141 runnable LLM apps and agents, from 5-minute framework starters to production-grade multi-agent systems.
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Awesome AI Apps is a hands-on collection of projects, tutorials and recipes for building LLM-powered applications: text agents, voice assistants, RAG apps, MCP tools and fine-tuning pipelines. Each project lives in its own folder with a README, its own dependencies and a .env.example, so you can clone the repo, open one folder and run it.
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| Category | What you'll find | Projects |
|---|---|---|
| 🧩 Starter Agents | One minimal agent per framework: Agno, LangGraph, CrewAI, OpenAI Agents SDK, Google ADK, Mastra and more | 22 |
| 🪶 Simple Agents | Single-purpose agents for everyday tasks: finance, calendars, browser automation, SQL | 21 |
| 🎙️ Voice Agents | Real-time voice assistants with LiveKit, Pipecat, Gradium and Deepgram | 9 |
| 🗂️ MCP Agents | Model Context Protocol servers and agents wired to external tools | 14 |
| 🧠 Memory Agents | Agents that remember users and context across sessions | 13 |
| 📚 RAG Applications | Retrieval, reranking, GraphRAG, OCR and citation checking | 18 |
| 🔬 Advanced Agents | Multi-agent pipelines and production-shaped end-to-end workflows | 38 |
| 🧬 Fine-Tuning | LoRA fine-tuning, distillation and deployment of open models | 6 |
Also here: Tutorials & Videos · Quick Start · Contributing · Contributors · Maintainers · License
Quick-start agents for learning and extending different AI frameworks. 22 projects
- AutoGen Tool-Calling Starter: Microsoft AutoGen
AssistantAgentwith a custom tool, powered by Nebius Token Factory - AWS Strands Agent Starter: Weather report agent using AWS Strands SDK
- CAMEL AI Model Benchmark: Performance benchmarking tool comparing various AI models
- Coding Harness Starter: OpenAI Agents SDK coding loop with plan, approval-gated edits, fixed tests, and bounded review, powered by Nebius Token Factory
- CrewAI Research Crew: Multi-agent research team example
- Docker Agent Stock Research Team: Three-agent stock research team in one YAML file, with Docker Agent on Nebius Token Factory (GLM-5.3 + Nemotron) and MCP tools for web search and Yahoo Finance
- Docker cagent Multi-Agent Starter: Open-source customizable multi-agent runtime by Docker
- DSPy Optimization Starter: DSPy framework for building and optimizing AI systems
- Google Agent Development Kit Starter: Google Agent Development Kit starter template
- Hacker News Trend Analyst (Agno): Agno-based agent for trend analysis on Hacker News
- Hugging Face smolagents Starter: Hugging Face smolagents code-first web-search agent
- KAOS Kubernetes Multi-Agent Starter: Kubernetes-native multi-agent system with MCP tools and in-cluster LLM
- LangChain Tool-Calling Starter: LangChain tool-calling agent with
create_tool_calling_agent+AgentExecutor, powered by Nebius - LangGraph ReAct Agent Starter: LangGraph prebuilt ReAct agent (
create_react_agent) with custom tools, powered by Nebius - Letta Stateful Memory Agent: Stateful agent with persistent long-term memory across sessions
- LlamaIndex Task Manager: LlamaIndex-powered task assistant
- Mastra Tool-Calling Starter: TypeScript-first agent with a custom tool powered by Nebius Token Factory
- Microsoft Agent Framework Starter: Multi-agent travel planning demos built on Microsoft Agent Framework
- OpenAI Agents SDK Starter: OpenAI Agents SDK with email helper and haiku writer examples
- PydanticAI Weather Bot: Real-time weather information agent
- Sayna Realtime Voice Agent: Real-time voice infrastructure with multi-provider STT/TTS (Deepgram, ElevenLabs, Azure, Google) and WebSocket streaming
- Semantic Kernel Starter: Microsoft Semantic Kernel
ChatCompletionAgentwith plugin-based tool calling
Straightforward, practical use-cases for everyday AI applications. 21 projects
- Agno Agent Examples: Simple to multi-agent examples with web search and a knowledge base
- Agno Agent UI: Interactive UI for web and finance agents
