diff --git a/MANIFEST.in b/MANIFEST.in
index 0973e62d9e72..5ae301c04bf0 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -1,4 +1,4 @@
-inculde *.txt
+include *.txt
 include *.cmake
 graft CMake
 graft third_party
diff --git a/pyvelox/README.md b/pyvelox/README.md
index f3fb46ffb92b..acf3c7c9949e 100644
--- a/pyvelox/README.md
+++ b/pyvelox/README.md
@@ -16,10 +16,16 @@ conda create --name pyveloxenv python=3.7
 conda activate pyveloxenv
 ```
 
+### Install PyVelox
+
+You can install PyVelox from pypi without the need to build it from source as we provide wheels for Linux and macOS (x86_64):
+```
+pip install pyvelox
+```
 
 ### From Source
 
-Currently PyVelox can only be built from source. You will need Python 3.7 or later and a C++17 compiler.
+You will need Python 3.7 or later and a C++17 compiler to build PyVelox from source.
 
 
 #### Install Dependencies
@@ -33,7 +39,8 @@ On Linux
 Run the script referenced [here](https://github.com/facebookincubator/velox#setting-up-on-linux-ubuntu-2004-or-later) to install on linux.
 
 
-#### Install PyVelox
+#### Build PyVelox
+
 For local development, you can build with debug mode:
 ```
 make python-build
diff --git a/setup.py b/setup.py
index c5a445e82d30..4e09e3aa3d78 100644
--- a/setup.py
+++ b/setup.py
@@ -32,7 +32,7 @@
 
 ROOT_DIR = Path(__file__).parent.resolve()
 
-with open("README.md") as f:
+with open("pyvelox/README.md") as f:
     readme = f.read()