---
title: NoCoMind - Dynamic and Customizable AI Agents
emoji: 🤖
colorFrom: blue
colorTo: green
sdk: gradio
sdk_version: 5.33.0
app_file: app.py
pinned: true
tags:
- mcp-server-track
- custom-component-track
- agent-demo-track
demo_video_URL: https://youtu.be/7hGmoNQlPss
short_description: No code builder to customize, deploy intelligent AI Agents🤖
---


# **NoCoMind - Dynamic & Customizable AI Agents**

Welcome to the **NoCoMind - Dynamic & Customizable AI Agents** – a **no-code platform** designed  
to help you create **smart, domain-adaptable AI agents** effortlessly. Whether you're in  
**e-commerce (e.g. Flipkart)**, **HR**, **restaurant services**, or **enterprise analytics**, this tool  
empowers you to build agents that understand and act on both **structured and unstructured data**.

## **How Our Product Covers the Hackathon Tracks**

### 🔧 **Track 1: MCP Tool / Server**  
Our product seamlessly incorporates **custom-built MCP tools** — including a **SQL Query Engine**,  
**Python Code Generator**, and **Data Visualization Tool** — within the **Gradio app**, enhancing  
**LLM functionality** by enabling users to perform domain-specific tasks effortlessly through a  
**no-code interface**.
**Demo Video URL**: https://youtu.be/7hGmoNQlPss

### 🧩 **Track 2: Custom Components for Agents**  
We utilize and customize **Gradio components** to create an intuitive **multi-step agent configuration flow**, 
including **knowledge base upload pop-ups**, **dynamic tool toggles**, and **immutable agent status indicators**, 
enhancing user experience and agent customization. Additionally, we’ve added customized **cloud deployment capabilities** 
that allow users to deploy their configured agents directly to platforms like **GCP**, **AWS**, **Azure**, and **Gradio Cloud**, 
enabling a seamless transition from **no-code setup** to **production-ready deployment** — all within the same interface.
**Demo Video URL**: https://youtu.be/7hGmoNQlPss


### 🤖 **Track 3: Agentic Demo Showcase**  
The core of our product is a **dynamic AI agent** that combines **structured and unstructured data  
reasoning**, **tool orchestration**, and **real-time visualization generation**, showcasing how  
**conversational agents** can deliver **complex insights** across multiple industries with minimal  
setup.
**Demo Video URL**: https://youtu.be/7hGmoNQlPss


**Technologies Covered**: Gradio MCP Tools, AI Agents, Qdrant Vector DB, SQL Database, etc.  
**Model Hosting**: Used all open-source Large Language Models via NEBIUS platform.  
**Text Generation Model**: meta-llama/Meta-Llama-3.1-405B-Instruct  
**Code Generation & Reasoning Model**: Qwen/Qwen3-235B-A22B  
**Embedding Model**: BAAI/bge-en-icl  



## 🚀 **Key Features**

- 🧩 **Multi-Domain Support**  
  Build agents tailored for any industry — from **HR** and **e-commerce** to **food services** and  
  **data analytics**.

- 🧠 **Structured + Unstructured Data Handling**  
  Your agent understands **databases** and **documents (PDFs, DOCs, etc.)** alike.

- 🔒 **Secure Cloud Storage**  
  Structured data stored with **encryption** and **access control**.

- 📄 **Unstructured Data Upload**  
  Upload documents into a **searchable knowledge base** (e.g. company policies, product catalogs).

- 🛠 **Integrated Tools**  
  - **SQL Query Engine**  
  - **Python Code Generator**  
  - **Data Visualization Tool**

- 🎨 **No-Code Chat Agent Builder**  
  Intuitive UI for configuring agents **without any code**.

- 📊 **Smart Visual Insights**  
  Get **instant charts and graphs** generated from your structured data — just ask!

- ☁️ **Cloud Deployment Ready**
  Deploy customized agents to platforms like **GCP, AWS, Azure, and Gradio Cloud** demonstrating real-world deployment workflows for agent-based solutions
  

## 🖥 **Interface Overview**

### 1. 📚 **Add Knowledge Base**
- Enter a **field name** (e.g. HR Policies, Menu Data)  
- Upload files (**PDF, DOCX, TXT**, etc.)  
- Hit **Save** to store files  
- ✅ **Status updates**: `"Knowledge Base Saved"`  
- ❌ Use **Close** to return to main screen  

### 2. 🛠 **Tools Configuration**
- Shows a ✅ message: `"MCP Tools Integrated"`  
- Displays integrated tools:  
  - **SQL Engine**  
  - **Python Code Generator**  
  - **Visualization Tool**  
- 🔐 **Show/Hide Database toggle**:  
  - View **structured cloud data** safely  
  - **Privacy-first approach**

### 3. 🤖 **Add Agent Configuration**
- Set:  
  - **Agent Name**  
  - **Description**  
  - **Instructions**
- Tools: **MCP Tools** are already pre-integrated  
- ☑️ Enable **Knowledge Base usage**  
- 💾 Hit **Save**  
- ❌ Click **Close** to go back

### 4. ☁️ **Cloud Configuration**
- Set:
    - **GCP**
    - **AWS**
    - **AZURE**
    - **Gradio Cloud**
  - **Confirm**
  - **Close**

## ✅ **Status Overview**
Once each section is configured, a **status card** appears:
- 🟢 **Knowledge Base**: Added  
- 🟢 **Agent**: Added  
- ✅ **Immutable check-marked status indicators**  
  *(once configured, status can't be reversed)*

