Claude-Personal-AI

Production-ready Claude AI backend using FastAPI, Docker, and GitHub Actions.🚀

📁 Project Structure

claude-personql-ai/
│
├── app/
│   ├── api/
│   ├── services/
│   │   ├── claude_service.py
│   │   ├── embedding_service.py
│   │   ├── vector_store.py
│   │   └── rag_pipeline.py
│   │
│   ├── knowledge/
│   │   ├── loader.py
│   │   └── chunker.py
│   │
│   ├── prompts/
│   │   └── rag_prompt.py
│   │
│   └── main.py
│
├── data/                 # 存放知识文档
├── vector_db/            # 本地向量库存储
├── scripts/
│   └── ingest.py         # 构建向量库
│
├── requirements.txt
├── Dockerfile
├── docker-compose.yml
└── README.md

📦 Dependencies

fastapi
uvicorn
anthropic
sentence-transformers
faiss-cpu
python-dotenv

🚀 Quick Start Guide

1️⃣ Clone Repository

git clone https://github.com/yourname/claude-rag-ai
cd claude-rag-ai

2️⃣ Install Dependencies

pip install -r requirements.txt

3️⃣ Configure Environment

cp .env.example .env

4️⃣ Add Documents

Place your private documents into:
data/

5️⃣ Build Vector Index

python scripts/ingest.py

6️⃣ Run Server

uvicorn app.main:app --reload

🔐 Security Best Practices

•	Never commit .env
•	Store API keys in GitHub Secrets
•	Validate file uploads
•	Protect vector DB access
•	Enable HTTPS in production
•	Filter prompts against injection attacks

📚 Academic reference

1. Edward, S. G., Bhattacharya, R., & Sinha, V. (2025). Enterprise Guide for Implementing Generative AI and Agentic AI. Springer. https://link.springer.com/chapter/10.1007/979-8-8688-1603-1
   2. Edward, S. G., Bhattacharya, R., & Sinha, V. (2025). Evaluation and Deployment. Springer. https://link.springer.com/chapter/10.1007/979-8-8688-1603-1_6
   3. Huang, K., & Hughes, C. (2025). Deploying Agentic AI in Enterprise Environments. Springer. https://link.springer.com/chapter/10.1007/978-3-032-02130-4_10
   4. Serafim de Oliveira, M. C. (2025). A Comparative Analysis of LLM-Based Multi-Agent Frameworks. https://www.doria.fi/handle/10024/193122
   5. Sahu, S. K. (2025). Generative AI-Driven Application Development. Springer.
   6. More, P., et al. (2025). Leveraging CI/CD to Operationalize LLM Chatbots. IEEE.
   7. Mittal, A., & Venkatesan, V. (2025). Integration of LLMs into Enterprise CI/CD Pipelines. IEEE.
   8. Xu, R., & Yan, Y. (2026). Agent Skills for Large Language Models. arXiv:2602.12430 https://arxiv.org/abs/2602.12430