diff --git a/JavaScript/chatbot-nextjs/README.md b/JavaScript/chatbot-nextjs/README.md
index de1c117b..46a2fcb1 100644
--- a/JavaScript/chatbot-nextjs/README.md
+++ b/JavaScript/chatbot-nextjs/README.md
@@ -17,6 +17,11 @@
 </p>
 <!-- banner end -->
 
+# Chatbot Example
+This is a Next.js app that uses openai and Autoblocks to power and monitor a chatbot.
+
+View the deployed application at https://chatbot-example.autoblocks.ai
+
 ## Copy the root `.env` file to this directory
 
 ```bash
diff --git a/JavaScript/langchain/package.json b/JavaScript/langchain/package.json
index f7a96e20..0ce28827 100644
--- a/JavaScript/langchain/package.json
+++ b/JavaScript/langchain/package.json
@@ -1,6 +1,6 @@
 {
   "name": "langchain",
-  "description": "Automatic tracing of LangChain",
+  "description": "Automatic tracing of a LangChain pipeline",
   "version": "0.0.0",
   "private": true,
   "engines": {
diff --git a/JavaScript/novel-ai-text-editor/README.md b/JavaScript/novel-ai-text-editor/README.md
index b1d9fdc1..1db023e1 100644
--- a/JavaScript/novel-ai-text-editor/README.md
+++ b/JavaScript/novel-ai-text-editor/README.md
@@ -17,11 +17,9 @@
 </p>
 <!-- banner end -->
 
-# Novel Autoblocks Example
+# Novel Example
 
-Example Next.js application using [Novel](https://github.com/steven-tey/novel) and [Autoblocks](https://www.autoblocks.ai).
-
-Based on [novella](https://github.com/steven-tey/novella).
+Example Next.js application using [Novel](https://github.com/steven-tey/novel). Based on [novella](https://github.com/steven-tey/novella).
 
 ## Copy the root `.env` file to this directory
 
diff --git a/Python/langchain/pyproject.toml b/Python/langchain/pyproject.toml
index 9cc131ec..c8550fdb 100644
--- a/Python/langchain/pyproject.toml
+++ b/Python/langchain/pyproject.toml
@@ -1,7 +1,7 @@
 [tool.poetry]
 name = "python-openai-autoblocks-example"
 version = "0.0.0"
-description = "Automatic tracing of LangChain"
+description = "Automatic tracing of a LangChain pipeline"
 authors = ["Autoblocks Engineering <engineering@autoblocks.ai>"]
 license = "MIT"
 readme = "README.md"
diff --git a/README.md b/README.md
index cabc3f0d..eec0041a 100644
--- a/README.md
+++ b/README.md
@@ -10,8 +10,6 @@
   <a href="https://www.autoblocks.ai/">Home</a>
 </p>
 
-# Autoblocks Examples
-
 This repository contains examples of how to use Autoblocks with various frameworks, libraries, and languages.
 
 ## Getting started
@@ -52,7 +50,3 @@ All examples will pull environment variables from this file!
 | [langchain](/Python/langchain)         | Automatic tracing of LangChain |
 | [openai-manual](/Python/openai-manual) | Manual tracing of openai calls |
 <!-- Python end -->
-
-## More Information
-
-For more information on how to use Autoblocks, visit the [Autoblocks documentation](https://docs.autoblocks.ai/).