diff --git a/integrations/llms/ai21.mdx b/integrations/llms/ai21.mdx
index 1dd46e15..8aeaa4be 100644
--- a/integrations/llms/ai21.mdx
+++ b/integrations/llms/ai21.mdx
@@ -30,13 +30,13 @@ print(response.choices[0].message.content)
 ```
 
 ```js Javascript icon="square-js"
-        import Portkey from 'portkey-ai'
+import Portkey from 'portkey-ai'
 
 // 1. Install: npm install portkey-ai
 // 2. Add @ai21 provider in model catalog
 // 3. Use it:
 
-        const portkey = new Portkey({
+const portkey = new Portkey({
     apiKey: "PORTKEY_API_KEY"
 })
 
@@ -48,7 +48,7 @@ const response = await portkey.chat.completions.create({
 console.log(response.choices[0].message.content)
 ```
 
-```python OpenAI Py icon="openai"
+```python OpenAI Py icon="python"
 from openai import OpenAI
 from portkey_ai import PORTKEY_GATEWAY_URL
 
@@ -69,7 +69,7 @@ response = client.chat.completions.create(
 print(response.choices[0].message.content)
         ```
 
-```js OpenAI JS icon="openai"
+```js OpenAI JS icon="square-js"
 import OpenAI from "openai"
 import { PORTKEY_GATEWAY_URL } from "portkey-ai"
 
diff --git a/integrations/llms/anyscale-llama2-mistral-zephyr.mdx b/integrations/llms/anyscale-llama2-mistral-zephyr.mdx
index 041cf113..cdbe17d0 100644
--- a/integrations/llms/anyscale-llama2-mistral-zephyr.mdx
+++ b/integrations/llms/anyscale-llama2-mistral-zephyr.mdx
@@ -45,7 +45,7 @@ const response = await portkey.chat.completions.create({
 console.log(response.choices[0].message.content)
 ```
 
-```python OpenAI Py icon="openai"
+```python OpenAI Py icon="python"
 from openai import OpenAI
 from portkey_ai import PORTKEY_GATEWAY_URL
 
@@ -66,7 +66,7 @@ response = client.chat.completions.create(
 print(response.choices[0].message.content)
 ```
 
-```js OpenAI JS icon="openai"
+```js OpenAI JS icon="square-js"
 import OpenAI from "openai"
 import { PORTKEY_GATEWAY_URL } from "portkey-ai"
 
diff --git a/integrations/llms/fireworks/files.mdx b/integrations/llms/fireworks/files.mdx
index 0f3d3d39..cad533fa 100644
--- a/integrations/llms/fireworks/files.mdx
+++ b/integrations/llms/fireworks/files.mdx
@@ -53,7 +53,7 @@ await uploadFile();
   </Tab>
 <Tab title="REST">
 ```sh
-# you can also use a virtual key here
+# you can also use a provider from Model Catalog here
 curl --location 'https://api.portkey.ai/v1/files' \
 --header 'x-portkey-api-key: <portkey_api_key>' \
 --header 'x-portkey-provider: fireworks-ai' \
diff --git a/integrations/llms/google-palm.mdx b/integrations/llms/google-palm.mdx
index c225d153..295fafde 100644
--- a/integrations/llms/google-palm.mdx
+++ b/integrations/llms/google-palm.mdx
@@ -38,10 +38,10 @@ Set up Portkey with your virtual key as part of the initialization configuration
 <Tabs>
     <Tab title="NodeJS SDK">
         ```js
-        import Portkey from 'portkey-ai'
+import Portkey from 'portkey-ai'
 
 
-        const portkey = new Portkey({
+const portkey = new Portkey({
 
             apiKey: "PORTKEY_API_KEY", // defaults to process.env["PORTKEY_API_KEY"]
 
@@ -75,7 +75,7 @@ Use the Portkey instance to send requests to Google Palm. You can also override
 <Tabs>
     <Tab title="NodeJS SDK">
         ```js
-        const chatCompletion = await portkey.chat.completions.create({
+const chatCompletion = await portkey.chat.completions.create({
 
             messages: [{ role: 'user', content: 'Say this is a test' }],
 
diff --git a/integrations/llms/oracle.mdx b/integrations/llms/oracle.mdx
index 09b3b202..7b8cecd4 100644
--- a/integrations/llms/oracle.mdx
+++ b/integrations/llms/oracle.mdx
@@ -45,9 +45,9 @@ Add these credentials to Portkey to create your Oracle virtual key.
 <Tabs>
     <Tab title="NodeJS SDK">
         ```js
-        import Portkey from 'portkey-ai'
+import Portkey from 'portkey-ai'
 
-        const portkey = new Portkey({
+const portkey = new Portkey({
             apiKey: "PORTKEY_API_KEY", // defaults to process.env["PORTKEY_API_KEY"]
             provider: "@ORACLE_PROVIDER" // Your Oracle OCI virtual key
         })
@@ -70,7 +70,7 @@ Add these credentials to Portkey to create your Oracle virtual key.
 <Tabs>
     <Tab title="NodeJS SDK">
         ```js
-        const chatCompletion = await portkey.chat.completions.create({
+const chatCompletion = await portkey.chat.completions.create({
             messages: [{ role: 'user', content: 'Say this is a test' }],
             model: 'cohere.command-r-plus',
         });