awesome-ai-apps

A collection of projects showcasing RAG, agents, workflows, and other AI use cases

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Awesome AI Apps

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This repository is a comprehensive collection of 80+ practical examples, tutorials, and recipes for building powerful LLM-powered applications — including text agents, voice assistants, RAG apps, and MCP-backed tools. These projects serve as a guide for developers working with various AI frameworks and stacks.

💎 Sponsors

A huge thank you to our sponsors for their generous support! <table align="center" cellpadding="10" style="width:100%; border-collapse:collapse;"> <tr align="center"> <td width="300" valign="middle" align="center"> <a href="https://dub.sh/brightdata" target="_blank" title="Visit Bright Data"> <img src="https://mintlify.s3.us-west-1.amazonaws.com/brightdata/logo/light.svg" height="35" style="max-width:180px;" alt="Bright Data - Web Data Platform"> </a> Web Data Platform <a href="https://dub.sh/brightdata" target="_blank"> <img src="https://img.shields.io/badge/Visit%20Site-blue?style=flat-square" alt="Visit Bright Data website"> </a> </td> <td width="300" valign="middle" align="center"> <a href="https://dub.sh/nebius" target="_blank" title="Visit Nebius Token Factory"> <img src="./assets/nebius.png" height="36" style="max-width:180px;" alt="Nebius Token Factory"> </a> AI Inference Provider <a href="https://dub.sh/nebius" target="_blank"> <img src="https://img.shields.io/badge/Visit%20Site-blue?style=flat-square" alt="Visit Nebius Token Factory"> </a> </td> <td width="300" valign="middle" align="center"> <a href="https://dub.sh/scrapegraphai" target="_blank" title="Visit ScrapeGraphAI on GitHub"> <img src="https://raw.githubusercontent.com/ScrapeGraphAI/ScrapeGraph-AI/main/docs/assets/scrapegraphai_logo.png" height="44" style="max-width:180px;" alt="ScrapeGraphAI - Web Scraping Library"> </a> AI Web Scraping framework <a href="https://dub.sh/scrapegraphai" target="_blank"> <img src="https://img.shields.io/badge/Visit%20Site-blue?style=flat-square" alt="View ScrapeGraphAI on GitHub"> </a> </td> </tr> <tr align="center"> <td width="300" valign="middle" align="center"> <a href="https://dub.sh/memorilabs" target="_blank" title="Visit Memorilabs"> <img src="assets/memori.png" height="36" style="max-width:180px;" alt="Memori - SQL Native Memory for AI"> </a> SQL Native Memory for AI <a href="https://dub.sh/memorilabs" target="_blank"> <img src="https://img.shields.io/badge/Visit%20Site-blue?style=flat-square" alt="Visit Memorilabs website"> </a> </td> <td width="300" valign="middle" align="center"> <a href="https://dub.sh/copilotkit" target="_blank" title="Visit CopilotKit"> <img src="assets/copilot-kit-logo.svg" height="36" style="max-width:180px;" alt="CopilotKit - Agentic Application Platform"> </a> Agentic Application Platform <a href="https://dub.sh/copilotkit" target="_blank"> <img src="https://img.shields.io/badge/Visit%20Site-blue?style=flat-square" alt="Visit CopilotKit website"> </a> </td> <td width="300" valign="middle" align="center"> <a href="https://dub.sh/scalekitt" target="_blank" title="Visit ScaleKit"> <img src="assets/scalekit.svg" height="36" style="max-width:180px;" alt="ScaleKit - Auth Stack for AI"> </a> Auth Stack for AI <a href="https://dub.sh/scalekitt" target="_blank"> <img src="https://img.shields.io/badge/Visit%20Site-blue?style=flat-square" alt="Visit ScaleKit website"> </a> </td> </tr> <tr align="center"> <td width="200" valign="middle" align="center"> <a href="https://okahu.ai" target="_blank" title="Visit Okahu"> <img src="assets/okahu.png" height="36" style="max-width:180px;" alt="Okahu - AI Platform"> </a> AI Observability Platform <a href="https://okahu.ai" target="_blank"> <img src="https://img.shields.io/badge/Visit%20Site-blue?style=flat-square" alt="Visit Okahu website"> </a> </td> <td width="200" valign="middle" align="center"> <a href="https://dub.sh/serpApi" target="_blank" title="Visit SerpApi"> <img src="assets/serpapi.png" height="36" style="max-width:180px;" alt="SerpApi - Google Search API"> </a> Google Search API <a href="https://dub.sh/serpApi" target="_blank"> <img src="https://img.shields.io/badge/Visit%20Site-blue?style=flat-square" alt="Visit SerpApi website"> </a> </td> <td width="200" valign="middle" align="center"> <a href="https://dub.sh/agentfield" target="_blank" title="Visit AgentField"> <img src="assets/agentfield.png" height="40" style="max-width:180px;" alt="AgentField - Kubernetes for AI Agents"> </a> Kubernetes for AI Agents <a href="https://dub.sh/agentfield" target="_blank"> <img src="https://img.shields.io/badge/Visit%20Site-blue?style=flat-square" alt="Visit AgentField website"> </a> </td> </tr> </table>

