Template Readmes and Standardization (#12819)

Co-authored-by: Erick Friis <erick@langchain.dev>

templates/pii-protected-chatbot/README.md

@@ -1 +1,67 @@
 # pii-protected-chatbot
+
+This template creates a chatbot that flags any incoming PII and doesn't pass it to the LLM.
+
+## Environment Setup
+
+The following environment variables need to be set:
+
+Set the `OPENAI_API_KEY` environment variable to access the OpenAI models.
+
+## Usage
+
+To use this package, you should first have the LangChain CLI installed:
+
+```shell
+pip install -U "langchain-cli[serve]"
+```
+
+To create a new LangChain project and install this as the only package, you can do:
+
+```shell
+langchain app new my-app --package pii-protected-chatbot
+```
+
+If you want to add this to an existing project, you can just run:
+
+```shell
+langchain app add pii-protected-chatbot
+```
+
+And add the following code to your `server.py` file:
+```python
+from pii_protected_chatbot.chain import chain as pii_protected_chatbot
+
+add_routes(app, pii_protected_chatbot, path="/openai-functions-agent")
+```
+
+(Optional) Let's now configure LangSmith. 
+LangSmith will help us trace, monitor and debug LangChain applications. 
+LangSmith is currently in private beta, you can sign up [here](https://smith.langchain.com/). 
+If you don't have access, you can skip this section
+
+```shell
+export LANGCHAIN_TRACING_V2=true
+export LANGCHAIN_API_KEY=<your-api-key>
+export LANGCHAIN_PROJECT=<your-project>  # if not specified, defaults to "default"
+```
+
+If you are inside this directory, then you can spin up a LangServe instance directly by:
+
+```shell
+langchain serve
+```
+
+This will start the FastAPI app with a server is running locally at 
+[http://localhost:8000](http://localhost:8000)
+
+We can see all templates at [http://127.0.0.1:8000/docs](http://127.0.0.1:8000/docs)
+We can access the playground at [http://127.0.0.1:8000/pii_protected_chatbot/playground](http://127.0.0.1:8000/pii_protected_chatbot/playground)  
+
+We can access the template from code with:
+
+```python
+from langserve.client import RemoteRunnable
+
+runnable = RemoteRunnable("http://localhost:8000/pii_protected_chatbot")
+```