refactoring

README.md

@@ -121,7 +121,7 @@ Create a chatbot application using LanceDB for efficient vector-based response g
 | [CLI-based SDK Manual Chatbot with Phidata](/examples/CLI-SDK-Manual-Chatbot-Locally/) | [![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](./examples/CLI-SDK-Manual-Chatbot-Locally/assistant.py) [![local LLM](https://img.shields.io/badge/local-llm-green)](#) [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|
 | [Youtube transcript search bot](/examples/Youtube-Search-QA-Bot/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Youtube-Search-QA-Bot/main.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a>  [![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](./examples/Youtube-Search-QA-Bot/main.py) [![JS](https://img.shields.io/badge/javascript-%23323330.svg?style=for-the-badge&logo=javascript&logoColor=%23F7DF1E)](./examples/Youtube-Search-QA-Bot/index.js) [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![intermediate](https://img.shields.io/badge/intermediate-FFDA33)](#)||
 | [Langchain: Code Docs QA bot](/examples/Code-Documentation-QA-Bot/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/Code-Documentation-QA-Bot/main.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> [![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](./examples/Code-Documentation-QA-Bot/main.py) [![JS](https://img.shields.io/badge/javascript-%23323330.svg?style=for-the-badge&logo=javascript&logoColor=%23F7DF1E)](./examples/Code-Documentation-QA-Bot/index.js) [![LLM](https://img.shields.io/badge/openai-api-white)](#) [![intermediate](https://img.shields.io/badge/intermediate-FFDA33)](#)||
-| [Chatbot with any website using Crawl4AI ](/examples/CrawlerQ&A_website/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/examples/CrawlerQ&A_website/main.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> [![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](./examples/Code-Documentation-QA-Bot/main.py) [![LLM](https://img.shields.io/badge/openai-api-white)](#)  [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|
+| [Chatbot with any website using Crawl4AI ](/examples/CrawlerQ&A_website/) | <a href="https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/examples/CrawlerQ&A_website/main.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a> [![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)](./examples/Code-Documentation-QA-Bot/main.py) [![LLM](https://img.shields.io/badge/openai-api-white)](#)  [![beginner](https://img.shields.io/badge/beginner-B5FF33)](#)|
 | [Context-Aware Chatbot using Llama 2 & LanceDB](./tutorials/chatbot_using_Llama2_&_lanceDB) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lancedb/vectordb-recipes/blob/main/tutorials/chatbot_using_Llama2_&_lanceDB/main.ipynb) [![local LLM](https://img.shields.io/badge/local-llm-green)](#) [![advanced](https://img.shields.io/badge/advanced-FF3333)](#)| [![Ghost](https://img.shields.io/badge/ghost-000?style=for-the-badge&logo=ghost&logoColor=%23F7DF1E)](https://blog.lancedb.com/context-aware-chatbot-using-llama-2-lancedb-as-vector-database-4d771d95c755) |
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