy-a-flow/deploy-using-docker.md
+++ b/docs/how-to-guides/deploy-a-flow/deploy-using-docker.md
@@ -46,7 +46,7 @@ We are going to use the [web-classification](https://github.com/microsoft/prompt
 an example to show how to deploy with docker.
 
 Please ensure you have [create the connection](../manage-connections.md#create-a-connection) required by flow, if not, you could
-refer to [Setup connection for web-classifiction](https://github.com/microsoft/promptflow/tree/main/examples/flows/standard/web-classification#1-setup-connection).
+refer to [Setup connection for web-classifiction](https://github.com/microsoft/promptflow/tree/main/examples/flows/standard/web-classification).
 
 ## Build a flow as docker format app
 
diff --git a/docs/tutorials/index.md b/docs/tutorials/index.md
index 20ef41352b7..d5d4e44e979 100644
--- a/docs/tutorials/index.md
+++ b/docs/tutorials/index.md
@@ -22,7 +22,7 @@ This section contains a collection of flow samples and step-by-step tutorials.
 |Standard Flow|[basic-with-builtin-llm](https://github.com/microsoft/promptflow/tree/main/examples/flows/standard/basic-with-builtin-llm)| a basic flow using builtin llm tool
 |Standard Flow|[customer-intent-extraction](https://github.com/microsoft/promptflow/tree/main/examples/flows/standard/customer-intent-extraction)| a flow created from existing langchain python code
 |Standard Flow|[web-classification](https://github.com/microsoft/promptflow/tree/main/examples/flows/standard/web-classification)| a flow demonstrating multi-class classification with LLM. Given an url, it will classify the url into one web category with just a few shots, simple summarization and classification prompts.
-|Standard Flow|[summarizing-film-with-autogpt](https://github.com/microsoft/promptflow/tree/main/examples/flows/standard/summarizing-film-with-autogpt)| a flow showcasing how to construct a AutoGPT flow to autonomously figures out how to apply the given functions to solve the goal, which is film trivia that provides accurate and up-to-date information about movies, directors, actors, and more.
+|Standard Flow|[autonomous-agent](https://github.com/microsoft/promptflow/tree/main/examples/flows/standard/autonomous-agent)| a flow showcasing how to construct a AutoGPT flow to autonomously figures out how to apply the given functions to solve the goal, which is film trivia that provides accurate and up-to-date information about movies, directors, actors, and more.
 |Chat Flow|[chat-with-wikipedia](https://github.com/microsoft/promptflow/tree/main/examples/flows/chat/chat-with-wikipedia)| a flow demonstrating Q&A with GPT3.5 using information from Wikipedia to make the answer more grounded. 
 |Chat Flow|[chat-with-pdf](https://github.com/microsoft/promptflow/tree/main/examples/flows/chat/chat-with-pdf)| a flow that allow you to ask questions about the content of a PDF file and get answers. 
 |Evaluation Flow|[eval-classification-accuracy](https://github.com/microsoft/promptflow/tree/main/examples/flows/evaluation/eval-classification-accuracy)| a flow illustrating how to evaluate the performance of a classification system.
diff --git a/examples/README.md b/examples/README.md
index 8d0cd66ea63..2b6928d41b0 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -101,4 +101,4 @@ This project has adopted the [Microsoft Open Source Code of Conduct](https://ope
 
 ## Reference
 
-* [Promptflow documentation](https://microsoft.github.io/promptflow)
\ No newline at end of file
+* [Promptflow documentation](https://microsoft.github.io/promptflow/)
\ No newline at end of file
diff --git a/examples/tutorials/flow-deploy/azure-app-service/README.md b/examples/tutorials/flow-deploy/azure-app-service/README.md
index 7f757a025c6..b15677cd44b 100644
--- a/examples/tutorials/flow-deploy/azure-app-service/README.md
+++ b/examples/tutorials/flow-deploy/azure-app-service/README.md
@@ -44,11 +44,11 @@ Note that the `name` will produce a unique FQDN as AppName.azurewebsites.net.
 See the full parameters by `bash deploy.sh -h` or `.\deploy.ps1 -h`.
 
 ## View and test the web app
-The web app can be found via [azure portal](https://ms.portal.azure.com/) 
+The web app can be found via [azure portal](https://portal.azure.com/) 
 
 ![img](assets/azure_portal_img.png)
 
-After the app created, you will need to go to https://ms.portal.azure.com/ find the app and set up the environment variables
+After the app created, you will need to go to https://portal.azure.com/ find the app and set up the environment variables
 at (Settings>Configuration) or (Settings>Environment variables), then restart the app.
 
