---
title: "209 Free AI Projects to Build Before 2027 (Every Link, Sorted by Level)"
description: "All 209 free AI projects from awesome-llm-apps (140K stars) and ai-engineering-hub (38K stars), with a checked link for each: RAG, agents, MCP, voice, fine-tuning, sorted from beginner to advanced, plus the 10 I would build first."
date: "2026-09-27"
type: "resource"
tags: []
legacy: true
---
<p>
        You commented <strong>projects</strong>, so here are all 209, with a
        working link for each one. They come from two open-source GitHub repos,
        and every project has its own folder with code and a README. I checked
        every link on 27 September 2026.
      </p>

      <div class="highlight">
        <p style="margin-bottom: 0">
          <strong>The short version:</strong> 121 projects from awesome-llm-apps
          and 88 from ai-engineering-hub, covering RAG, agents, MCP, voice,
          fine-tuning and more. All free to clone. Some call paid model APIs,
          and plenty run fully local with Ollama. Build three, not thirty.
        </p>
      </div>

      <h2 id="repos">The two repos</h2>
      <h3>Shubhamsaboo/awesome-llm-apps <span class="stars">~140K ★</span></h3>
      <p class="repo-link">
        <a href="https://github.com/Shubhamsaboo/awesome-llm-apps"
          >github.com/Shubhamsaboo/awesome-llm-apps</a>
      </p>
      <p>
        Apache-2.0. Starter agents that run with one API key, production-style
        agents, multi-agent teams, RAG tutorials, MCP agents, voice agents,
        generative UI, memory, fine-tuning and a set of agent skills for coding
        agents. It was updated on 26 September 2026.
      </p>
      <h3>patchy631/ai-engineering-hub <span class="stars">~38K ★</span></h3>
      <p class="repo-link">
        <a href="https://github.com/patchy631/ai-engineering-hub"
          >github.com/patchy631/ai-engineering-hub</a>
      </p>
      <p>
        MIT. Projects sorted into beginner, intermediate and advanced: local OCR
        and chat apps, RAG, agent workflows, MCP servers, model comparisons,
        fine-tuning and full production systems.
      </p>

      <h2 id="start">Start with these 10</h2>
      <ol>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/chat_with_X_tutorials/chat_with_pdf"
            >Chat with PDF (GPT &amp; Llama3)</a>: The hello world of AI apps. Build it in an evening so RAG stops
          being a buzzword.
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/local_rag_agent"
            >Local RAG Agent</a>: Same idea, fully local with Llama 3.2 and Qdrant. No API key, no
          bill.
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/llama-ocr"
            >Llama OCR</a>: Local OCR with Llama 3.2 vision. Point it at your handwritten
          notes.
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/github_mcp_agent"
            >GitHub MCP Agent</a>: Your first MCP project. Ask questions about any repo in plain
          English.
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/corrective_rag"
            >Corrective RAG (CRAG)</a>: RAG that grades its own retrieval and retries. Great interview
          talking point.
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/always_on_agents/always_on_hn_briefing_agent"
            >Always-on Hacker News Briefing Agent</a>: A scheduled agent that sends you a ranked daily brief. Shows you
          can ship something that runs without you.
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/llm_panel_agent_team"
            >LLM Panel Agent Team</a>: Three models review the same diff blind, then argue. A fun
          multi-agent build.
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/notebook-lm-clone"
            >NotebookLM Clone</a>: RAG, citations and podcast generation in one app. A proper
          capstone.
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/llm_finetuning_tutorials/gemma3_finetuning"
            >Gemma 3 Fine-tuning</a>: 4-bit LoRA with Unsloth. Your first fine-tune, small and readable.
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/project-graveyard"
            >Project Graveyard</a>: A Claude Code / Codex skill that finds the side projects you
          abandoned and helps you finish one. Start here if you have a
          graveyard.
