diff --git a/modules/gdscript/editor/gdscript_docgen.cpp b/modules/gdscript/editor/gdscript_docgen.cpp
index 00179109a33..659140b9b13 100644
--- a/modules/gdscript/editor/gdscript_docgen.cpp
+++ b/modules/gdscript/editor/gdscript_docgen.cpp
@@ -32,21 +32,29 @@
 
 #include "../gdscript.h"
 
-String GDScriptDocGen::_get_script_path(const String &p_path) {
+#include "core/config/project_settings.h"
+
+HashMap<String, String> GDScriptDocGen::singletons;
+
+String GDScriptDocGen::_get_script_name(const String &p_path) {
+	const HashMap<String, String>::ConstIterator E = singletons.find(p_path);
+	if (E) {
+		return E->value;
+	}
 	return p_path.trim_prefix("res://").quote();
 }
 
 String GDScriptDocGen::_get_class_name(const GDP::ClassNode &p_class) {
 	const GDP::ClassNode *curr_class = &p_class;
 	if (!curr_class->identifier) { // All inner classes have an identifier, so this is the outer class.
-		return _get_script_path(curr_class->fqcn);
+		return _get_script_name(curr_class->fqcn);
 	}
 
 	String full_name = curr_class->identifier->name;
 	while (curr_class->outer) {
 		curr_class = curr_class->outer;
 		if (!curr_class->identifier) { // All inner classes have an identifier, so this is the outer class.
-			return vformat("%s.%s", _get_script_path(curr_class->fqcn), full_name);
+			return vformat("%s.%s", _get_script_name(curr_class->fqcn), full_name);
 		}
 		full_name = vformat("%s.%s", curr_class->identifier->name, full_name);
 	}
@@ -97,12 +105,12 @@ void GDScriptDocGen::_doctype_from_gdtype(const GDType &p_gdtype, String &r_type
 					return;
 				}
 				if (!p_gdtype.script_type->get_path().is_empty()) {
-					r_type = _get_script_path(p_gdtype.script_type->get_path());
+					r_type = _get_script_name(p_gdtype.script_type->get_path());
 					return;
 				}
 			}
 			if (!p_gdtype.script_path.is_empty()) {
-				r_type = _get_script_path(p_gdtype.script_path);
+				r_type = _get_script_name(p_gdtype.script_path);
 				return;
 			}
 			r_type = "Object";
@@ -221,25 +229,26 @@ String GDScriptDocGen::_docvalue_from_variant(const Variant &p_variant, int p_re
 	}
 }
 
-void GDScriptDocGen::generate_docs(GDScript *p_script, const GDP::ClassNode *p_class) {
+void GDScriptDocGen::_generate_docs(GDScript *p_script, const GDP::ClassNode *p_class) {
 	p_script->_clear_doc();
 
 	DocData::ClassDoc &doc = p_script->doc;
 
-	doc.script_path = _get_script_path(p_script->get_script_path());
-	if (p_script->local_name == StringName()) {
-		doc.name = doc.script_path;
-	} else {
-		doc.name = p_script->local_name;
-	}
-
-	if (p_script->_owner) {
-		doc.name = p_script->_owner->doc.name + "." + doc.name;
-		doc.script_path = doc.script_path + "." + doc.name;
-	}
-
 	doc.is_script_doc = true;
 
+	if (p_script->local_name == StringName()) {
+		// This is an outer unnamed class.
+		doc.name = _get_script_name(p_script->get_script_path());
+	} else {
+		// This is an inner or global outer class.
+		doc.name = p_script->local_name;
+		if (p_script->_owner) {
+			doc.name = p_script->_owner->doc.name + "." + doc.name;
+		}
+	}
+
+	doc.script_path = p_script->get_script_path();
+
 	if (p_script->base.is_valid() && p_script->base->is_valid()) {
 		if (!p_script->base->doc.name.is_empty()) {
 			doc.inherits = p_script->base->doc.name;
@@ -271,7 +280,7 @@ void GDScriptDocGen::generate_docs(GDScript *p_script, const GDP::ClassNode *p_c
 
 				// Recursively generate inner class docs.
 				// Needs inner GDScripts to exist: previously generated in GDScriptCompiler::make_scripts().
-				GDScriptDocGen::generate_docs(*p_script->subclasses[class_name], inner_class);
+				GDScriptDocGen::_generate_docs(*p_script->subclasses[class_name], inner_class);
 			} break;
 
 			case GDP::ClassNode::Member::CONSTANT: {
@@ -451,3 +460,13 @@ void GDScriptDocGen::generate_docs(GDScript *p_script, const GDP::ClassNode *p_c
 	// Add doc to the outer-most class.
 	p_script->_add_doc(doc);
 }
+
+void GDScriptDocGen::generate_docs(GDScript *p_script, const GDP::ClassNode *p_class) {
+	for (const KeyValue<StringName, ProjectSettings::AutoloadInfo> &E : ProjectSettings::get_singleton()->get_autoload_list()) {
+		if (E.value.is_singleton) {
+			singletons[E.value.path] = E.key;
+		}
+	}
+	_generate_docs(p_script, p_class);
+	singletons.clear();
+}
diff --git a/modules/gdscript/editor/gdscript_docgen.h b/modules/gdscript/editor/gdscript_docgen.h
index a326c02c5fa..651a4fb198f 100644
--- a/modules/gdscript/editor/gdscript_docgen.h
+++ b/modules/gdscript/editor/gdscript_docgen.h
@@ -39,10 +39,13 @@ class GDScriptDocGen {
 	using GDP = GDScriptParser;
 	using GDType = GDP::DataType;
 
-	static String _get_script_path(const String &p_path);
+	static HashMap<String, String> singletons; // Script path to singleton name.
+
+	static String _get_script_name(const String &p_path);
 	static String _get_class_name(const GDP::ClassNode &p_class);
 	static void _doctype_from_gdtype(const GDType &p_gdtype, String &r_type, String &r_enum, bool p_is_return = false);
 	static String _docvalue_from_variant(const Variant &p_variant, int p_recursion_level = 1);
+	static void _generate_docs(GDScript *p_script, const GDP::ClassNode *p_class);
 
 public:
 	static void generate_docs(GDScript *p_script, const GDP::ClassNode *p_class);