diff --git a/.docs/config.json b/.docs/config.json
deleted file mode 100644
index 81a5751725..0000000000
--- a/.docs/config.json
+++ /dev/null
@@ -1,21 +0,0 @@
-{
-	"--title": "VisualEditor Code Documentation",
-	"--categories": "../.docs/categories.json",
-	"--eg-iframe": "../.docs/eg-iframe.html",
-	"--tags": "./CustomTags.rb",
-	"--warnings": ["-nodoc(class,public)"],
-	"--builtin-classes": true,
-	"--warnings-exit-nonzero": true,
-	"--external": "HTMLDocument,Window,Node,Set,Range,Selection,ClientRect,File,Blob,DataTransfer,DataTransferItem",
-	"--output": "../docs",
-	"--": [
-		"./external.js",
-		"../lib/ve/.jsduck/external.js",
-		"../lib/ve/lib/oojs",
-		"../lib/ve/lib/oojs-ui",
-		"../lib/ve/lib/unicodejs",
-		"../lib/ve/src",
-		"../lib/ve/tests",
-		"../modules/ve-mw"
-	]
-}
diff --git a/.docs/CustomTags.rb b/.jsduck/CustomTags.rb
similarity index 100%
rename from .docs/CustomTags.rb
rename to .jsduck/CustomTags.rb
diff --git a/.docs/categories.json b/.jsduck/categories.json
similarity index 100%
rename from .docs/categories.json
rename to .jsduck/categories.json
diff --git a/.docs/eg-iframe.html b/.jsduck/eg-iframe.html
similarity index 100%
rename from .docs/eg-iframe.html
rename to .jsduck/eg-iframe.html
diff --git a/.docs/eg-iframe.html.template b/.jsduck/eg-iframe.html.template
similarity index 100%
rename from .docs/eg-iframe.html.template
rename to .jsduck/eg-iframe.html.template
diff --git a/.docs/external.js b/.jsduck/external.js
similarity index 100%
rename from .docs/external.js
rename to .jsduck/external.js
diff --git a/.docs/generate.sh b/.jsduck/generate.sh
similarity index 100%
rename from .docs/generate.sh
rename to .jsduck/generate.sh
diff --git a/.docs/mw-categories.json b/.jsduck/mw-categories.json
similarity index 100%
rename from .docs/mw-categories.json
rename to .jsduck/mw-categories.json
diff --git a/Gruntfile.js b/Gruntfile.js
index 961829018e..6c369d1b3c 100644
--- a/Gruntfile.js
+++ b/Gruntfile.js
@@ -20,9 +20,9 @@ module.exports = function ( grunt ) {
 		pkg: grunt.file.readJSON( 'package.json' ),
 		jsduckcatconfig: {
 			main: {
-				target: '.docs/categories.json',
+				target: '.jsduck/categories.json',
 				from: [
-					'.docs/mw-categories.json',
+					'.jsduck/mw-categories.json',
 					{
 						file: 'lib/ve/.jsduck/categories.json',
 						aggregate: {
@@ -42,8 +42,8 @@ module.exports = function ( grunt ) {
 		},
 		buildloader: {
 			egiframe: {
-				targetFile: '.docs/eg-iframe.html',
-				template: '.docs/eg-iframe.html.template',
+				targetFile: '.jsduck/eg-iframe.html',
+				template: '.jsduck/eg-iframe.html.template',
 				modules: modules,
 				load: [ 'visualEditor.desktop.standalone' ],
 				pathPrefix: 'lib/ve/',
@@ -56,7 +56,7 @@ module.exports = function ( grunt ) {
 			},
 			all: [
 				'*.js',
-				'{.docs,build}/**/*.js',
+				'{.jsduck,build}/**/*.js',
 				'modules/**/*.js'
 			]
 		},
diff --git a/bin/generateDocs.sh b/bin/generateDocs.sh
index 5cf94222dd..eeba646b0d 100755
--- a/bin/generateDocs.sh
+++ b/bin/generateDocs.sh
@@ -1,9 +1,5 @@
 #!/usr/bin/env bash
 set -e
-
-REPO_DIR=$(cd $(dirname $0)/..; pwd)
-
-# Disable parallel processing which seems to be causing problems under Ruby 1.8
-jsduck --config $REPO_DIR/.docs/config.json --processes 0
-
-ln -s ../lib $REPO_DIR/docs/lib
+cd $(dirname $0)/..
+jsduck
+ln -s ../lib docs/lib
diff --git a/jsduck.json b/jsduck.json
new file mode 100644
index 0000000000..494d807f2f
--- /dev/null
+++ b/jsduck.json
@@ -0,0 +1,22 @@
+{
+	"--title": "VisualEditor - Documentation",
+	"--categories": ".jsduck/categories.json",
+	"--eg-iframe": ".jsduck/eg-iframe.html",
+	"--tags": ".jsduck/CustomTags.rb",
+	"--warnings": ["-nodoc(class,public)"],
+	"--builtin-classes": true,
+	"--processes": "0",
+	"--warnings-exit-nonzero": true,
+	"--external": "HTMLDocument,Window,Node,Set,Range,Selection,ClientRect,File,Blob,DataTransfer,DataTransferItem",
+	"--output": "docs",
+	"--": [
+		".jsduck/external.js",
+		"lib/ve/.jsduck/external.js",
+		"lib/ve/lib/oojs",
+		"lib/ve/lib/oojs-ui",
+		"lib/ve/lib/unicodejs",
+		"lib/ve/src",
+		"lib/ve/tests",
+		"modules/ve-mw"
+	]
+}