        </li>
      </ol>

      <h2 id="all">All 209 projects</h2>
      <p>Numbered straight through so you can say "I built #47".</p>
      <h3>Part 1: awesome-llm-apps (121 projects)</h3>
      <h3>Agent Skills (8)</h3>
      <ol start="1">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/project-graveyard"
            >Project Graveyard</a>: Finds every side project you abandoned, tells you why each one
          died, and helps you finish the one worth going back to
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/first-reader"
            >First Reader</a>: Simulates real readers going through your draft and reports where
          they lose interest, where they stop reading, and what they remember
          afterward, without rewriting a word
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/scope-creep-detector"
            >Scope Creep Detector</a>: Checks whether a diff grew beyond its stated intent and recommends
          what to keep, split, or justify
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/commit-archaeologist"
            >Commit Archaeologist</a>: Reconstructs why a file or code region exists from its introducing
          commit, later edits, co-changes, and intent clues
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/dependency-doctor"
            >Dependency Doctor</a>: Checks a dependency manifest for standard-library pins, obsolete
          backports, unpinned entries, duplicate constraints, and yanked
          releases
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/advisor-orchestrator-worker"
            >Advisor Orchestrator Worker</a>: Meta Loop with Claude Fable 5.1 as advisor, GPT-6 Astra as
          orchestrator, and Gemini 3.8 Flash as worker
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/thinking-out-loud"
            >Thinking Out Loud</a>: Echoes a voice ramble back as a scannable brief, with the model's
          guesses quarantined and your reversals flagged
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/self-improving-agent-skills"
            >Self-Improving Agent Skills</a>: Automatically optimize agent skills using Gemini and ADK
        </li>
      </ol>
      <h3>Starter AI Agents (13)</h3>
      <ol start="9">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_blog_to_podcast_agent"
            >AI Blog to Podcast Agent</a>: Turn any blog URL into a narrated podcast episode
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_breakup_recovery_agent"
            >AI Breakup Recovery Agent</a>: An agent team that talks you through the post-breakup spiral
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_data_analysis_agent"
            >AI Data Analysis Agent</a>: Ask questions of any CSV or Excel file in plain English
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_medical_imaging_agent"
            >AI Medical Imaging Agent</a>: Diagnostic analysis of X-rays and scans with Gemini
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_meme_generator_agent_browseruse"
            >AI Meme Generator Agent (Browser)</a>: Makes memes by driving a real browser, not an image API
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_music_generator_agent"
            >AI Music Generator Agent</a>: Prompt in, MP3 track out
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_travel_agent"
            >AI Travel Agent (Local &amp; Cloud)</a>: Personalized day-by-day travel itineraries
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/ai_x402_paying_agent"
            >AI x402 Paying Agent</a>: An agent with a wallet that pays per-call for the data it needs: no
          API keys
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/multimodal_ai_agent"
            >Gemini Multimodal Agent</a>: Video analysis plus web search in one agent
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/mixture_of_agents"
            >Mixture of Agents</a>: Multiple LLMs answer, one aggregates the best response
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/xai_finance_agent"
            >xAI Finance Agent</a>: Real-time stock analysis powered by Grok
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/openai_research_agent"
            >OpenAI Research Agent</a>: Multi-agent topic research with the OpenAI Agents SDK
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/starter_ai_agents/web_scraping_ai_agent"
            >Web Scraping AI Agent</a>: Describe what to extract and the agent scrapes it
        </li>
      </ol>
      <h3>Advanced AI Agents (22)</h3>
      <ol start="22">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/ai_home_renovation_agent"
            >AI Home Renovation Agent with Nano Banana Pro</a>: Photos of your space in, renovation plan and photorealistic renders
          out
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/devpulse_ai"
            >DevPulse AI - Multi-Agent Signal Intelligence</a>: Aggregates and scores technical signals into a daily intelligence
          digest
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/single_agent_apps/ai_deep_research_agent"
            >AI Deep Research Agent</a>: Comprehensive web research with the OpenAI Agents SDK and Firecrawl
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/ai_vc_due_diligence_agent_team"
