✓ MIT License Beginner to Intermediate

Awesome LLM Apps

by Shubham Saboo

⏱️ 30+ projects 📊 Beginner to Intermediate 📖 MIT License

Collection of 30+ practical LLM applications with AI Agents and RAG. Uses OpenAI, Anthropic, Gemini, and open-source models. Real-world, ready-to-run projects.

LLM AppsRAGAgentsProjectsPractical
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📚 Course Content

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🌟 Awesome LLM Apps

100+ AI Agent & RAG apps you can actually run — clone, customize, ship.
AI Agents · Multi-agent Teams · MCP Agents · RAG · Voice Agents · Agent Skills · Fine-tuning

Free step-by-step tutorials on Unwind AI
Works with Claude · Gemini · OpenAI · xAI · Qwen · Llama

Stars Forks Contributors License Last Commit

  🚀 Quick Start     📂 Browse Templates     📚 Step-by-Step Tutorials  

Featured on Trendshift

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💡 Why this exists

You shouldn't have to rebuild the same RAG pipeline, agent loop, or MCP integration from scratch every time you start a new LLM project.

Awesome LLM Apps is a cookbook of ready-to-run templates - starter code you can fork, customize, and ship as a production LLM app. Every template here is self-contained with full source code, not collected from elsewhere.

📂 Featured AI Projects

🌱 Starter AI Agents

Single-file agents that run with just an API key - a great place to start.

* 🎙️ AI Blog to Podcast Agent * ❤️‍🩹 AI Breakup Recovery Agent * 📊 AI Data Analysis Agent * 🩻 AI Medical Imaging Agent * 😂 AI Meme Generator Agent (Browser) * 🎵 AI Music Generator Agent * 🛫 AI Travel Agent (Local & Cloud) * ✨ Gemini Multimodal Agent * 🔄 Mixture of Agents * 📊 xAI Finance Agent * 🔍 OpenAI Research Agent * 🕸️ Web Scraping AI Agent (Local & Cloud SDK)

🚀 Advanced AI Agents

Production-style agents with tools, memory, and multi-step reasoning.

* 🏚️ 🍌 AI Home Renovation Agent with Nano Banana Pro * 🧠 DevPulse AI - Multi-Agent Signal Intelligence * 🔍 AI Deep Research Agent * 📊 AI VC Due Diligence Agent Team * 🔬 AI Research Planner & Executor (Google Interactions API) * 🤝 AI Consultant Agent * 🏗️ AI System Architect Agent * 💰 AI Financial Coach Agent * 🎬 AI Movie Production Agent * 📈 AI Investment Agent * 🏋️‍♂️ AI Health & Fitness Agent * 🚀 AI Product Launch Intelligence Agent * 🔍 AI Fraud Investigation Agent * 🗞️ AI Journalist Agent * 🧠 AI Mental Wellbeing Agent * 📑 AI Meeting Agent * 🧬 AI Self-Evolving Agent * 👨🏻‍💼 AI Sales Intelligence Agent Team * 🎧 AI Social Media News and Podcast Agent * 🌐 Openwork - Open Browser Automation Agent ↗ external * 🛡️ Trust-Gated Multi-Agent Research Team

🎮 Autonomous Game-Playing Agents

Agents that play games end-to-end - reasoning, strategy, and action.

* 🎮 AI 3D Pygame Agent * ♜ AI Chess Agent * 🎲 AI Tic-Tac-Toe Agent

🤝 Multi-agent Teams

Multiple agents collaborating to accomplish complex, cross-domain tasks.

* 🧲 AI Competitor Intelligence Agent Team * 💲 AI Finance Agent Team * 🎨 AI Game Design Agent Team * 🧭 AG2 Adaptive Research Team * 👨‍⚖️ AI Legal Agent Team (Cloud & Local) * 💼 AI Recruitment Agent Team * 🏠 AI Real Estate Agent Team * 👨‍💼 AI Services Agency (CrewAI) * 👨‍🏫 AI Teaching Agent Team * 💻 Multimodal Coding Agent Team * ✨ Multimodal Design Agent Team * 🎨 🍌 Multimodal UI/UX Feedback Agent Team with Nano Banana * 🌏 AI Travel Planner Agent Team

🗣️ Voice AI Agents

Speech-in, speech-out agents using real-time voice APIs.

* 🗣️ AI Audio Tour Agent * 📞 Customer Support Voice Agent * 🔊 Voice RAG Agent (OpenAI SDK) * 🎙️ OpenSource Voice Dictation Agent (Wispr Flow clone) ↗ external

♾️ MCP AI Agents

Agents that connect to external tools and data via Model Context Protocol.