 ![img](assets/set_env_var.png)
diff --git a/examples/tutorials/flow-deploy/azure-app-service/deploy.ps1 b/examples/tutorials/flow-deploy/azure-app-service/deploy.ps1
index b658c71b6aa..8ceaaeba24c 100644
--- a/examples/tutorials/flow-deploy/azure-app-service/deploy.ps1
+++ b/examples/tutorials/flow-deploy/azure-app-service/deploy.ps1
@@ -165,7 +165,7 @@ Invoke-Expression-And-Check "$Command"
 Write-Host "Config app...$Name"
 $Command="az webapp config appsettings set -g $ResourceGroup --name $Name --settings USER_AGENT=promptflow-appservice ('@settings.json')"
 Invoke-Expression-And-Check "$Command"
-Write-Host "Please go to https://ms.portal.azure.com/ to config environment variables and restart the app: $Name at (Settings>Configuration) or (Settings>Environment variables)"
+Write-Host "Please go to https://portal.azure.com/ to config environment variables and restart the app: $Name at (Settings>Configuration) or (Settings>Environment variables)"
 Write-Host "Reach deployment logs at (Deployment>Deployment Central) and app logs at (Monitoring>Log stream)"
 Write-Host "Reach advanced deployment tools at https://$Name.scm.azurewebsites.net/"
 Write-Host "Reach more details about app service at https://learn.microsoft.com/en-us/azure/app-service/"
diff --git a/examples/tutorials/flow-deploy/azure-app-service/deploy.sh b/examples/tutorials/flow-deploy/azure-app-service/deploy.sh
index be05f442400..2c75fad66cd 100644
--- a/examples/tutorials/flow-deploy/azure-app-service/deploy.sh
+++ b/examples/tutorials/flow-deploy/azure-app-service/deploy.sh
@@ -182,7 +182,7 @@ command="az webapp config appsettings set -g $resource_group --name $name --sett
 command=$(append_to_command "$command")
 echo "$command"
 eval "$command"
-echo "Please go to https://ms.portal.azure.com/ to config environment variables and restart the app: $name at (Settings>Configuration) or (Settings>Environment variables)"
+echo "Please go to https://portal.azure.com/ to config environment variables and restart the app: $name at (Settings>Configuration) or (Settings>Environment variables)"
 echo "Reach deployment logs at (Deployment>Deployment Central) and app logs at (Monitoring>Log stream)"
 echo "Reach advanced deployment tools at https://$name.scm.azurewebsites.net/"
 echo "Reach more details about app service at https://learn.microsoft.com/en-us/azure/app-service/"
diff --git a/scripts/docs/conf.py b/scripts/docs/conf.py
index aaa9b788dd8..01d12c1ed26 100644
--- a/scripts/docs/conf.py
+++ b/scripts/docs/conf.py
@@ -49,9 +49,6 @@
 
 # Options for the linkcheck builder
 linkcheck_ignore = [
-    r"https://(ms\.)?portal\.azure\.com/",
-    r"https://aka\.ms/acs-doc",
-    r"https://github\.com/microsoft/promptflow",
     r"https://platform\.openai\.com/",
     # These are used in card links, for example 'xx.html', .md can't be resolved.
     r"^(?!https?)",
diff --git a/scripts/readme/ghactions_driver/readme_templates/README.md.jinja2 b/scripts/readme/ghactions_driver/readme_templates/README.md.jinja2
index f4d85b54524..a5c7b5e71e9 100644
--- a/scripts/readme/ghactions_driver/readme_templates/README.md.jinja2
+++ b/scripts/readme/ghactions_driver/readme_templates/README.md.jinja2
@@ -87,4 +87,4 @@ This project has adopted the [Microsoft Open Source Code of Conduct](https://ope
 
 ## Reference
 
-* [Promptflow documentation](https://microsoft.github.io/promptflow)
+* [Promptflow documentation](https://microsoft.github.io/promptflow/)
diff --git a/src/promptflow/README.md b/src/promptflow/README.md
index a73e6fb2f67..d7f06f69de6 100644
--- a/src/promptflow/README.md
+++ b/src/promptflow/README.md
@@ -22,6 +22,6 @@ With prompt flow, you will be able to:
 