💎 Become a Sponsor

Interested in sponsoring this project? Feel free to reach out! <a href="https://dub.sh/arindam-linkedin" target="_blank"> <img src="https://img.shields.io/badge/LinkedIn-0077B5?style=for-the-badge&logo=linkedin&logoColor=white" alt="LinkedIn"> </a> <a href="mailto:arindammajumder2020@gmail.com"> <img src="https://img.shields.io/badge/Email-D14836?style=for-the-badge&logo=gmail&logoColor=white" alt="Email"> </a> </div>

🎓 Courses

AWS Strands Course for Beginners

Comprehensive hands-on course on building AI agents with AWS Strands SDK:

AWS Strands Course - Complete 8-lesson course covering agent fundamentals to production patterns
- Foundation: Basic agents, session management, structured output
- Integration: MCP agents, human-in-the-loop patterns
- Multi-Agent: Orchestrator agents, swarm intelligence, graph workflows
- Production: Observability, safety guardrails, and best practices

🚀 Featured AI Apps

🧩 Starter Agents

Quick-start agents for learning and extending different AI frameworks. 19 projects

Agno HackerNews Analysis - Agno-based agent for trend analysis on HackerNews
OpenAI SDK Starter - OpenAI Agents SDK with email helper & haiku writer examples
LlamaIndex Task Manager - LlamaIndex-powered task assistant
CrewAI Research Crew - Multi-agent research team example
Letta Starter - Stateful agent with persistent long-term memory across sessions
PydanticAI Weather Bot - Real-time weather information agent
LangChain Starter - LangChain tool-calling agent with create_tool_calling_agent + AgentExecutor, powered by Nebius
LangGraph Starter - LangGraph prebuilt ReAct agent (create_react_agent) with custom tools, powered by Nebius
AWS Strands Agent Starter - Weather report agent using AWS Strands SDK
Mastra Starter - TypeScript-first agent with a custom tool powered by Nebius Token Factory
Camel AI Starter - Performance benchmarking tool comparing various AI models
DSPy Starter - DSPy framework for building and optimizing AI systems
Google ADK Starter - Google Agent Development Kit starter template
Semantic Kernel Starter - Microsoft Semantic Kernel ChatCompletionAgent with plugin-based tool calling
smolagents Starter - Hugging Face smolagents code-first web-search agent
AutoGen Starter - Microsoft AutoGen AssistantAgent with a custom tool, powered by Nebius Token Factory
cagent Starter - Open-source customizable multi-agent runtime by Docker
Sayna Voice Agent - Real-time voice infrastructure with multi-provider STT/TTS (Deepgram, ElevenLabs, Azure, Google) and WebSocket streaming
KAOS Starter - Kubernetes-native multi-agent system with MCP tools and in-cluster LLM

