diff --git a/.github/.linkspector.yml b/.github/.linkspector.yml
new file mode 100644
index 000000000000..89cf32cfb050
--- /dev/null
+++ b/.github/.linkspector.yml
@@ -0,0 +1,21 @@
+dirs: 
+  - .
+ignorePatterns:
+  - pattern: "/github/"
+  - pattern: "./actions"
+  - pattern: "./blob"
+  - pattern: "./issues"
+  - pattern: "./discussions"
+  - pattern: "./pulls"
+  - pattern: "^http://localhost"
+  - pattern: "^https://localhost"
+  - pattern: "^https://platform.openai.com"
+  - pattern: "^https://outlook.office.com/bookings"
+baseUrl: https://github.com/microsoft/semantic-kernel/
+aliveStatusCodes: 
+  - 200
+  - 206
+  - 429
+  - 500
+  - 503
+useGitIgnore: true
diff --git a/.github/workflows/markdown-link-check-config.json b/.github/workflows/markdown-link-check-config.json
deleted file mode 100644
index 50ada4911de6..000000000000
--- a/.github/workflows/markdown-link-check-config.json
+++ /dev/null
@@ -1,39 +0,0 @@
-{
-  "ignorePatterns": [
-    {
-      "pattern": "/github/"
-    },
-    {
-      "pattern": "./actions"
-    },
-    {
-      "pattern": "./blob"
-    },
-    {
-      "pattern": "./issues"
-    },
-    {
-      "pattern": "./discussions"
-    },
-    {
-      "pattern": "./pulls"
-    },
-    {
-      "pattern": "^http://localhost"
-    },
-    {
-      "pattern": "^https://localhost"
-    },
-    {
-      "pattern": "^https://platform.openai.com"
-    },
-    {
-      "pattern": "^https://outlook.office.com/bookings"
-    }
-  ],
-  "timeout": "20s",
-  "retryOn429": true,
-  "retryCount": 3,
-  "fallbackRetryDelay": "30s",
-  "aliveStatusCodes": [200, 206, 429, 500, 503]
-}
diff --git a/.github/workflows/markdown-link-check.yml b/.github/workflows/markdown-link-check.yml
index 7e95bdaec051..35a6f6d7076d 100644
--- a/.github/workflows/markdown-link-check.yml
+++ b/.github/workflows/markdown-link-check.yml
@@ -15,9 +15,11 @@ jobs:
     steps:
       - uses: actions/checkout@v4
 
-      # Checks the status of hyperlinks in .md files in verbose mode
-      - name: Check links
-        uses: gaurav-nelson/github-action-markdown-link-check@v1
+      # Checks the status of hyperlinks in all files
+      - name: Run linkspector
+        uses: umbrelladocs/action-linkspector@v1
         with:
-          use-verbose-mode: "yes"
-          config-file: ".github/workflows/markdown-link-check-config.json"
+          reporter: local
+          filter_mode: nofilter
+          fail_on_error: true
+          config_file: ".github/.linkspector.yml"
diff --git a/docs/decisions/0032-agents.md b/docs/decisions/0032-agents.md
index 250b35e8bb75..6e1da34b27fe 100644
--- a/docs/decisions/0032-agents.md
+++ b/docs/decisions/0032-agents.md
@@ -60,7 +60,7 @@ An _Agent_ can be of various modalities.  Modalities are asymmetrical with regar
 - _Agent Framework_ shall be extensible so that other libraries can build their own agents and chat experiences.
 - _Agent Framework_ shall be as simple as possible to facilitate extensibility.
 - _Agent Framework_ shall encapsulate complexity within implementation details, not calling patterns.
-- _Agent_ abstraction shall support different modalities (see [Agent Modalities](#Agent-Modalities:) section).
+- _Agent_ abstraction shall support different modalities (see [Agent Modalities](#agent-modalities) section).
 - An _Agent_ of any modality shall be able to interact with an _Agent_ of any other modality.
 - An _Agent_ shall be able to support its own modality requirements. (Specialization)
 - _Agent_ input and output shall align to SK content type `ChatMessageContent`.
diff --git a/python/README.md b/python/README.md
index 0624f34a032f..6425fd5d7698 100644
--- a/python/README.md
+++ b/python/README.md
@@ -18,7 +18,7 @@ python -m pip install --upgrade semantic-kernel[all]
 ## OpenAI / Azure OpenAI API keys
 
 Make sure you have an
-[OpenAI API Key](https://platform.openai.com) or
+[OpenAI API Key](https://platform.openai.com/) or
 [Azure OpenAI service key](https://learn.microsoft.com/azure/cognitive-services/openai/quickstart?pivots=rest-api)
 
 There are two methods to manage keys, secrets, and endpoints:
diff --git a/python/samples/getting_started_with_agents/README.md b/python/samples/getting_started_with_agents/README.md
index 6028db397406..b34d1d56c05d 100644
--- a/python/samples/getting_started_with_agents/README.md
+++ b/python/samples/getting_started_with_agents/README.md
@@ -34,7 +34,7 @@ Example|Description
 ## Configuring the Kernel
 
 Similar to the Semantic Kernel Python concept samples, it is necessary to configure the secrets
-and keys used by the kernel. See the follow "Configuring the Kernel" [guide](../concepts/README.md#configuring-the-kernell) for
+and keys used by the kernel. See the follow "Configuring the Kernel" [guide](../concepts/README.md#configuring-the-kernel) for
 more information.
 
 ## Running Concept Samples