diff --git a/MANIFEST.in b/MANIFEST.in
new file mode 100644
index 0000000000000..e322490ee32e8
--- /dev/null
+++ b/MANIFEST.in
@@ -0,0 +1,2 @@
+include langchain/VERSION
+include LICENSE
diff --git a/README.md b/README.md
index 059f2f8094c25..4f8f4c2f18940 100644
--- a/README.md
+++ b/README.md
@@ -30,7 +30,7 @@ This project was largely inspired by a few projects seen on Twitter for which we
 
 **[Self-ask-with-search](https://ofir.io/self-ask.pdf)**
 
-To recreate this paper, use the following code snippet or checkout the [example notebook](examples/self_ask_with_search.ipynb).
+To recreate this paper, use the following code snippet or checkout the [example notebook](https://github.com/hwchase17/langchain/blob/master/examples/self_ask_with_search.ipynb).
 
 ```
 from langchain import SelfAskWithSearchChain, OpenAI, SerpAPIChain
@@ -45,7 +45,7 @@ self_ask_with_search.run("What is the hometown of the reigning men's U.S. Open c
 
 **[LLM Math](https://twitter.com/amasad/status/1568824744367259648?s=20&t=-7wxpXBJinPgDuyHLouP1w)**
 
-To recreate this example, use the following code snippet or check out the [example notebook](examples/llm_math.ipynb).
+To recreate this example, use the following code snippet or check out the [example notebook](https://github.com/hwchase17/langchain/blob/master/examples/llm_math.ipynb).
 
 ```
 from langchain import OpenAI, LLMMathChain
@@ -58,7 +58,7 @@ llm_math.run("How many of the integers between 0 and 99 inclusive are divisible
 
 **Generic Prompting**
 
-You can also use this for simple prompting pipelines, as in the below example and this [example notebook](examples/simple_prompts.ipynb).
+You can also use this for simple prompting pipelines, as in the below example and this [example notebook](https://github.com/hwchase17/langchain/blob/master/examples/simple_prompts.ipynb).
 
 ```
 from langchain import Prompt, OpenAI, LLMChain
diff --git a/setup.py b/setup.py
index e1a515dc473e8..b84bd60913d61 100644
--- a/setup.py
+++ b/setup.py
@@ -18,4 +18,6 @@
     long_description=long_description,
     license="MIT",
     url="https://github.com/hwchase17/langchain",
+    include_package_data=True,
+    long_description_content_type="text/markdown",
 )