Doc-Ask-Engine-MCP by RishulGupta - MCP Server

🗨️Doc Ask Engine MCP

A customizable, agent-powered GenAI chatbot for querying your own documents and data — originally built for Naukri.com to automate HR policy queries.

🔍 What is Doc Ask Engine MCP?

Doc Ask Engine MCP is an AI-powered question-answering engine that lets you "talk" to your internal documents. It uses Generative AI and agentic reasoning, hosted on an MCP (Modular Command Processing) server, to return intelligent answers to user queries based on custom data.

Originally developed during my internship at Naukri.com, it helped answer questions like:

🕒 What are the office timings?
📝 How many leaves can I take in a year?
💰 What’s the reimbursement process?

Now open-sourced and fully customizable — plug in your own PDFs to build a Q&A engine for any domain (HR, legal, medical, etc.).

⚡ Features

✅ GenAI + Agentic reasoning
📄 PDF-based ingestion
🧠 FAISS-powered similarity search
🖥️ API served via MCP Server
🔄 Fully customizable with your data

🚀 Getting Started

🧾 Step 1: Clone the Repository

git clone https://github.com/RishulGupta/Doc-Ask-Engine-MCP.git
cd Doc-Ask-Engine-MCP

📁 Step 2: Add Your PDFs

Create a folder and add your documents:

Doc-Ask-Engine-MCP/
└── my_data/
    ├── handbook.pdf
    └── code_of_conduct.pdf

⚙️ Step 3: Modify `data_ingestion.py`

Edit the file and change this line:

SOURCE_DIRECTORY = "my_data"

Then run:

python data_ingestion.py

This generates a FAISS index from your documents.

🧠 Step 4: Start the MCP Server

python mainwithmcp.py

You’ll see the server starting up.

🗨️ Step 5: Ask Questions

📡 Endpoint: http://127.0.0.2:8000/mcp/ask_faiss

Send a request with:

{
  "ask_query": "What are the office working hours?"
}

You'll get a smart AI-generated response based on your uploaded documents.

🧩 How It Works

📚 Parse and chunk PDFs
✨ Embed text using GenAI
🧭 Store embeddings with FAISS
🔎 Retrieve relevant chunks
🤖 Agent synthesizes final answer
🌐 Answer served via MCP endpoint

👨‍💻 Author

Rishul Gupta

📌 Notes

🔓 Built for Naukri, generalized for everyone

RishulGupta/Doc-Ask-Engine-MCP