- AI Agent Registry Explorer: Find and compare AI agents across NANDA, MCP, Virtuals, A2A, and ERC-8004 registries
- AI Expense Tracker: Chat-based expense tracking with Nebius Token Factory and a Postgres backend that agents provision on first run
- Calendar Assistant: Calendar scheduling integration with Cal.com
- Cost-Aware Model Router (RouteLLM): Intelligent model routing with RouteLLM (GPT-4o-mini vs Nebius Llama) for cost optimization
- Email-to-Calendar Assistant: AI-powered Gmail reader and Google Calendar manager
- Financial Reasoning Agent: Step-by-step financial reasoning demonstration
- Human-in-the-Loop Agent: HITL actions for safe AI task execution
- Jailbreak Arena (NeMo Guardrails): Split-screen demo where an unguarded Nemotron bot and a NeMo Guardrails-protected bot face the same attacks, with a live block/leak scoreboard
- LangChain Operations Agent Collection: Nebius-powered incident response, support, vendor risk, and data quality agents with typed outputs and guarded tools
- Macro Event Brief Agent: Scheduled macro releases with last prints, publication times and sources, plus an optional Nebius brief that cites each record
- Mastra Weather Bot: Weather updates using Mastra AI framework
- Natural-Language Database Assistant: Natural language database queries with GibsonAI and LangChain
- Natural-Language SQL Agent (LangChain): Natural-language-to-SQL data agent with LangGraph, Nebius, read-only SQL safety, and Streamlit charts
- Nebius Chat: Chat interface for Nebius Token Factory
- Newsletter Generator: AI-powered newsletter builder with Firecrawl integration
- Stock Market Finance Agent: Real-time stock and market data tracking agent
- Stock Portfolio Analyst: Live portfolio valuation, concentration analysis, risk flags, and rebalancing ideas with Agno
- VoyageCompass Travel Planner: LangChain and Nebius travel planner with weather, research, currency conversion, budgets, and packing tools
- Web Automation Agent: Browser automation agent using Nebius and browser-use
Real-time voice assistants and streaming speech pipelines, including LiveKit, Pipecat, Gradium, and VoxCode (Deepgram + Cursor SDK). 9 projects
- AI Pitch Coach (Gradium + Nebius): Conversational pitch coach using Gradium STT/TTS, LangChain orchestration, and Nebius reasoning
- Customer Support Voice Agent (LiveKit): Nebius-powered voice support agent with context-preserving AI manager handoff, noise cancellation, and inactivity handling
- Gemini Realtime Voice Agent (LiveKit): LiveKit Agents with Google Gemini Live (
geminimultimodal realtime) for low-latency voice conversations in a LiveKit room - Healthcare Voice Contact Center: Pipecat healthcare contact center with appointment booking, FAQ handling, and supervisor escalation
- Multilingual Voice Agent (Pipecat + Sarvam): Pipecat voice pipeline with Sarvam STT/TTS and OpenAI for chat; WebRTC (browser) or Daily transport via the Pipecat runner
- RSVP Confirmation Voice Agent (LiveKit): Outbound voice agent that calls attendees, confirms RSVPs, and updates a JSON-backed event database
- Speed-to-Lead Sales Voice Agent: LiveKit-based voice agent that calls inbound leads instantly, routes them to specialists, and logs to a mock CRM
- VoxCode: Deepgram + Cursor Voice Coding Agent: Local voice workspace for codebase summaries and architecture Q&A; Deepgram Voice Agent orchestration, Nebius reasoning, and optional Cursor SDK file inspection and edits
- Web-Search Voice Agent (LiveKit): LiveKit + Gemini realtime voice agent with an Olostep-backed
web_searchtool for fresh, source-cited answers
Examples using Model Context Protocol for external tool integration. 14 projects
- Couchbase LangGraph MCP Agent: LangChain ReAct agent with Couchbase integration
- Couchbase MCP Server: Couchbase database integration with MCP protocol
- Custom MCP Server Starter: Custom MCP server implementation example
- Documentation Q&A MCP Agent: Documentation Q&A agent with MCP
- Documentation RAG MCP Server: Semantic RAG documentation and Q&A system
- GibsonAI Database MCP Agent: Conversational AI agent for managing GibsonAI database projects and schemas