🪶 Simple Agents

Straightforward, practical use-cases for everyday AI applications. 19 projects

Agno AI Examples - Simple to multi-agent examples with web search & knowledge base
Finance Agent - Real-time stock & market data tracking agent
Human-in-the-Loop Agent - HITL actions for safe AI task execution
Newsletter Generator - AI-powered newsletter builder with Firecrawl integration
Reasoning Agent - Step-by-step financial reasoning demonstration
Agno UI Example - Interactive UI for web & finance agents
Mastra Weather Bot - Weather updates using Mastra AI framework
Calendar Assistant - Calendar scheduling integration with Cal.com
Smart Scheduler Assistant - AI-powered Gmail reader and Google Calendar manager
Web Automation Agent - Browser automation agent using Nebius & browser-use
Nebius Chat - Chat interface for Nebius Token Factory
RouteLLM Chat - Intelligent model routing with RouteLLM (GPT-4o-mini vs Nebius Llama) for cost optimization
Talk to Your DB - Natural language database queries with GibsonAI & LangChain
LangChain Simple Agents - Nebius-powered incident response, support, vendor risk, and data quality agents with typed outputs and guarded tools
Agent Discovery Agent - Find and compare AI agents across NANDA, MCP, Virtuals, A2A, and ERC-8004 registries
LangChain Data Agent PoC - Natural-language-to-SQL data agent with LangGraph, Nebius, read-only SQL safety, and Streamlit charts
VoyageCompass Travel Planner - LangChain and Nebius travel planner with weather, research, currency conversion, budgets, and packing tools

🎙️ Voice Agents

Real-time voice assistants and streaming speech pipelines. 8 projects

Gradium + Nebius Voice Coach - Conversational pitch coach using Gradium STT/TTS, LangChain orchestration, and Nebius reasoning
Healthcare Voice Contact Center - Pipecat healthcare contact center with appointment booking, FAQ handling, and supervisor escalation
LiveKit + Gemini Realtime - LiveKit Agents with Google Gemini Live (gemini multimodal realtime) for low-latency voice conversations in a LiveKit room
LiveKit Voice Agent with Web Search - LiveKit + Gemini realtime voice agent with an Olostep-backed web_search tool for fresh, source-cited answers
LiveKit RSVP Confirmation Agent - Outbound voice agent that calls attendees, confirms RSVPs, and updates a JSON-backed event database
Pipecat + Sarvam - Pipecat voice pipeline with Sarvam STT/TTS and OpenAI for chat; WebRTC (browser) or Daily transport via the Pipecat runner
Speed-to-Lead Voice Agent - LiveKit-based voice agent that calls inbound leads instantly, routes them to specialists, and logs to a mock CRM
VoxCode (Cursor Code Editor) - Local voice workspace for codebase summaries and architecture Q&A; Deepgram Voice Agent + Nebius reasoning + Cursor SDK file inspection/edits

🗂️ MCP Agents

Examples using Model Context Protocol for external tool integration. 13 projects

Doc-MCP - Semantic RAG documentation & Q&A system
LangGraph MCP Agent - LangChain ReAct agent with Couchbase integration
GitHub MCP Agent - Repository insights and analysis via MCP
MCP Starter - GitHub repository analyzer starter template
Talk to your Docs - Documentation Q&A agent with MCP
Database MCP Agent - Conversational AI agent for managing GibsonAI database projects and schemas
Hotel Finder Agent - Hotel search and booking using MCP integration
Custom MCP Server - Custom MCP server implementation example
Couchbase MCP Server - Couchbase database integration with MCP protocol
ScaleKit Exa MCP Security - Security-focused MCP integration with Exa search
Docker E2B MCP Agent - Secure AI agent for running agents in sandboxed Docker environments via MCP Gateway
Taskade MCP Agent - AI-powered workspace agent for managing projects, tasks, and workflows via Taskade MCP
Telemetry MCP Okahu - Self-healing Text-to-SQL demo using Okahu Cloud traces via hosted MCP
MCP Toolbox Security Agent - Secure ecommerce agent over PostgreSQL + MongoDB; MCP Toolbox enforces per-user data access, least-privilege roles, and authorized tools

🧠 Memory Agents

Agents with advanced memory capabilities for context retention and personalization. 12 projects