            >AI VC Due Diligence Agent Team</a>: Multi-agent startup investment analysis with Gemini 3
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/single_agent_apps/research_agent_gemini_interaction_api"
            >AI Research Planner &amp; Executor (Google Interactions API)</a>: Multi-phase research with stateful conversations and auto-generated
          infographics
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/single_agent_apps/ai_consultant_agent"
            >AI Consultant Agent</a>: Market analysis and strategy recommendations with live web research
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/single_agent_apps/ai_system_architect_r1"
            >AI System Architect Agent</a>: Architecture reviews using DeepSeek R1 reasoning plus Claude
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/ai_financial_coach_agent"
            >AI Financial Coach Agent</a>: Personalized budget, debt, and savings analysis
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/single_agent_apps/ai_movie_production_agent"
            >AI Movie Production Agent</a>: Script drafts and casting ideas from a one-line movie concept
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/single_agent_apps/ai_investment_agent"
            >AI Investment Agent</a>: Stock comparison reports built on Yahoo Finance data
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/single_agent_apps/earnings_call_analyst_agent"
            >Earnings Call Analyst Agent</a>: Turns YouTube earnings calls into a playback-synced analyst
          workspace
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/single_agent_apps/ai_health_fitness_agent"
            >AI Health &amp; Fitness Agent</a>: Tailored diet and workout plans from your goals
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/product_launch_intelligence_agent"
            >AI Product Launch Intelligence Agent</a>: Go-to-market intelligence on competitor launches
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/single_agent_apps/ai_fraud_investigation_agent"
            >AI Fraud Investigation Agent</a>: Cross-references public records to flag facilities that don't add
          up
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/single_agent_apps/ai_journalist_agent"
            >AI Journalist Agent</a>: Researches, writes, and edits articles on any topic
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/ai_mental_wellbeing_agent"
            >AI Mental Wellbeing Agent</a>: A coordinated agent team for mental health support plans
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/single_agent_apps/ai_meeting_agent"
            >AI Meeting Agent</a>: Context, industry insights, and strategy briefs before you walk in
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/ai_self_evolving_agent"
            >AI Self-Evolving Agent</a>: Agents that rewrite their own workflows with EvoAgentX
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/ai_sales_intelligence_agent_team"
            >AI Sales Intelligence Agent Team</a>: Generates competitive sales battle cards in real time
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/ai_news_and_podcast_agents"
            >AI Social Media News and Podcast Agent</a>: Curates your trusted sources into briefs and generated podcasts
        </li>
        <li>
          <a href="https://github.com/accomplish-ai/coworker"
            >Openwork - Open Browser Automation Agent</a>
          <em>(separate repo)</em>: Open-source agent that operates a real
          browser
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/trust_gated_agent_team"
            >Trust-Gated Multi-Agent Research Team</a>: Every agent verified, every action in a hash-chained audit trail
        </li>
      </ol>
      <h3>Always-on Agents (2)</h3>
      <ol start="44">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/always_on_agents/always_on_hn_briefing_agent"
            >Always-on Hacker News Briefing Agent</a>: A scheduled scout that ships a ranked daily brief to Slack or email
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/always_on_agents/release_radar_agent"
            >Release Radar Agent</a>: Watches dependency releases and briefs you on breaking, deprecated,
          security, and major-version changes
        </li>
      </ol>
      <h3>Multi-agent Teams (14)</h3>
      <ol start="46">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/ai_competitor_intelligence_agent_team"
            >AI Competitor Intelligence Agent Team</a>: Structured competitor teardowns built from their own websites
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/ai_finance_agent_team"
            >AI Finance Agent Team</a>: A financial analyst team in 20 lines of Python
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/ai_game_design_agent_team"
            >AI Game Design Agent Team</a>: Full game concepts from a swarm of design specialists
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/ag2_adaptive_research_team"
            >AG2 Adaptive Research Team</a>: Agent teamwork with routing and fallback, built on AG2
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/ai_legal_agent_team"
            >AI Legal Agent Team (Cloud &amp; Local)</a>: Research, contract analysis, and strategy from a full legal bench
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/ai_recruitment_agent_team"