- GitHub MCP Agent: Repository insights and analysis via MCP
- GitHub MCP Agent Starter: GitHub repository analyzer starter template
- Hotel Finder Agent: Hotel search and booking using MCP integration
- Sandboxed Code Execution MCP Agent (Docker + E2B): Secure AI agent for running agents in sandboxed Docker environments via MCP Gateway
- Secure Database MCP Agent (MCP Toolbox): Secure ecommerce agent over PostgreSQL and MongoDB; MCP Toolbox enforces per-user data access, least-privilege roles, and authorized tools
- Secure MCP Access Agent (ScaleKit + Exa): Security-focused MCP integration with Exa search
- Self-Healing Text-to-SQL Agent (Okahu): Self-healing Text-to-SQL demo using Okahu Cloud traces via hosted MCP
- Taskade MCP Agent: AI-powered workspace agent for managing projects, tasks, and workflows via Taskade MCP
Agents with advanced memory capabilities for context retention and personalization. 13 projects
- AI Research Consultant with Long-Term Memory: AI-powered consulting agent using Memori v3 as a long-term memory fabric and ExaAI for research
- arXiv Researcher Agent with Memori: Research assistant using OpenAI Agents and GibsonAI Memori
- AWS Strands Persistent Memory Agent: AWS Strands agent enhanced with the Memori memory system
- Blog Writing Agent: Personalized blog writing agent with memory for style consistency
- Brand Reputation Monitor: AI-powered brand reputation monitoring with news analysis and sentiment tracking
- Customer Support Voice Agent: Voice-enabled customer support assistant with Memori v3 and Firecrawl for knowledge base management
- Engineering Content Agent: Chat-first Agno app that turns HN demand, DEV.to supply gaps, and Weaviate Engram memory into a developer trend digest plus DevRel talk and blog ideation via Nebius
- Job Search Agent: Job search agent with memory for preference tracking
- Persistent Memory Agent (Agno): Agno-based agent with persistent memory capabilities
- Product Launch Agent: Competitive intelligence tool for analyzing competitor product launches
- Social Media Agent: Social media automation agent with memory for brand voice
- Study Coach Agent: AI-powered study coach with Memori v3 and LangGraph for multi-step verification of understanding
- YouTube Trend Agent: YouTube channel analysis agent with Memori, Agno, and Exa for trend analysis and video ideas
Retrieval-augmented generation examples for document understanding and knowledge bases. 18 projects
- Agentic RAG with Agno and GPT-5: Agentic RAG implementation with Agno and GPT-5
- Agentic Typed RAG with LlamaIndex: Typed, citation-verified RAG with structured answers, local document parsing, and deterministic refusal for weak evidence
- Codebase Q&A RAG: Conversational code explorer and documentation assistant
- Enterprise Contextual RAG: Enterprise-level RAG with managed datastores and quality evaluation
- Gemma 3 Document OCR: OCR-based document and image processor using the Gemma 3 model
- GraphRAG with Neo4j: Knowledge graph extraction and Cypher-backed retrieval with Neo4j and Nebius
- LiteParse Invoice & Receipt Auditor: Local OCR with LiteParse bounding boxes, Nebius LLM audit for math errors and duplicate charges, evidence pinning on scans, and an LLM batch summary
- LlamaIndex RAG Starter: LlamaIndex and Nebius RAG starter template
- LLM and RAG Debugger (WFGY 16-Problem Map): 16-mode map-based debugger for LLM and RAG bugs
- Multi-PDF RAG Analyzer: Multi-PDF chat and analysis system
- Nebius RAG Starter: Basic RAG implementation with Nebius for quick starts
- NVIDIA Nemotron Document OCR: OCR-based document and image parsing using NVIDIA Nemotron-Nano-V2-12b
- Production PDF RAG with Reranking: Production-shaped PDF RAG with contextual retrieval, Qdrant hybrid search, reranking, streaming answers, upload ingestion, and clickable citations
- Qwen3 PDF RAG Chat: PDF chatbot interface built with Streamlit
- Resume Optimizer: AI-powered resume optimization and enhancement tool
- Trustworthy RAG: Citation verification, per-claim evidence checks, and hallucination scoring for RAG answers
