diff --git a/packages/patternfly-4/react-docs/plugins/gatsby-transformer-react-docgen-typescript/gatsby-node.js b/packages/patternfly-4/react-docs/plugins/gatsby-transformer-react-docgen-typescript/gatsby-node.js
index 67341b338ba..3118d44d56a 100644
--- a/packages/patternfly-4/react-docs/plugins/gatsby-transformer-react-docgen-typescript/gatsby-node.js
+++ b/packages/patternfly-4/react-docs/plugins/gatsby-transformer-react-docgen-typescript/gatsby-node.js
@@ -1,4 +1,4 @@
-const docgenTypescript = require('react-docgen-typescript').withDefaultConfig()
+const fs = require('fs')
 const docgenJavascript = require('react-docgen')
 
 function isSource(node) {
@@ -53,14 +53,18 @@ async function onCreateNode({
   let parsed = null;
   try {
     if (isTSX(node)) {
-      // console.log('parsing', node.absolutePath)
-      parsed = docgenTypescript.parse(node.absolutePath)[0];
+      // Load up the already transpiled file
+      const transpiledPath = node.absolutePath
+        .replace(/react-(.*)\/src/, 'react-$1/dist/esm')
+        .replace(/\.tsx?$/, '.js');
+      const jsText = fs.readFileSync(transpiledPath, 'utf8');
+      parsed = docgenJavascript.parse(jsText);
     }
     else if (isJSX(node)) {
       parsed = docgenJavascript.parse(sourceText);
     }
   } catch (err) {
-    console.warn("No component found in", node.absolutePath);
+    console.warn('No component found in', node.absolutePath);
   }
 
   if (parsed) {
diff --git a/packages/patternfly-4/react-docs/plugins/gatsby-transformer-react-docgen-typescript/package.json b/packages/patternfly-4/react-docs/plugins/gatsby-transformer-react-docgen-typescript/package.json
index 4d2c50cbafa..c4c704b3c28 100644
--- a/packages/patternfly-4/react-docs/plugins/gatsby-transformer-react-docgen-typescript/package.json
+++ b/packages/patternfly-4/react-docs/plugins/gatsby-transformer-react-docgen-typescript/package.json
@@ -6,8 +6,7 @@
   "license": "MIT",
   "private": true,
   "dependencies": {
-    "react-docgen": "^4.1.0",
-    "react-docgen-typescript": "^1.12.3"
+    "react-docgen": "^4.1.0"
   },
   "peerDependencies": {
     "gatsby": ">=2"
diff --git a/yarn.lock b/yarn.lock
index 4e105eb2649..a079e450266 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -8778,7 +8778,6 @@ focus-trap@^3.0.0:
 folder-hash@^3.0.0:
   version "3.0.0"
   resolved "https://registry.yarnpkg.com/folder-hash/-/folder-hash-3.0.0.tgz#ba9489e74044f63a943d74a3be5e10eb0d03b0ab"
-  integrity sha512-wyAJJO+h09XC7ZUM47RZIefAZlpTmdxidp98aoSd/BapfjFIx3Z7bJOO3cPy/WNep5WtX7vjBJhdTPKhFfRKMQ==
   dependencies:
     debug "^4.1.1"
     graceful-fs "~4.1.11"
@@ -16073,10 +16072,6 @@ react-diff-view@^1.8.1:
     lodash.mapvalues "^4.6.0"
     warning "^4.0.1"
 
-react-docgen-typescript@^1.12.3:
-  version "1.12.3"
-  resolved "https://registry.yarnpkg.com/react-docgen-typescript/-/react-docgen-typescript-1.12.3.tgz#fe62a5ce82e93573e316366e53adfe8273121c70"
-
 react-docgen@^3.0.0-beta11:
   version "3.0.0"
   resolved "https://registry.yarnpkg.com/react-docgen/-/react-docgen-3.0.0.tgz#79c6e1b1870480c3c2bc1a65bede0577a11c38cd"