 ## Get Started with Prompt flow ⚡
 
-Develop your LLM apps with Prompt flow: please start with our [docs](https://microsoft.github.io/promptflow) & [examples](https://github.com/microsoft/promptflow/blob/main/examples/README.md):
+Develop your LLM apps with Prompt flow: please start with our [docs](https://microsoft.github.io/promptflow/) & [examples](https://github.com/microsoft/promptflow/blob/main/examples/README.md):
 - [Getting Started with Prompt Flow](https://microsoft.github.io/promptflow/how-to-guides/quick-start.html): A step by step guidance to invoke your first flow run.
 - [Tutorial: Chat with PDF](https://github.com/microsoft/promptflow/blob/main/examples/tutorials/e2e-development/chat-with-pdf.md): An end-to-end tutorial on how to build a high quality chat application with prompt flow, including flow development and evaluation with metrics.
diff --git a/src/promptflow/promptflow/_sdk/data/docker/deploy.ps1.jinja2 b/src/promptflow/promptflow/_sdk/data/docker/deploy.ps1.jinja2
index b4ddde4d79b..6dc849dc753 100644
--- a/src/promptflow/promptflow/_sdk/data/docker/deploy.ps1.jinja2
+++ b/src/promptflow/promptflow/_sdk/data/docker/deploy.ps1.jinja2
@@ -146,7 +146,7 @@ Invoke-Expression-And-Check "$Command"
 Write-Host "Config app...$Name"
 $Command="az webapp config appsettings set -g $ResourceGroup --name $Name --settings USER_AGENT=promptflow-appservice ('@settings.json')"
 Invoke-Expression-And-Check "$Command"
-Write-Host "Please go to https://ms.portal.azure.com/ to config environment variables and restart the app: $Name at (Settings>Configuration) or (Settings>Environment variables)"
+Write-Host "Please go to https://portal.azure.com/ to config environment variables and restart the app: $Name at (Settings>Configuration) or (Settings>Environment variables)"
 Write-Host "Reach deployment logs at (Deployment>Deployment Central) and app logs at (Monitoring>Log stream)"
 Write-Host "Reach advanced deployment tools at https://$Name.scm.azurewebsites.net/"
 Write-Host "Reach more details about app service at https://learn.microsoft.com/en-us/azure/app-service/"
diff --git a/src/promptflow/promptflow/_sdk/data/docker/deploy.sh.jinja2 b/src/promptflow/promptflow/_sdk/data/docker/deploy.sh.jinja2
index b3391fd6488..b2fd3c8ff58 100644
--- a/src/promptflow/promptflow/_sdk/data/docker/deploy.sh.jinja2
+++ b/src/promptflow/promptflow/_sdk/data/docker/deploy.sh.jinja2
@@ -162,7 +162,7 @@ command="az webapp config appsettings set -g $resource_group --name $name --sett
 command=$(append_to_command "$command")
 echo "$command"
 eval "$command"
-echo "Please go to https://ms.portal.azure.com/ to config environment variables and restart the app: $name at (Settings>Configuration) or (Settings>Environment variables)"
+echo "Please go to https://portal.azure.com/ to config environment variables and restart the app: $name at (Settings>Configuration) or (Settings>Environment variables)"
 echo "Reach deployment logs at (Deployment>Deployment Central) and app logs at (Monitoring>Log stream)"
 echo "Reach advanced deployment tools at https://$name.scm.azurewebsites.net/"
 echo "Reach more details about app service at https://learn.microsoft.com/en-us/azure/app-service/"
diff --git a/src/promptflow/tests/test_configs/flows/export/linux/deploy.ps1 b/src/promptflow/tests/test_configs/flows/export/linux/deploy.ps1
index a2b6477f8bb..11de92c8504 100644
--- a/src/promptflow/tests/test_configs/flows/export/linux/deploy.ps1
+++ b/src/promptflow/tests/test_configs/flows/export/linux/deploy.ps1
@@ -144,7 +144,7 @@ Invoke-Expression-And-Check "$Command"
 Write-Host "Config app...$Name"
 $Command="az webapp config appsettings set -g $ResourceGroup --name $Name --settings USER_AGENT=promptflow-appservice ('@settings.json')"
 Invoke-Expression-And-Check "$Command"
-Write-Host "Please go to https://ms.portal.azure.com/ to config environment variables and restart the app: $Name at (Settings>Configuration) or (Settings>Environment variables)"
+Write-Host "Please go to https://portal.azure.com/ to config environment variables and restart the app: $Name at (Settings>Configuration) or (Settings>Environment variables)"
 Write-Host "Reach deployment logs at (Deployment>Deployment Central) and app logs at (Monitoring>Log stream)"
 Write-Host "Reach advanced deployment tools at https://$Name.scm.azurewebsites.net/"
 Write-Host "Reach more details about app service at https://learn.microsoft.com/en-us/azure/app-service/"
diff --git a/src/promptflow/tests/test_configs/flows/export/linux/deploy.sh b/src/promptflow/tests/test_configs/flows/export/linux/deploy.sh
index af2623c3c23..e45d2a6662f 100644
--- a/src/promptflow/tests/test_configs/flows/export/linux/deploy.sh
+++ b/src/promptflow/tests/test_configs/flows/export/linux/deploy.sh
@@ -162,7 +162,7 @@ command="az webapp config appsettings set -g $resource_group --name $name --sett
 command=$(append_to_command "$command")
 echo "$command"
 eval "$command"
-echo "Please go to https://ms.portal.azure.com/ to config environment variables and restart the app: $name at (Settings>Configuration) or (Settings>Environment variables)"
+echo "Please go to https://portal.azure.com/ to config environment variables and restart the app: $name at (Settings>Configuration) or (Settings>Environment variables)"
 echo "Reach deployment logs at (Deployment>Deployment Central) and app logs at (Monitoring>Log stream)"
 echo "Reach advanced deployment tools at https://$name.scm.azurewebsites.net/"
 echo "Reach more details about app service at https://learn.microsoft.com/en-us/azure/app-service/"