Agno Memory Agent - Agno-based agent with persistent memory capabilities
arXiv Researcher Agent with Memori - Research assistant using OpenAI Agents and GibsonAI Memori
AWS Strands Agent with Memori - AWS Strands agent enhanced with Memori memory system
Blog Writing Agent - Personalized blog writing agent with memory for style consistency
Social Media Agent - Social media automation agent with memory for brand voice
Job Search Agent - Job search agent with memory for preference tracking
Brand Reputation Monitor - AI-powered brand reputation monitoring with news analysis and sentiment tracking
Product Launch Agent - Competitive intelligence tool for analyzing competitor product launches
AI Consultant Agent - AI-powered consulting agent using Memori v3 as long-term memory fabric and ExaAI for research
Customer Support Voice Agent - Voice-enabled customer support assistant with Memori v3 and Firecrawl for knowledge base management
YouTube Trend Agent - YouTube channel analysis agent with Memori, Agno, and Exa for trend analysis and video ideas
Study Coach Agent - AI-powered study coach with Memori v3 and LangGraph for multi-step verification of understanding

📚 RAG Applications

Retrieve-augmented generation examples for document understanding and knowledge bases. 12 projects

Agentic RAG - Agentic RAG implementation with Agno & GPT-5
Agentic RAG with Web Search - Advanced RAG with CrewAI, Qdrant, and Exa for hybrid search capabilities
Resume Optimizer - AI-powered resume optimization and enhancement tool
LlamaIndex RAG Starter - LlamaIndex + Nebius RAG starter template
PDF RAG Analyzer - Multi-PDF chat and analysis system
Qwen3 RAG Chat - PDF chatbot interface built with Streamlit
Chat with Code - Conversational code explorer and documentation assistant
Gemma3 OCR - OCR-based document and image processor using Gemma3 model
Nvidia Nemotron OCR - OCR-based document and image parsing using Nvidia Nemotron-Nano-V2-12b
Contextual AI RAG - Enterprise-level RAG with managed datastores and quality evaluation
Advanced RAG with Reranking - Production-shaped PDF RAG with contextual retrieval, Qdrant hybrid search, reranking, streaming answers, upload ingestion, and clickable citations
Simple RAG - Basic RAG implementation with Nebius for quick starts
WFGY 16 Problem Map LLM Debugger - 16-mode map based debugger for LLM and RAG bugs

🔬 Advanced Agents

Complex multi-agent pipelines for production-ready end-to-end workflows. 23 projects

Deep Research + Writing Agents Workshop - Nebius-powered LangChain MCP workshop with Exa research, Gemini image generation, and Okahu/Monocle eval observability
Nebius AutoResearch - NYC taxi analytics pipeline optimizer; iterative code search with Nebius Token Factory (real-time or batch inference)
AgentField Financial Research Agent - Financial Research Agent with AgentField
Due Diligence Agent - Multi-agent company due diligence pipeline with AG2 and TinyFish deep web scraping
Deep Researcher - Multi-stage research agent with Agno & ScrapeGraph AI
Candilyzer - Candidate analysis tool for GitHub/LinkedIn profiles
Cosmos Arena Debate Council - Multi-agent debate council built with LangGraph and the NVIDIA Cosmos reasoning model via Nebius Token Factory
Job Finder - LinkedIn job search automation with Bright Data integration
AI Trend Analyzer - AI trend mining and analysis with Google ADK
Conference Talk Generator - Automated talk abstract generation with Google ADK & Couchbase
Finance Service Agent - FastAPI server for stock data and predictions with Agno
FlowSentinel Audit Trail - Next.js workflow command center: Nebius Nemotron reasoning, n8n orchestration, Velt immutable activity logs, optional Tailscale Funnel exposure
Price Monitoring Agent - Price monitoring and alerting agent powered by CrewAI, Twilio & Nebius
Startup Idea Validator Agent - Agentic workflow to validate and analyze startup ideas
Meeting Assistant Agent - Automated meeting notes and task creation from conversations
AI Hedgefund - Agentic workflow for comprehensive financial analysis
Smart GTM Agent - Go-to-market strategy and competitive analysis agent
Conference Agnostic CFP Generator - Automated conference proposal generation system
Car Finder Agent - AI-powered used car recommendation system with CrewAI and MongoDB
Content Team Agent - SEO content optimization workflow with Agno & SerpAPI for Google AI Search ranking
Customer Support Resolution Agent - LangChain and Nebius support agent with knowledge-base retrieval, order lookup, and human ticket escalation
Web Intelligence Agent - Mastra multi-agent pipeline that turns Olostep web evidence into Nemotron-verified case studies with SQLite persistence and Velt audit trail
Temporal Agents - Examples of Temporal based AI Agents