## 💬 **Chat Interface**
When setup is complete:
- Enter your **query**
- Click **Send**
- Agent dynamically:
  - Queries **structured DB or KB**
  - Runs **Python logic** if needed
  - Responds with:
    - **SQL results**
    - **Python-generated outputs**
    - **Smart visualizations**

## 🧠 **Example Use Cases**

### 🛍 **E-Commerce & Retail** (e.g., Flipkart, Amazon)
1. **Product Insights Agent**  
   “Show me the top-selling categories this month.”
2. **Inventory Forecasting Bot**  
   “What items are likely to go out of stock next week?”
3. **Returns & Complaints Analyzer**  
   “What’s the most common reason for product returns?”
4. **Personalized Shopping Assistant**  
   Recommends products based on past user behavior and weather.
5. **Competitor Analysis Agent**  
   Extract and summarize info from scraped web pages or uploaded PDFs of competitor catalogs.

### 🔶 **Human Resources (HR)**
6. **Policy Query Agent**  
   “How many casual leaves do I have?” (PDF-based KB)
7. **Salary Breakdown Explainer**  
   “Explain my payslip — what is HRA?”
8. **Candidate Screening Bot**  
   Upload resumes → Ask: “Show top 5 candidates with Python + AWS experience.”
9. **Onboarding Assistant**  
   Automate Q&A for new hires using company manuals.
10. **Feedback Analyzer**  
    “Summarize employee feedback from last quarter.”

### 🟢 **Restaurants & Food Services**
11. **Weather-Aware Menu Bot**  
    “Suggest dishes to highlight today based on rainy weather.”
12. **Inventory Assistant**  
    “Which ingredients are below reorder level?”
13. **Customer Review Analyzer**  
    “Summarize common complaints from Google reviews.”
14. **Reservation Agent**  
    Pulls booking data and recommends optimal seating time-slots.
15. **Kitchen Prep Forecaster**  
    Predict high-demand dishes for the weekend.

### 🟣 **Healthcare & Hospitals**
16. **Patient History Summarizer**  
    Upload reports → “Summarize patient’s last 3 visits.”
17. **Drug Info Agent**  
    “What are side effects of Drug X?” (PDF KB from medical manuals)
18. **Doctor Recommendation Tool**  
    “Find a specialist for diabetes + high BP.”
19. **Appointment Optimizer**  
    “Show me time slots with the lowest patient load.”
20. **Medical Research Assistant**  
    Upload research papers → Ask for summaries, key points.

### 🟡 **Finance & Banking**
21. **Policy Lookup Bot**  
    “What’s the maturity period for Investment Plan Y?” (PDF product brochure)
22. **Loan Eligibility Analyzer**  
    “Check if applicant A qualifies for a business loan.”
23. **Expense Trend Analyzer**  
    “What are my top 3 spending categories over the last 6 months?”
24. **Financial Document Reader**  
    Ask questions over balance sheets, tax PDFs.
25. **Credit Risk Agent**  
    “Analyze customer’s credit behavior and flag high-risk cases.”

### 🧠 **Education & Training**
26. **Syllabus Assistant**  
    Upload curriculum → Ask: “What topics are covered in Unit 3?”
27. **Mock Interview Bot**  
    Trains candidates using context-aware question-answering.
28. **Course Recommendation Engine**  
    Suggests courses based on student interests, uploaded transcript.
29. **Quiz Generator**  
    Upload textbook → Generate quiz questions automatically.
30. **Learning Progress Tracker**  
    Summarizes performance trends from structured grade data.

### ⚙️ **Internal Business Operations**
31. **Meeting Notes Agent**  
    Upload call transcripts → “Give me action items discussed.”
32. **Sales KPI Tracker**  
    “Which region has the highest revenue drop?”
33. **Compliance Checker**  
    Upload regulatory documents → “Highlight missing compliance clauses.”
34. **SLA Monitoring Agent**  
    “Which clients missed SLA thresholds last quarter?”
35. **Document Validator**  
    Cross-check uploaded contracts for specific clauses.

### 🧩 **Creative & Emerging Use Cases**
36. **Event Planning Assistant**  
    Suggest vendors based on past event reports + current preferences.
37. **Smart Travel Concierge**  
    Combine weather + preference + KB PDFs → Personalized itineraries.
38. **Real Estate Bot**  
    “Compare 3BHK listings by price per square foot in Mumbai.”
39. **Legal Document Explainer**  
    “Summarize this rental agreement in simple terms.”
40. **Multilingual Assistant**  
    Upload a document in one language, get responses in another.

## 🛡 **Data Security**
- ✅ **Structured data** stored securely in the cloud  
- ✅ **Zero data leaks**  
- ✅ Uploaded **unstructured files** are used only for in-session processing

## ✨ **Why Use This Product?**
- **No-Code Simplicity**  
  Build agents in minutes — no developers needed.
- **Domain Agnostic**  
  Works across industries and data formats.
- **Conversational UX**  
  Query structured or unstructured data like you're chatting with a human.
- **Integrated Intelligence**  
  One tool for querying, scripting, and visualizing.

## 📦 **Getting Started**
1. **Launch the platform**  
2. **Upload your Knowledge Base files**  
3. **Configure tools**  
4. **Add your custom agent**  
5. **Start chatting and unlock insights instantly!**
6. **Then deploy your AI Agent into any of the cloud services**