diff --git a/jedi/api/helpers.py b/jedi/api/helpers.py
index e3f0259f..f691707d 100644
--- a/jedi/api/helpers.py
+++ b/jedi/api/helpers.py
@@ -9,6 +9,7 @@ from parso.python.parser import Parser
 from parso.python import tree
 
 from jedi._compatibility import u
+from jedi.evaluate.base_context import NO_CONTEXTS
 from jedi.evaluate.syntax_tree import eval_atom
 from jedi.evaluate.helpers import evaluate_call_of_leaf
 from jedi.evaluate.compiled import get_string_context_set
@@ -146,15 +147,22 @@ def evaluate_goto_definition(evaluator, context, leaf, prefer_stubs=False):
             return evaluator.goto_definitions(context, leaf)
 
     parent = leaf.parent
+    definitions = NO_CONTEXTS
     if parent.type == 'atom':
-        return context.eval_node(leaf.parent)
+        definitions = context.eval_node(leaf.parent)
     elif parent.type == 'trailer':
-        return evaluate_call_of_leaf(context, leaf)
+        definitions = evaluate_call_of_leaf(context, leaf)
     elif isinstance(leaf, tree.Literal):
         return eval_atom(context, leaf)
     elif leaf.type in ('fstring_string', 'fstring_start', 'fstring_end'):
         return get_string_context_set(evaluator)
-    return []
+    if prefer_stubs:
+        return definitions
+    from jedi.evaluate.gradual.conversion import try_stubs_to_actual_context_set
+    return try_stubs_to_actual_context_set(
+        definitions,
+        prefer_stub_to_compiled=True,
+    )
 
 
 CallSignatureDetails = namedtuple(
diff --git a/jedi/evaluate/gradual/conversion.py b/jedi/evaluate/gradual/conversion.py
index a04a6003..450abc09 100644
--- a/jedi/evaluate/gradual/conversion.py
+++ b/jedi/evaluate/gradual/conversion.py
@@ -9,8 +9,19 @@ def stub_to_actual_context_set(stub_context, ignore_compiled=False):
     if not stub_module.is_stub():
         return ContextSet([stub_context])
 
+    was_instance = stub_context.is_instance()
+    if was_instance:
+        stub_context = stub_context.py__class__()
+
     qualified_names = stub_context.get_qualified_names()
-    return _infer_from_stub(stub_module, qualified_names, ignore_compiled)
+    contexts = _infer_from_stub(stub_module, qualified_names, ignore_compiled)
+    if was_instance:
+        contexts = ContextSet.from_sets(
+            c.execute_evaluated()
+            for c in contexts
+            if c.is_class()
+        )
+    return contexts
 
 
 def _infer_from_stub(stub_module, qualified_names, ignore_compiled):
@@ -83,6 +94,10 @@ def _to_stub(context):
     if context.is_stub():
         return ContextSet([context])
 
+    was_instance = context.is_instance()
+    if was_instance:
+        context = context.py__class__()
+
     qualified_names = context.get_qualified_names()
     stub_module = _load_stub_module(context.get_root_context())
     if stub_module is None or qualified_names is None:
@@ -91,4 +106,11 @@ def _to_stub(context):
     stub_contexts = ContextSet([stub_module])
     for name in qualified_names:
         stub_contexts = stub_contexts.py__getattribute__(name)
+
+    if was_instance:
+        stub_contexts = ContextSet.from_sets(
+            c.execute_evaluated()
+            for c in stub_contexts
+            if c.is_class()
+        )
     return stub_contexts
diff --git a/test/test_evaluate/test_gradual/test_typeshed.py b/test/test_evaluate/test_gradual/test_typeshed.py
index ca4b5c23..015971d2 100644
--- a/test/test_evaluate/test_gradual/test_typeshed.py
+++ b/test/test_evaluate/test_gradual/test_typeshed.py
@@ -60,10 +60,11 @@ def test_function(Script, environment):
 
 def test_keywords_variable(Script):
     code = 'import keyword; keyword.kwlist'
-    def_, = Script(code).goto_definitions()
-    assert def_.name == 'Sequence'
+    seq1, seq2 = Script(code).goto_definitions()
+    assert seq1.name, seq2.name == 'Sequence'
     # This points towards the typeshed implementation
-    assert typeshed.TYPESHED_PATH in def_.module_path
+    stub_seq, = seq1.goto_stubs()
+    assert typeshed.TYPESHED_PATH in stub_seq.module_path
 
 
 def test_class(Script):
@@ -187,6 +188,7 @@ def _assert_is_same(d1, d2):
     'code', [
         'import os; os.walk',
         'from collections import Counter; Counter',
+        'from collections import Counter; Counter()',
         'from collections import Counter; Counter.most_common',
     ])
 def test_goto_stubs_on_itself(Script, code, type_):