diff --git a/docs-v2/pages/connect/components.mdx b/docs-v2/pages/connect/components.mdx
index f7e8a860588a2..112b2a6f8a867 100644
--- a/docs-v2/pages/connect/components.mdx
+++ b/docs-v2/pages/connect/components.mdx
@@ -45,7 +45,7 @@ Before sending requests to the API, make sure to [authenticate using a Pipedream
 <Tabs items={['Node.js', 'HTTP (cURL)']}>
 <Tabs.Tab>
 ```javascript
-// Initialize the Pipedream client with the SDK
+// Initialize the Pipedream SDK client
 
 import { createBackendClient } from "@pipedream/sdk/server";
 
diff --git a/docs-v2/pages/connect/mcp/developers.mdx b/docs-v2/pages/connect/mcp/developers.mdx
index 66c0199fa2bfc..8ac112025e0a5 100644
--- a/docs-v2/pages/connect/mcp/developers.mdx
+++ b/docs-v2/pages/connect/mcp/developers.mdx
@@ -83,7 +83,7 @@ Pipedream provides [{process.env.PUBLIC_APPS}+ APIs as MCP servers](https://mcp.
 ```javascript
 import { createBackendClient } from "@pipedream/sdk/server";
 
-// Initialize the Pipedream client with the SDK
+// Initialize the Pipedream SDK client
 const pd = createBackendClient({
   environment: PIPEDREAM_ENVIRONMENT,
   credentials: {
@@ -105,7 +105,7 @@ const apps = await pd.getApps();
 ```javascript
 import { createBackendClient } from "@pipedream/sdk/server";
 
-// Initialize the Pipedream client with the SDK
+// Initialize the Pipedream SDK client
 const pd = createBackendClient({
   environment: PIPEDREAM_ENVIRONMENT,
   credentials: {
@@ -148,7 +148,7 @@ To authenticate requests to Pipedream's MCP server, you need to include an acces
 ```javascript
 import { createBackendClient } from "@pipedream/sdk/server";
 
-// Initialize the Pipedream client with the SDK
+// Initialize the Pipedream SDK client
 const pd = createBackendClient({
   environment: PIPEDREAM_ENVIRONMENT,
   credentials: {
@@ -182,19 +182,40 @@ curl -s -X POST https://api.pipedream.com/v1/oauth/token \
 Include these headers in every HTTP request:
 
 ```javascript
-{
-  Authorization: `Bearer ${PIPEDREAM_ACCESS_TOKEN}`,
-  "x-pd-project-id": PIPEDREAM_PROJECT_ID, // proj_xxxxxxx
-  "x-pd-environment": PIPEDREAM_ENVIRONMENT // development | production
-}
+import { StreamableHTTPClientTransport } from "@modelcontextprotocol/sdk/client/streamableHttp.js";
+import { createBackendClient } from "@pipedream/sdk/server";
+
+// Initialize the Pipedream SDK client
+const pd = createBackendClient({
+  environment: PIPEDREAM_ENVIRONMENT,
+  credentials: {
+    clientId: PIPEDREAM_CLIENT_ID,
+    clientSecret: PIPEDREAM_CLIENT_SECRET,
+  },
+  projectId: PIPEDREAM_PROJECT_ID
+});
+
+// Retrieve your developer access token via the Pipedream SDK
+const accessToken = await pd.rawAccessToken();
+const serverUrl = process.env.MCP_SERVER_URL || "https://remote.mcp.pipedream.net";
+
+const transport = new StreamableHTTPClientTransport(new URL(serverUrl), {
+  requestInit: {
+    headers: {
+      "Authorization": `Bearer ${accessToken}`,
+      "x-pd-project-id": PIPEDREAM_PROJECT_ID, // proj_xxxxxxx
+      "x-pd-environment": PIPEDREAM_ENVIRONMENT // development | production
+    }
+  }
+});
 ```
 
 ### Self-host Pipedream's MCP server
 
 Hosting the MCP server locally or in your app will expose these routes:
 
-- `GET /:external_user_id/:app` - App-specific connection endpoint
-- `POST /:external_user_id/:app/messages` - App-specific message handler
+- `GET /:external_user_id/:app`: app-specific connection endpoint
+- `POST /:external_user_id/:app/messages`: app-specific message handler
 
 #### Using the `Dockerfile`
 
diff --git a/docs-v2/pages/connect/mcp/openai.mdx b/docs-v2/pages/connect/mcp/openai.mdx
index 60e4eb2cf276f..0368d486d2179 100644
--- a/docs-v2/pages/connect/mcp/openai.mdx
+++ b/docs-v2/pages/connect/mcp/openai.mdx
@@ -2,7 +2,7 @@ import { Callout, Tabs, Steps } from 'nextra/components'
 
 # Using Pipedream MCP with OpenAI
 
-Access {process.env.PUBLIC_APPS}+ APIs and 10,000+ tools in OpenAI using Pipedream Connect. MCP makes it easy to extend the capabilities of any LLM or agent, and Pipedream offers drop-in support for [calling tools in OpenAI](https://platform.openai.com/docs/guides/tools?api-mode=responses) .
+Access {process.env.PUBLIC_APPS}+ APIs and 10,000+ tools in OpenAI using Pipedream Connect. MCP makes it easy to extend the capabilities of any LLM or agent, and Pipedream offers drop-in support for [calling tools in OpenAI](https://platform.openai.com/docs/guides/tools-remote-mcp).
 
 <Callout type="info">
 Pipedream Connect includes built-in user authentication for [every MCP server](https://mcp.pipedream.com), which means you don't need to build any authorization flows or deal with token storage and refresh in order to make authenticated requests on behalf of your users. [Learn more here](/connect/mcp/developers/#user-account-connections).
@@ -51,7 +51,7 @@ Below is an end to end example showing how to:
 import OpenAI from 'openai';
 import { createBackendClient } from "@pipedream/sdk/server";
 
-// Initialize the Pipedream client with the SDK
+// Initialize the Pipedream SDK client
 const pd = createBackendClient({
   environment: PIPEDREAM_ENVIRONMENT,
   credentials: {