- Video Q&A with Timestamp Citations: Multimodal video retrieval with Gemini embeddings, Weaviate, Nebius, and clickable timestamp citations
- Web-Augmented Agentic RAG: Advanced RAG with CrewAI, Qdrant, and Exa for hybrid search capabilities
Complex multi-agent pipelines for production-ready end-to-end workflows. 38 projects
- AI Hedge Fund Research Team: Agentic workflow for comprehensive financial analysis
- AI Trend Research Agent: AI trend mining and analysis with Google ADK
- Candidate Profile Analyzer (Candilyzer): Candidate analysis tool for GitHub and LinkedIn profiles
- Car Finder Agent: AI-powered used car recommendation system with CrewAI and MongoDB
- Clinical Early-Warning Agent: Nebius Token Factory tool-calling agent that spots patient deterioration with NEWS2, qSOFA, personal baselines and trends
- Conference Proposal Generator: Automated conference proposal generation system
- Conference Talk Abstract Generator: Automated talk abstract generation with Google ADK and Couchbase
- Contract Review Crew (Paralegal): CrewAI contract review workflow for clause extraction, risk analysis, and recommended redlines
- Cosmos Arena Debate Council: Multi-agent debate council built with LangGraph and the NVIDIA Cosmos reasoning model via Nebius Token Factory
- Customer Support Resolution Agent: LangChain and Nebius support agent with knowledge-base retrieval, order lookup, and human ticket escalation
- Deep Research + Writing Agents Workshop: Nebius-powered LangChain MCP workshop with Exa research, Gemini image generation, and Okahu/Monocle eval observability
- Deep Research Workflow: Multi-stage research agent with Agno and ScrapeGraph AI
- Due Diligence Agent: Multi-agent company due diligence pipeline with AG2 and TinyFish deep web scraping
- Financial Document OS: Turns financial PDFs into an editable relational database with source-level citations
- Financial Market Data Service: FastAPI server for stock data and predictions with Agno
- Financial Research Agent (AgentField): Financial research agent with AgentField
- GitHub and LinkedIn Job Finder: LinkedIn job search automation with Bright Data integration
- Jev Social Research Agent: Typed Jev routing, local socai CLI evidence, and evidence-linked Nebius synthesis for Instagram, TikTok, and LinkedIn research
- Local File-Editing Agent Prototype: Local coding-agent prototype with file discovery, reading, and editing tools
- Maintainer Intelligence Brief: Weekly open-source intelligence briefs from community, security, and document signals with source citations
- Meeting Assistant Agent: Automated meeting notes and task creation from conversations
- Multi-Agent Coding Harness: Deep LangGraph coding crew with planning, repository exploration, human-gated file edits, and E2B-sandboxed test loops
- Napkin → 3D Print: Kimi K3.1 Pro on Nebius Token Factory turns a photo of a hand sketch into parametric CadQuery, checks its own render against the drawing, and exports a printable STL with live dimension sliders
- Nebius Autonomous Pipeline Optimizer: NYC taxi analytics pipeline optimizer with iterative code search using real-time or batch Nebius Token Factory inference
- Paper → Interactive Explainer: Kimi K3.1 Pro on Nebius reads a whole research paper, figures included, and builds a self-tested, Distill-style interactive explainer as a single HTML page
- Pre-Meeting Intel Agent (Briefing Room): LangGraph plan-research-reflect loop with Tavily web search that turns a company name into a cited one-page meeting brief
- Price Monitoring Agent: Price monitoring and alerting agent powered by CrewAI, Twilio, and Nebius
- Prompt Format Benchmark: Benchmark harness for comparing XML, JSON, and Markdown prompt formats across accuracy, latency, and token usage
- Sandboxed Browser Game Generator: FastAPI multi-agent studio that generates sandboxed browser games from one prompt using Pydantic AI and GLM-5.2 on Nebius
- SEO Content Strategy Team: SEO content optimization workflow with Agno and SerpAPI for Google AI Search ranking
