diff --git a/apps/portal/src/app/api/search/extraction/index.ts b/apps/portal/src/app/api/search/extraction/index.ts
index a3a131e8e78..5692ba42dd7 100644
--- a/apps/portal/src/app/api/search/extraction/index.ts
+++ b/apps/portal/src/app/api/search/extraction/index.ts
@@ -155,6 +155,8 @@ function extractPageLLMContent(
 
   const htmlToMarkdown = new NodeHtmlMarkdown({
     keepDataImages: false,
+    ignore: ["button"],
+    maxConsecutiveNewlines: 2,
   });
 
   let linksContent = "";
@@ -167,10 +169,7 @@ function extractPageLLMContent(
   let description = "";
   for (const p of paragraphs) {
     // skip noindex or no-llm paragraphs
-    if (
-      p.getAttribute("data-noindex") === "true" ||
-      p.getAttribute("data-no-llm") === "true"
-    ) {
+    if (p.closest("[data-noindex]") || p.closest("[data-no-llm]")) {
       continue;
     }
 
@@ -180,7 +179,7 @@ function extractPageLLMContent(
     }
   }
 
-  linksContent += `* [${pageTitle}](${pageUrl}): ${description}`;
+  linksContent += `* [${pageTitle}](${pageUrl}): ${description || `Reference for ${pageTitle}`}`;
 
   // Remove noindex and no-llm elements
   const contentElements = main.querySelectorAll("*");
@@ -204,12 +203,18 @@ function extractPageLLMContent(
   // prefix all the relative links with the `https://portal.thirdweb.com`
   const links = main.querySelectorAll("a");
   for (const link of links) {
-    const [path, hash] = link.getAttribute("href")?.split("#") || [];
-    if (path?.startsWith("/")) {
-      link.setAttribute(
-        "href",
-        `https://portal.thirdweb.com${path}${hash ? `#${hash}` : ""}`,
-      );
+    const href = link.getAttribute("href");
+    if (href?.startsWith("/")) {
+      link.setAttribute("href", `https://portal.thirdweb.com${href}`);
+    }
+  }
+
+  // prefix all relative image links with the `https://portal.thirdweb.com`
+  const images = main.querySelectorAll("img");
+  for (const image of images) {
+    const src = image.getAttribute("src");
+    if (src?.startsWith("/")) {
+      image.setAttribute("src", `https://portal.thirdweb.com${src}`);
     }
   }
 
diff --git a/apps/portal/src/app/connect/account-abstraction/batching-transactions/page.mdx b/apps/portal/src/app/connect/account-abstraction/batching-transactions/page.mdx
index be33a4b1f79..55a89160822 100644
--- a/apps/portal/src/app/connect/account-abstraction/batching-transactions/page.mdx
+++ b/apps/portal/src/app/connect/account-abstraction/batching-transactions/page.mdx
@@ -12,7 +12,7 @@ export const metadata = createMetadata({
 	description: "How to batch transactions with smart accounts",
 });
 
-Batching transactions allows sending multiple transactions in a single user operation. This can be useful to save on fees, reduce number of user confimations or to ensure that multiple transactions are executed atomically.
+Batching transactions allows sending multiple transactions in a single user operation. This can be useful to save on fees, reduce number of user confirmations or to ensure that multiple transactions are executed atomically.
 
 A typical example is to do an approval and a transfer in a single userOperation. This way, the transfer will only happen if the approval is successful.
 
diff --git a/apps/portal/src/app/connect/page.mdx b/apps/portal/src/app/connect/page.mdx
index 0e72bab4e46..ce2e99b093f 100644
--- a/apps/portal/src/app/connect/page.mdx
+++ b/apps/portal/src/app/connect/page.mdx
@@ -83,7 +83,7 @@ Get started with Connect in your preferred language.
 - **Connect to 500+ different wallet providers** with support for every EVM network
 - **Log in and authenticate your users** with customizable and secure [email, phone, passkeys and social login](https://portal.thirdweb.com/connect/in-app-wallet/overview) flows.
 - **Sponsor transactions** to seamlessly onboard non-native or new crypto users with [Account Abstraction](https://portal.thirdweb.com/connect/account-abstraction/overview).
-- **Perform wallet actions** like connecting and disconnecting wallets, viewing balance, displaying ENS names, and execute transactions with our [perfomant, reliable and type safe API](https://portal.thirdweb.com/connect/blockchain-api)
+- **Perform wallet actions** like connecting and disconnecting wallets, viewing balance, displaying ENS names, and execute transactions with our [performant, reliable and type safe API](https://portal.thirdweb.com/connect/blockchain-api)
 - **Easily integrate with thirdweb's contracts** to enable users to interact with your application.
 - **Facilitate payments** by letting user top up their wallets or do onchain purchases with a credit card with [Pay](https://portal.thirdweb.com/connect/pay/overview).
 
diff --git a/apps/portal/src/app/react/v5/account-abstraction/batching-transactions/page.mdx b/apps/portal/src/app/react/v5/account-abstraction/batching-transactions/page.mdx
index 4fd93397dec..7c3e06c6c8c 100644
--- a/apps/portal/src/app/react/v5/account-abstraction/batching-transactions/page.mdx
+++ b/apps/portal/src/app/react/v5/account-abstraction/batching-transactions/page.mdx
@@ -12,7 +12,7 @@ export const metadata = createMetadata({
 	description: "How to batch transactions with smart accounts",
 });
 
-Batching transactions allows sending multiple transactions in a single user operation. This can be useful to save on fees, reduce number of user confimations or to ensure that multiple transactions are executed atomically.
+Batching transactions allows sending multiple transactions in a single user operation. This can be useful to save on fees, reduce number of user confirmations or to ensure that multiple transactions are executed atomically.
 
 A typical example is to do an approval and a transfer in a single userOperation. This way, the transfer will only happen if the approval is successful.
 
diff --git a/apps/portal/src/app/typescript/v5/account-abstraction/batching-transactions/page.mdx b/apps/portal/src/app/typescript/v5/account-abstraction/batching-transactions/page.mdx
index ab431947f94..9917dcf614f 100644
--- a/apps/portal/src/app/typescript/v5/account-abstraction/batching-transactions/page.mdx
+++ b/apps/portal/src/app/typescript/v5/account-abstraction/batching-transactions/page.mdx
@@ -12,7 +12,7 @@ export const metadata = createMetadata({
 	description: "How to batch transactions with smart accounts",
 });
 
-Batching transactions allows sending multiple transactions in a single user operation. This can be useful to save on fees, reduce number of user confimations or to ensure that multiple transactions are executed atomically.
+Batching transactions allows sending multiple transactions in a single user operation. This can be useful to save on fees, reduce number of user confirmations or to ensure that multiple transactions are executed atomically.
 
 A typical example is to do an approval and a transfer in a single userOperation. This way, the transfer will only happen if the approval is successful.