Hugging Face's logo

Spaces:
Agents-MCP-Hackathon
/
NoCoMind-Dynamic-Customizable-AI-Agent-Systems
Running

App Files Community
NoCoMind-Dynamic-Customizable-AI-Agent-Systems / README.md
VishwaTharunChalla's picture
VishwaTharunChalla
updated demo link in the Readme file
ee230e6
preview code
|
raw
history blame contribute delete
10.5 kB

A newer version of the Gradio SDK is available: 5.34.2

Upgrade
metadata
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)

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

🟢 Restaurants & Food Services

  1. Weather-Aware Menu Bot
    “Suggest dishes to highlight today based on rainy weather.”
  2. Inventory Assistant
    “Which ingredients are below reorder level?”
  3. Customer Review Analyzer
    “Summarize common complaints from Google reviews.”
  4. Reservation Agent
    Pulls booking data and recommends optimal seating time-slots.
  5. Kitchen Prep Forecaster
    Predict high-demand dishes for the weekend.

🟣 Healthcare & Hospitals

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

🟡 Finance & Banking

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

🧠 Education & Training

  1. Syllabus Assistant
    Upload curriculum → Ask: “What topics are covered in Unit 3?”
  2. Mock Interview Bot
    Trains candidates using context-aware question-answering.
  3. Course Recommendation Engine
    Suggests courses based on student interests, uploaded transcript.
  4. Quiz Generator
    Upload textbook → Generate quiz questions automatically.
  5. Learning Progress Tracker
    Summarizes performance trends from structured grade data.

⚙️ Internal Business Operations

  1. Meeting Notes Agent
    Upload call transcripts → “Give me action items discussed.”
  2. Sales KPI Tracker
    “Which region has the highest revenue drop?”
  3. Compliance Checker
    Upload regulatory documents → “Highlight missing compliance clauses.”
  4. SLA Monitoring Agent
    “Which clients missed SLA thresholds last quarter?”
  5. Document Validator
    Cross-check uploaded contracts for specific clauses.

🧩 Creative & Emerging Use Cases

  1. Event Planning Assistant
    Suggest vendors based on past event reports + current preferences.
  2. Smart Travel Concierge
    Combine weather + preference + KB PDFs → Personalized itineraries.
  3. Real Estate Bot
    “Compare 3BHK listings by price per square foot in Mumbai.”
  4. Legal Document Explainer
    “Summarize this rental agreement in simple terms.”
  5. 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