diff --git a/README.md b/README.md
index 9bb988f37b2a8..36dea7af5f308 100644
--- a/README.md
+++ b/README.md
@@ -135,8 +135,7 @@ with f:
 ```python
 # retrieve top-3 neighbours of 🐲, this print 🐲🐦🐢 with score 0, 1, 1 respectively 
 with f:
-    f.search(docs[0], top_k=3,
-             on_done=lambda x: [print(m.dict()) for m in x.docs[0].matches])
+    f.search(docs[0], top_k=3, on_done=lambda x: print(x.docs[0].matches))
 ```
 
 <sup>
diff --git a/jina/types/sets/document.py b/jina/types/sets/document.py
index b2ff9dd9d5301..2850f55aea164 100644
--- a/jina/types/sets/document.py
+++ b/jina/types/sets/document.py
@@ -4,6 +4,8 @@
 
 import numpy as np
 
+from ...helper import typename
+
 try:
     # when protobuf using Cpp backend
     from google.protobuf.pyext._message import RepeatedCompositeContainer as RepeatedContainer
@@ -167,3 +169,16 @@ def new(self) -> 'Document':
         """Create a new empty document appended to the end of the set"""
         from ..document import Document
         return self.append(Document())
+
+    def __str__(self):
+        from ..document import Document
+        content = ',\n'.join(str(Document(d)) for d in self._docs_proto[:3])
+        if len(self._docs_proto) > 3:
+            content += f'in total {len(self._docs_proto)} items'
+        return content
+
+    def __repr__(self):
+        content = ' '.join(f'{k}={v}' for k, v in {'length': len(self._docs_proto)}.items())
+        content += f' at {id(self)}'
+        content = content.strip()
+        return f'<{typename(self)} {content}>'
diff --git a/jina/types/sets/match.py b/jina/types/sets/match.py
index 53ff8b43f739a..78ca9c2d24089 100644
--- a/jina/types/sets/match.py
+++ b/jina/types/sets/match.py
@@ -40,4 +40,4 @@ def granularity(self) -> int:
     @property
     def adjacency(self) -> int:
         """The adjacency of all document in this set """
-        return self._ref_doc.adjacency + 1
+        return self._ref_doc.adjacency + 1
\ No newline at end of file
diff --git a/tests/unit/types/test_repr_str.py b/tests/unit/types/test_repr_str.py
index d3dfbaff6e9b9..7fb98bbfeb583 100644
--- a/tests/unit/types/test_repr_str.py
+++ b/tests/unit/types/test_repr_str.py
@@ -3,13 +3,17 @@
 
 from jina import Document, Request, QueryLang, NdArray
 from jina.types.score import NamedScore
+from jina.types.sets.chunk import ChunkSet
+from jina.types.sets.match import MatchSet
 
 
 @pytest.mark.parametrize('obj', [Document(),
                                  Request(),
                                  QueryLang(),
                                  NamedScore(),
-                                 NdArray()])
+                                 NdArray(),
+                                 MatchSet([Document()], Document()),
+                                 ChunkSet([Document()], Document())])
 def test_builtin_str_repr_no_content(obj):
     print(obj)
     print(f'{obj!r}')
@@ -24,6 +28,6 @@ def test_builtin_str_repr_no_content(obj):
                                             ref_id='10' * 16,
                                             description='score description'),
                                  NdArray(np.random.random([3, 5]))])
-def test_builtin_str_repr_no_content(obj):
+def test_builtin_str_repr_has_content(obj):
     print(obj)
     print(f'{obj!r}')