📺 Tutorials & Videos

🎓 Course Playlists

AWS Strands Course - Complete 8-lesson course on building AI agents with AWS Strands SDK

🔧 Framework Tutorials

Build with MCP - Model Context Protocol tutorials and examples
Build AI Agents - General AI agent development tutorials
AI Agents, MCP and more... - Mixed tutorials and project demos

📥 Stay Updated with Daily AI Insight!

Get easy-to-follow weekly tutorials and deep dives on AI, LLMs, and agent frameworks. Perfect for developers who want to learn, build, and stay ahead with new tech. Subscribe our Newsletter!

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Getting Started

Prerequisites

Python 3.10+ (Python 3.11+ recommended for newer projects)
Git for cloning the repository
Package Manager: pip or uv (recommended for faster installs)
API Keys: Most projects require API keys (see individual project READMEs)

Quick Start

Clone the repository

git clone https://github.com/Arindam200/awesome-ai-apps.git
cd awesome-ai-apps

Choose a project and navigate to its directory

cd starter_ai_agents/agno_starter  # Example: Start with Agno starter

Set up environment variables

cp .env.example .env  # Copy example environment file
# Edit .env with your API keys

Install dependencies

# Using pip
pip install -r requirements.txt

# OR using uv (recommended - faster)
uv sync
# or
uv pip install -e .

Run the project

python main.py
# or for Streamlit apps
streamlit run app.py

🤝 Contributing

We welcome contributions from the community! Here's how you can help:

🐛 Report bugs or suggest improvements via GitHub Issues
💡 Add new projects - Submit your own AI agent examples
📝 Improve documentation - Help make projects more accessible
🔧 Fix issues - Contribute code improvements and bug fixes

Before contributing:

Read our Contributing Guidelines for detailed information
Check existing issues to avoid duplicates
Follow the project structure and naming conventions
Ensure your project includes a comprehensive README.md

Important: This project follows a Contributor Code of Conduct. By participating, you agree to abide by its terms.

📜 License

This repository is licensed under the MIT License. Feel free to use and modify the examples for your projects.

👥 Core Maintainers

This project is actively maintained by:

<a href="https://github.com/Arindam200" title="Arindam Majumder"> <img src="https://avatars.githubusercontent.com/u/109217591?s=128&v=4" width="72" height="72" alt="Arindam Majumder" style="border-radius: 50%;" /> </a>     <a href="https://github.com/shivaylamba" title="Shivay Lamba"> <img src="https://avatars.githubusercontent.com/u/19529592?s=128&v=4" width="72" height="72" alt="Shivay Lamba" style="border-radius: 50%;" /> </a>     <a href="https://github.com/Astrodevil" title="Astrodevil"> <img src="https://avatars.githubusercontent.com/u/73425223?s=128&v=4" width="72" height="72" alt="Astrodevil" style="border-radius: 50%;" /> </a> <a href="https://github.com/Arindam200">Arindam Majumder</a>  ·  <a href="https://github.com/shivaylamba">Shivay Lamba</a>  ·  <a href="https://github.com/Astrodevil">Astrodevil</a>

For any questions, suggestions, or contributions, feel free to reach out to the maintainers.

Thank You for the Support! 🙏

Repository

Arindam200

Arindam200/awesome-ai-apps

Created

February 16, 2025

Updated

June 15, 2026

Language

Python