            >AI Recruitment Agent Team</a>: Resume screening to interview scheduling, end to end
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/ai_real_estate_agent_team"
            >AI Real Estate Agent Team</a>: Property search, market analysis, and recommendations
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/ai_services_agency"
            >AI Services Agency (CrewAI)</a>: A digital agency that scopes and plans your software project
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/ai_teaching_agent_team"
            >AI Teaching Agent Team</a>: A faculty of agents that builds your complete learning path
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/multimodal_coding_agent_team"
            >Multimodal Coding Agent Team</a>: Snap a photo of a coding problem, get a sandboxed solution
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/multimodal_design_agent_team"
            >Multimodal Design Agent Team</a>: Design critiques from a Gemini-powered expert panel
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/multimodal_uiux_feedback_agent_team"
            >Multimodal UI/UX Feedback Agent Team</a>: Landing page feedback plus an auto-generated improved version
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/ai_travel_planner_agent_team"
            >AI Travel Planner Agent Team</a>: A complete trip itinerary, crafted by a team
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/multi_agent_apps/agent_teams/llm_panel_agent_team"
            >LLM Panel Agent Team</a>: Three vendors review the same diff blind, then argue it out
          anonymously
        </li>
      </ol>
      <h3>Voice AI Agents (5)</h3>
      <ol start="60">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/voice_ai_agents/ai_audio_tour_agent"
            >AI Audio Tour Agent</a>: Self-guided audio tours from your location, interests, and pace
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/voice_ai_agents/customer_support_voice_agent"
            >Customer Support Voice Agent</a>: Voice answers grounded in your own docs
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/voice_ai_agents/insurance_claim_live_agent_team"
            >Insurance Claim Live Agent Team</a>: Voice claim intake on Gemini 3.8 Live that writes a field notebook,
          looks at damage through the webcam, and sketches the incident
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/voice_ai_agents/voice_rag_openaisdk"
            >Voice RAG Agent (OpenAI SDK)</a>: Ask your PDFs questions, hear the answers
        </li>
        <li>
          <a href="https://github.com/akshayaggarwal99/jarvis-ai-assistant"
            >OpenSource Voice Dictation Agent (Wispr Flow clone)</a>
          <em>(separate repo)</em>: Open-source dictation that types where you
          talk
        </li>
      </ol>
      <h3>Generative UI and Agentic Frontends (7)</h3>
      <ol start="65">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/generative_ui_agents/generative-ui-starter-project"
            >Generative UI Starter Project</a>: A chat-driven kanban board you and the agent work together
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/generative_ui_agents/ai-financial-coach-agent"
            >AI Financial Coach Agent</a>: Budget, savings, and debt plans rendered as interactive cards
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/generative_ui_agents/ai-dashboard-canvas-agent"
            >AI Dashboard Canvas Agent</a>: Describe a dashboard in chat, charts assemble on a live canvas
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/generative_ui_agents/ai-mcp-app-builder"
            >AI MCP App Builder</a>: Describe an MCP app, get a live sandboxed instance back
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/generative_ui_agents/mcp-apps-generative-ui-showcase"
            >MCP Apps Generative UI Showcase</a>: MCP apps that render real interactive UI, flight search included
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/generative_ui_agents/ai-shadcn-component-generator"
            >AI Shadcn Component Generator</a>: Chat your way to production-ready shadcn components
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/generative_ui_agents/ai-deep-research-agent"
            >AI Deep Research Agent</a>: Research where every tool call renders as a live workspace card
        </li>
      </ol>
      <h3>Autonomous Game-Playing Agents (3)</h3>
      <ol start="72">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/autonomous_game_playing_agent_apps/ai_3dpygame_r1"
            >AI 3D Pygame Agent</a>: DeepSeek R1 writes PyGame code, browser agents run it live
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/autonomous_game_playing_agent_apps/ai_chess_agent"
            >AI Chess Agent</a>: Agent White vs Agent Black with validated moves
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_ai_agents/autonomous_game_playing_agent_apps/ai_tic_tac_toe_agent"
            >AI Tic-Tac-Toe Agent</a>: Two different LLMs battle it out, move by move
        </li>
      </ol>
      <h3>MCP AI Agents (6)</h3>
      <ol start="75">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/browser_mcp_agent"
            >Browser MCP Agent</a>: Drive a real browser with natural language over MCP
