diff --git a/docs-utils/fix-callouts.js b/docs-utils/fix-callouts.js
new file mode 100644
index 000000000..93468c5c3
--- /dev/null
+++ b/docs-utils/fix-callouts.js
@@ -0,0 +1,122 @@
+const fs = require('fs');
+const path = require('path');
+
+// The root folder to process
+const rootFolder = 'docs';
+
+// Maximum number of files to process simultaneously
+const MAX_CONCURRENT_FILES = 100; // Adjust this based on your system's limit
+
+// Array to keep track of currently processing files
+let activeFiles = 0;
+let fileQueue = [];
+
+// Function to process the HTML content
+function convertCallout(htmlCallout) {
+    let markdownCallout = htmlCallout.trim();
+
+    // Remove inline styles (e.g., style="color:red;")
+    markdownCallout = markdownCallout.replace(/\s*style="[^"]*"/g, '');
+
+    // Convert <br> and <br /> to new lines with `>` prefix
+    markdownCallout = markdownCallout.replace(/<br\s*\/?>/g, '\n>\n> ');
+
+    // Convert <p>...</p> only if it's NOT the first <p> element
+    let firstParagraph = true;
+    markdownCallout = markdownCallout.replace(/<p>(.*?)<\/p>/gs, (_, pContent) => {
+        pContent = pContent.trim(); // Remove any extra whitespace around the paragraph content
+
+        if (firstParagraph) {
+            firstParagraph = false;
+            return pContent;
+        }
+
+        // Ensure that any existing blank lines or spaces are cleaned up
+        return `\n> ${pContent}`;
+    });
+
+    // Convert <ul>, <ol>, and <li> within callouts to markdown lists
+    markdownCallout = markdownCallout
+        .replace(/<ul>(.*?)<\/ul>/gs, (match, ulContent) => {
+            return ulContent
+                .replace(/<li>(.*?)<\/li>/gs, (match, liContent) => `\n> * ${liContent.trim()}`)
+                .replace(/^\n>\s*\* /gm, '\n> *'); // Remove any extra space before list items
+        })
+        .replace(/<ol>(.*?)<\/ol>/gs, (match, olContent) => {
+            let counter = 1;
+            return olContent
+                .replace(/<li>(.*?)<\/li>/gs, (match, liContent) => `\n> ${counter++}. ${liContent.trim()}`)
+                .replace(/^\n>\s*\d+\. /gm, '\n> '); // Remove any extra space before list items
+        });
+
+    // Clean up any excessive blank lines that may have been introduced
+    markdownCallout = markdownCallout.replace(/(\n\s*){2,}/g, '\n>\n');
+
+    // Convert basic HTML tags to markdown
+    markdownCallout = markdownCallout.replace(/<strong>(.*?)<\/strong>/g, '**$1**');
+    markdownCallout = markdownCallout.replace(/<b>(.*?)<\/b>/g, '**$1**');
+    markdownCallout = markdownCallout.replace(/<em>(.*?)<\/em>/g, '*$1*');
+    markdownCallout = markdownCallout.replace(/<code>(.*?)<\/code>/g, '`$1`');  // Convert <code> to backticks
+    markdownCallout = markdownCallout.replace(/<a href="(.*?)">(.*?)<\/a>/g, '[$2]($1)');
+
+    // Append '>' to new lines within the div
+    markdownCallout = markdownCallout.replace(/\n(?!>\s)/g, '\n> ');
+
+    return markdownCallout;
+}
+
+// Function to process each markdown file
+function processFile(filePath) {
+    activeFiles++;
+    
+    fs.readFile(filePath, 'utf8', (err, data) => {
+        if (err) throw err;
+
+        // Replace HTML structures with corresponding markdown symbols
+        const newData = data
+            .replace(/<div class="alert alert-info">(.*?)<\/div>/gs, (match, p1) => `>ℹ️ ${convertCallout(p1)}`)
+            .replace(/<div class="alert alert-warning">(.*?)<\/div>/gs, (match, p1) => `>⚠️ ${convertCallout(p1)}`)
+            .replace(/<div class="alert alert-danger">(.*?)<\/div>/gs, (match, p1) => `>❗ ${convertCallout(p1)}`);
+
+        // Write the modified content back to the file
+        fs.writeFile(filePath, newData, 'utf8', (err) => {
+            if (err) throw err;
+            console.log(`Processed file: ${filePath}`);
+            activeFiles--;
+
+            // Process the next file in the queue if available
+            if (fileQueue.length > 0) {
+                const nextFile = fileQueue.shift();
+                processFile(nextFile);
+            }
+        });
+    });
+}
+
+// Recursive function to process all markdown files in the directory
+function processDirectory(directory) {
+    fs.readdir(directory, (err, files) => {
+        if (err) throw err;
+
+        files.forEach(file => {
+            const filePath = path.join(directory, file);
+            fs.stat(filePath, (err, stats) => {
+                if (err) throw err;
+
+                if (stats.isDirectory()) {
+                    // Recursively process subdirectories
+                    processDirectory(filePath);
+                } else if (path.extname(file) === '.md') {
+                    if (activeFiles < MAX_CONCURRENT_FILES) {
+                        processFile(filePath);
+                    } else {
+                        fileQueue.push(filePath);
+                    }
+                }
+            });
+        });
+    });
+}
+
+// Start processing from the root folder
+processDirectory(rootFolder);