diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0cba290..7e2f33c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,11 @@
 
 <!-- do not remove -->
 
+## 0.2.3
+
+- Fixed broken links on PyPi index page
+
+
 ## 0.2.2
 
 ### New Features
diff --git a/README.md b/README.md
index 13249b1..5b59457 100644
--- a/README.md
+++ b/README.md
@@ -150,7 +150,7 @@ generating the documentation only and it is not being checked by the
 actual server.
 
 Next, an object of the
-[`FastKafka`](https://airtai.github.io/fastkafka/0.2.2/api/fastkafka/FastKafka/#fastkafka.FastKafka)
+[`FastKafka`](https://airtai.github.io/fastkafka/0.2.3/api/fastkafka/FastKafka/#fastkafka.FastKafka)
 class is initialized with the minimum set of arguments:
 
 - `kafka_brokers`: a dictionary used for generation of documentation
@@ -244,7 +244,7 @@ def to_predictions(species_class: int) -> IrisPrediction:
 ## Testing the service
 
 The service can be tested using the
-[`Tester`](https://airtai.github.io/fastkafka/0.2.2/api/fastkafka/testing/Tester/#fastkafka.testing.Tester)
+[`Tester`](https://airtai.github.io/fastkafka/0.2.3/api/fastkafka/testing/Tester/#fastkafka.testing.Tester)
 instances which internally starts Kafka broker and zookeeper.
 
 Before running tests, we have to install Java runtime and Apache Kafka
@@ -416,9 +416,9 @@ def to_predictions(species_class: int) -> IrisPrediction:
 To run the service, you will need a running Kafka broker on localhost as
 specified by the `bootstrap_servers="localhost:9092"` parameter above.
 We can start the Kafka broker locally using the
-[`LocalKafkaBroker`](https://airtai.github.io/fastkafka/0.2.2/api/fastkafka/testing/LocalKafkaBroker/#fastkafka.testing.LocalKafkaBroker).
+[`LocalKafkaBroker`](https://airtai.github.io/fastkafka/0.2.3/api/fastkafka/testing/LocalKafkaBroker/#fastkafka.testing.LocalKafkaBroker).
 Notice that the same happens automatically in the
-[`Tester`](https://airtai.github.io/fastkafka/0.2.2/api/fastkafka/testing/Tester/#fastkafka.testing.Tester)
+[`Tester`](https://airtai.github.io/fastkafka/0.2.3/api/fastkafka/testing/Tester/#fastkafka.testing.Tester)
 as shown above.
 
     [INFO] fastkafka._testing.local_broker: LocalKafkaBroker.start(): entering...
diff --git a/fastkafka/__init__.py b/fastkafka/__init__.py
index d60a295..6f97ca2 100644
--- a/fastkafka/__init__.py
+++ b/fastkafka/__init__.py
@@ -1,4 +1,4 @@
-__version__ = "0.2.2"
+__version__ = "0.2.3"
 # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/010_Application_export.ipynb.
 
 # %% auto 0
diff --git a/settings.ini b/settings.ini
index 1ca2b71..13940b7 100644
--- a/settings.ini
+++ b/settings.ini
@@ -5,7 +5,7 @@
 ### Python library ###
 repo = fastkafka
 lib_name = %(repo)s
-version = 0.2.2
+version = 0.2.3
 min_python = 3.8
 license = apache2