docarray · JoanFM · Aug 1, 2023 · Jun 28, 2023 · Jul 6, 2023 · Jul 6, 2023
diff --git a/README.md b/README.md
@@ -393,7 +393,6 @@ query = dl[0]
 results, scores = index.find(query, limit=10, search_field='embedding')
 ```
 
-
 ---
 
 ## Learn DocArray

diff --git a/docs/API_reference/doc_index/backends/milvus.md b/docs/API_reference/doc_index/backends/milvus.md
@@ -0,0 +1,3 @@
+# MilvusDocumentIndex
+
+::: docarray.index.backends.milvus.MilvusDocumentIndex
diff --git a/docs/API_reference/doc_index/backends/redis.md b/docs/API_reference/doc_index/backends/redis.md
@@ -0,0 +1,3 @@
+# RedisDocumentIndex
+
+::: docarray.index.backends.redis.RedisDocumentIndex
diff --git a/docs/user_guide/storing/docindex.md b/docs/user_guide/storing/docindex.md
diff --git a/docs/user_guide/storing/first_step.md b/docs/user_guide/storing/first_step.md
@@ -25,7 +25,7 @@ This section covers the following three topics:
 
 ## Document Index
 
-A Document Index lets you store your Documents and search through them using vector similarity.
+A Document Index lets you store your documents and search through them using vector similarity.
 
 This is useful if you want to store a bunch of data, and at a later point retrieve documents that are similar to
 a query that you provide.
@@ -41,5 +41,7 @@ use a vector search library locally (HNSWLib, Exact NN search):
 - [Weaviate](https://weaviate.io/)  |  [Docs](index_weaviate.md)
 - [Qdrant](https://qdrant.tech/)  |  [Docs](index_qdrant.md)
 - [Elasticsearch](https://www.elastic.co/elasticsearch/) v7 and v8  |  [Docs](index_elastic.md)
+- [Redis](https://redis.com/)  |  [Docs](index_redis.md)
+- [Milvus](https://milvus.io/)  |  [Docs](index_milvus.md)
 - [Hnswlib](https://github.com/nmslib/hnswlib)  |  [Docs](index_hnswlib.md)
 - InMemoryExactNNSearch  |  [Docs](index_in_memory.md)
-Original file line number
+Diff line change
@@ Expand Up / @@ -393,7 +393,6 @@ query = dl[0] @@
     results, scores = index.find(query, limit=10, search_field='embedding')
     ```
     ---
     ## Learn DocArray
@@ Expand Down @@
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1,3 @@
		# MilvusDocumentIndex

		::: docarray.index.backends.milvus.MilvusDocumentIndex
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1,3 @@
		# RedisDocumentIndex

		::: docarray.index.backends.redis.RedisDocumentIndex