AI Dev

AI Develop Framework

• LangChain (python + node.js)
• LlamaIndex (python)
• Haystack (python)
• Phidata (python)

- LlamaIndex

• Ollama <> Mistral <> LlamaIndex Cookbook (ipynb)

Data Analysis (Chat with CSV)

• LangChain: Chat with a CSV | LangChain Agents Tutorial (Beginners) - YouTube
• PandasAI: Multi-ChatCSV Streamlit App:Analyze Multiple CSV files with PandasAI and OpenAI| Step by Step - YouTube
• Streamlit: Chat with CSV Streamlit Chatbot using Llama 2: All Open Source - YouTube
• DataLine
  • GitHub: https://github.com/RamiAwar/dataline 

- PandasAI

PandasAI is a Python library that makes it easy to ask questions to your data in natural language. It helps you to explore, clean, and analyze your data using generative AI.

• GitHub: https://github.com/Sinaptik-AI/pandas-ai 
• Video: Multi-ChatCSV Streamlit App:Analyze Multiple CSV files with PandasAI and OpenAI| Step by Step - YouTube

Chat with Dataset

• Chat with your dataset! This project demonstrates a web-based application to query a dataset through natural language.

Web Scraper

- Crawlee

A web scraping and browser automation library. 

• crawlee for Python
  • GitHub: https://github.com/apify/crawlee-python 
• crawlee for Node.js
  • GitHub: https://github.com/apify/crawlee 

- ScrapeGraphAI

ScrapeGraphAI is a open-source web scraping python library designed to usher in a new era of scraping tools.

• Indices and tables — ScrapeGraphAI documentation
• GitHub: https://github.com/ScrapeGraphAI/Scrapegraph-ai  
• Video: Scrape Any Website using llama3+Ollama+ScrapeGraphAI | Fully Local + Free #ai #llm - YouTube

- Crew AI

Crew AI is a collaborative working system designed to enable various artificial intelligence agents to work together as a team, efficiently accomplishing complex tasks. Each agent has a specific role, resembling a team composed of researchers, writers, and planners.

• GitHub: https://github.com/joaomdmoura/crewAI  
• 範例：使 AI 自動爬文並生成筆記
  • Video: 如何搭建一套Agent系统
  • GitHub: Python 程式碼
• Crew AI — your own minions. How I Made AI Assistants Do My Work For… | by Csakash | Medium

- Scraperr

Self-hosted webscraper.

• Welcome to the Scraperr Docs | Scraperr Docs
• GitHub: https://github.com/jaypyles/Scraperr 

LLM API

- OpenAI API

• What is ChatGPT API? - GeeksforGeeks
• [D7] OpenAI API 入門 - 基本提示技巧 - iT 邦幫忙::一起幫忙解決難題，拯救 IT 人的一天 (ithome.com.tw)
• [D8] OpenAI API 入門 - Chat Completion 訊息角色 - iT 邦幫忙::一起幫忙解決難題，拯救 IT 人的一天 (ithome.com.tw)
• Model Parameters in OpenAI API. Let’s break down the… | by Csakash | Medium

- Gemini API

• Doc: Gemini API 文件與參考資料  |  Google AI for Developers  |  Google for Developers
• Gemini API Cookbook

Web UI Framework

- Gradio

Gradio is the fastest way to demo your machine learning model with a friendly web interface so that anyone can use it, anywhere!

• Gradio
• Create a ChatBot with OpenAI and Gradio in Python - GeeksforGeeks
• 語音輸入的 OpenAI ChatBot 介面開發

- Streamlit

Streamlit is the UI powering the LLM movement

• Streamlit • A faster way to build and share data apps
• AI talks: ChatGPT assistant via Streamlit
• GitHub: Some Example Codes

AI Memory

• How To Give Your Chatbot More Memory | by Dan Cleary | Medium
• [D8] OpenAI API 入門 - Chat Completion 訊息角色 - iT 邦幫忙::一起幫忙解決難題，拯救 IT 人的一天 (ithome.com.tw)

AI Coding

- Alternative to GitHub Copilot

• Best Self-hosted GitHub Copilot AI Coding Alternatives - Virtualization Howto

- VS Code

• CodeGPT - Code like a pro with our AI Copilot!
  • Doc: https://docs.codegpt.co/docs/intro 
  • VSCode: CodeGPT: Chat & AI Agents - Visual Studio Marketplace
• Continue
  • An entirely open-source AI code assistant inside your editor (continue.dev)
  • Doc: https://docs.continue.dev/intro 
  • VSCode: Continue - Codestral, GPT-4o, and more - Visual Studio Marketplace
  • GitHub: https://github.com/continuedev/continue 
• Codeium - 支援 vim/Neovim 編輯器，使用專有模型與 OpenAI API，個人使用免費
  • VSCode: Codeium: AI Coding Autocomplete and Chat for Python, Javascript, Typescript, Java, Go, and more - Visual Studio Marketplace
  • GitHub: https://github.com/Exafunction/codeium.vim 
  • Video: 【Arduino 進階開發】AI 程式碼助手 Codeium 讓你輕鬆寫 Arduino！ - YouTube
• Cline - an AI assistant that can use your CLI aNd Editor
  • GitHub: https://github.com/cline/cline 
• Gemini Code Assist - AI-first coding in your natural language

- Cursor

• YT: Cursor编程实战演示——用思维链方法让AI写AI提示词 - YouTube
• Cursor Directory

Agentic Coding

Claude Code (Anthropic)

• GitHub: https://github.com/anthropics/claude-code 
• Doc: https://docs.anthropic.com/en/docs/claude-code/overview 

Codex CLI (OpenAI)

• GitHub: https://github.com/openai/codex 
• Codex CLI 1UP - Codex CLI 加強版，整合了其他 CLI 指令。

Gemini CLI (Google)

• GitHub: https://github.com/google-gemini/gemini-cli 

OpenCode

• OpenCode | The open source AI coding agent
• OpenCode vs Copilot vs Cursor : Which Tool Builds Features Faster? - Geeky Gadgets
• OpenCode Tutorial : Run Parallel AI Tasks & Track Tokens Easily - Geeky Gadgets
• OpenCode AI : 8 Real Ways to Streamline Your Workflows - Geeky Gadgets
• YT: opencode 實戰：15 分鐘分析陌生程式碼庫，AI 代理幫你規劃重構路徑 - YouTube

Kilo Code

支援 VS code, JetBrains, IntelliJ, CLI, Slack, Code Reviewer

•  Kilo - Kilo: The Open Source AI Coding Agent for VS Code, JetBrains, and your CLI

Responsible AI

• Input Otput Guardrails with llama (ipynb)
• Google SynthID Text
  • Google開源SynthID Text | iThome
  • SynthID: Tools for watermarking and detecting LLM-generated Text

AI Proxy

企業在導入 LLM 時，可能會用到多種不同的模型，這些包含商用授權與開源授權以及來自不同的服務商。為了統一管理及開發應用這些各類不同模型，建議使用 OpenAI Proxy 這個平台來解決，以達到下列目的：

• 統一 API 介接入口與格式
• 成本追蹤
• 平衡負載

 

 

More

• OpenUI - AI自動生成網頁原始碼並即時預覽
  • GitHub: https://github.com/wandb/openui 
  • Video: OpenUI & Llama 3: Effortless Text to Frontend UI Generation - YouTube
• Instructor - Structured outputs powered by llms. Designed for simplicity, transparency, and control. 
  • Welcome To Instructor - Instructor (jxnl.github.io)