* ♾️ Browser MCP Agent * 🐙 GitHub MCP Agent * 📑 Notion MCP Agent * 🌍 AI Travel Planner MCP Agent * 🔀 Multi-MCP Agent Router

📀 RAG (Retrieval Augmented Generation)

Retrieval pipelines - from simple chains to agentic and multi-source.

* 🔥 Agentic RAG with Embedding Gemma * 🧐 Agentic RAG with Reasoning * 📰 AI Blog Search (RAG) * 🔍 Autonomous RAG * 🔄 Contextual AI RAG Agent * 🔄 Corrective RAG (CRAG) * 🐋 Deepseek Local RAG Agent * 🤔 Gemini Agentic RAG * 👀 Hybrid Search RAG (Cloud) * 🔄 Llama 3.1 Local RAG * 🖥️ Local Hybrid Search RAG * 🦙 Local RAG Agent * 🧩 RAG-as-a-Service * ✨ RAG Agent with Cohere * ⛓️ Basic RAG Chain * 📠 RAG with Database Routing * 🖼️ Vision RAG * 🩺 RAG Failure Diagnostics Clinic * 🕸️ Knowledge Graph RAG with Citations

🧩 Awesome Agent Skills

Ready-to-use agent skill files you can plug into any AI agent or LLM workflow.

* ♾️ Self-Improving Agent Skills - Automatically optimize agent skills using Gemini and ADK

📋 Browse all 19 skills

| Skill | Description | |---|---| | 🎓 Academic Researcher | Literature reviews, paper analysis, citation management | | 🔍 Code Reviewer | Automated code review with best-practice checks | | ✍️ Content Creator | Blog posts, social media, marketing copy | | 📊 Data Analyst | Data exploration, statistical analysis, insights | | 🐛 Debugger | Systematic bug hunting and root-cause analysis | | 🤔 Decision Helper | Structured decision frameworks and trade-off analysis | | 🔬 Deep Research | Multi-source research with synthesis | | 📝 Editor | Proofreading, style, and clarity improvements | | 📧 Email Drafter | Professional email composition | | ✅ Fact Checker | Claim verification and source validation | | 💻 Fullstack Developer | End-to-end web app development | | 📋 Meeting Notes | Meeting summaries, action items, follow-ups | | 📅 Project Planner | Roadmaps, milestones, resource planning | | 🐍 Python Expert | Pythonic code, packaging, performance | | 🏃 Sprint Planner | Agile sprint planning and backlog grooming | | 🧭 Strategy Advisor | Business strategy and competitive analysis | | 📖 Technical Writer | Documentation, API docs, guides | | 🎨 UX Designer | UI/UX design feedback and wireframes | | 📈 Visualization Expert | Charts, dashboards, data storytelling |

💾 LLM Apps with Memory Tutorials

Agents and chatbots that remember conversations and user state across sessions.

* 💾 AI ArXiv Agent with Memory * 🛩️ AI Travel Agent with Memory * 💬 Llama3 Stateful Chat * 📝 LLM App with Personalized Memory * 🗄️ Local ChatGPT Clone with Memory * 🧠 Multi-LLM Application with Shared Memory

💬 Chat with X Tutorials

Turn any data source into a chat interface.

* 💬 Chat with GitHub (GPT & Llama3) * 📨 Chat with Gmail * 📄 Chat with PDF (GPT & Llama3) * 📚 Chat with Research Papers (ArXiv) (GPT & Llama3) * 📝 Chat with Substack * 📽️ Chat with YouTube Videos

🎯 LLM Optimization Tools

Reduce token usage, context size, and API cost without losing quality.

* 🎯 Toonify Token Optimization - Reduce LLM API costs by 30–60% using TOON format * 🧠 Headroom Context Optimization - Reduce LLM API costs by 50–90%

🔧 LLM Fine-tuning Tutorials

End-to-end fine-tuning recipes for open-source models.

* Gemma 3 Fine-tuning * Llama 3.2 Fine-tuning

🧑‍🏫 AI Agent Framework Crash Course

Deep-dive tutorials on the major agent frameworks.

Google ADK Crash Course - Starter agent; model‑agnostic (OpenAI, Claude) - Structured outputs (Pydantic) - Tools: built‑in, function, third‑party, MCP tools - Memory; callbacks; Plugins - Simple multi‑agent; Multi‑agent patterns

OpenAI Agents SDK Crash Course - Starter agent; function calling; structured outputs - Tools: built‑in, function, third‑party integrations - Memory; callbacks; evaluation - Multi‑agent patterns; agent handoffs - Swarm orchestration; routing logic

🙏 Built by

Created and maintained by Shubham Saboo with contributions from the amazing community members.

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📜 License

Apache-2.0. See LICENSE. Fork it, ship it, sell it.

Source Repository: Shubhamsaboo/awesome-llm-apps

License: MIT License - Feel free to use, modify, and share