- Shark Tank Pitch Practice Agent: Interactive 3D Shark Tank room with three Nebius-backed Mastra investor sharks, round-based Q&A, deal memos, and SQLite report history
- Software Engineering Model Arena: Nebius Token Factory benchmark for two coding models with seven curated challenges, weighted local hidden tests, partial-credit scoring, and an independent judge
- Startup Go-to-Market Strategy Agent: Go-to-market strategy and competitive analysis agent
- Startup Idea Validator Agent: Agentic workflow to validate and analyze startup ideas
- Temporal Agents: Examples of Temporal-based AI agents
- Temporal Transaction Agent Evaluation (Okahu + Monocle): Evaluation and regression loop for a Temporal fraud-processing agent, using OpenTelemetry traces, deterministic checks, and LLM-graded Okahu evaluations
- Web Intelligence Agent: Mastra multi-agent pipeline that turns Olostep web evidence into Nemotron-verified case studies with SQLite persistence and a Velt audit trail
- Workflow Audit Trail (FlowSentinel): Next.js workflow command center with Nebius Nemotron reasoning, n8n orchestration, Velt activity logs, and optional Tailscale Funnel exposure
End-to-end examples of fine-tuning open-source LLMs, from data prep to deployment. 6 projects
- Customer Support Fine-Tuning with Data Lab: Teacher-student distillation workflow to generate support data, curate it in Data Lab, fine-tune, and deploy
- Insurance Claims Fine-Tuning: Data Lab, LoRA fine-tuning, and a Gradio comparison app for insurance claims
- Legal Tech Fine-Tuning (Self-Hosted): Fine-tunes Gemma on UK legislation with LoRA, serves with vLLM, and exposes a FastAPI layer
- Legal Tech Fine-Tuning (Token Factory): Managed LoRA fine-tuning on Nebius Token Factory with private model deployment
- Open-Source LLM Fine-Tuning on Token Factory: Colab-first LoRA fine-tuning walkthrough to upload a dataset, train, monitor, and deploy
- Standalone Customer Support Fine-Tuning (Colab): Fully standalone Colab notebook for the customer-support distillation and fine-tuning flow
- AWS Strands Course: Complete 8-lesson course on building AI agents with AWS Strands SDK (watch the playlist)
- Voice Agents Playlist: Tutorials on building voice agents
- AI Agents, MCP and more...: Mixed tutorials and project demos
- Build AI Agents: General AI agent development tutorials
- Build with MCP: Model Context Protocol tutorials and examples
You need Python 3.10+, uv or pip, and the API keys listed in the project's README. Most projects run on Nebius Token Factory.
# 1. Clone the repo and pick a project
git clone https://github.com/Arindam200/awesome-ai-apps.git
cd awesome-ai-apps/starter_ai_agents/agno_starter
# 2. Add your API keys
cp .env.example .env
# 3. Install dependencies
uv sync # or: pip install -r requirements.txt
# 4. Run it (each project's README has the exact command)
uv run main.py # or: python main.py / streamlit run app.pyWe welcome contributions from the community! Here's how you can help:
- 💡 Add a new project: a self-contained, runnable example with its own README, dependencies and
.env.example - 🔧 Fix issues: code improvements and bug fixes for existing projects
- 📝 Improve documentation: help make projects easier to set up and understand
- 🐛 Report bugs or suggest improvements via GitHub Issues
Before you open a PR, read the Contributing Guidelines, check existing issues to avoid duplicates, and follow the project README template. This project follows a Contributor Code of Conduct; by participating, you agree to abide by its terms.
Awesome AI Apps is built by its community. Thank you to everyone who has shipped a project, fixed a bug or improved the docs! 💜
Want to see your avatar here? Pick an open issue or add a project.
 Arindam Majumder @Arindam200 |
 Shivay Lamba @shivaylamba |
 Amitesh Anand @Astrodevil |
For questions, suggestions or partnerships, reach out to the maintainers on GitHub or at [email protected].
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This repository is licensed under the MIT License. Feel free to use and modify the examples for your projects.
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