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/github_mcp_agent"
            >GitHub MCP Agent</a>: Explore and analyze any repo in plain English
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/notion_mcp_agent"
            >Notion MCP Agent</a>: Talk to your Notion pages from the terminal
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/ai_travel_planner_mcp_agent_team"
            >AI Travel Planner MCP Agent</a>: Itineraries built on live Airbnb and Google Maps data
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/multi_mcp_agent_router"
            >Multi-MCP Agent Router</a>: Specialist agents, each wired to its own MCP server
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/mcp_ai_agents/openai_remote_mcp_bridge"
            >OpenAI Remote MCP Tool Bridge</a>: Connect OpenAI function calling directly to a remote MCP server
        </li>
      </ol>
      <h3>RAG (Retrieval Augmented Generation) (21)</h3>
      <ol start="81">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/agentic_rag_embedding_gemma"
            >Agentic RAG with Embedding Gemma</a>: Fully local agentic RAG with EmbeddingGemma and Llama 3.2
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/agentic_rag_with_reasoning"
            >Agentic RAG with Reasoning</a>: Watch the agent's step-by-step reasoning as it retrieves
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/ai_blog_search"
            >AI Blog Search (RAG)</a>: Agentic search over blog content, built on LangGraph
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/autonomous_rag"
            >Autonomous RAG</a>: GPT-4o answers from your PDFs, falls back to web search
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/contextualai_rag_agent"
            >Contextual AI RAG Agent</a>: Managed RAG: datastore to grounded chat in minutes
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/corrective_rag"
            >Corrective RAG (CRAG)</a>: Retrieval that grades itself and retries before answering
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/agentic_typed_rag_pydanticai"
            >Typed Agentic RAG with Pydantic AI</a>: Validated answers with exact citations, or a refusal when evidence
          is weak
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/deepseek_local_rag_agent"
            >Deepseek Local RAG Agent</a>: Local DeepSeek reasoning over your own documents
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/gemini_agentic_rag"
            >Gemini Agentic RAG</a>: Query rewriting and web fallback with Gemini Flash Thinking
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/hybrid_search_rag"
            >Hybrid Search RAG (Cloud)</a>: Keyword plus vector search feeding Claude
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/llama3.1_local_rag"
            >Llama 3.1 Local RAG</a>: Chat with any webpage, fully offline
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/local_hybrid_search_rag"
            >Local Hybrid Search RAG</a>: Hybrid search with everything running on your machine
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/multimodal_agentic_rag"
            >Multimodal Agentic RAG</a>: Text, PDFs, images, audio, and video, answered with citations
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/local_rag_agent"
            >Local RAG Agent</a>: Llama 3.2 and Qdrant, no API keys required
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/rag-as-a-service"
            >RAG-as-a-Service</a>: A production RAG service in under 50 lines
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/rag_agent_cohere"
            >RAG Agent with Cohere</a>: Command R7B retrieval with web-search fallback
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/rag_chain"
            >Basic RAG Chain</a>: The minimal retrieval pipeline, applied to pharma research
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/rag_database_routing"
            >RAG with Database Routing</a>: Routes each question to the right database automatically
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/vision_rag"
            >Vision RAG</a>: Ask questions about images and PDF pages with Embed-4
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/rag_failure_diagnostics_clinic"
            >RAG Failure Diagnostics Clinic</a>: Find out why your RAG pipeline is wrong, systematically
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/rag_tutorials/knowledge_graph_rag_citations"
            >Knowledge Graph RAG with Citations</a>: Multi-hop answers with verifiable source attribution
        </li>
      </ol>
      <h3>AI Browser Tools (2)</h3>
      <ol start="102">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/needle"
            >Needle - A New Way to Find</a>: Search webpages by meaning and highlight the strongest source
          sentence, using a Chrome extension powered by TypeSafe Jev
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/ripple"
            >Ripple - Change One Thing, Find What Else Needs to Change</a>: Find related inconsistencies and suggested fixes as you edit a
          Google Doc, using TypeSafe Jev and Gemini
        </li>
      </ol>
      <h3>LLM Apps with Memory (6)</h3>
      <ol start="104">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/llm_apps_with_memory_tutorials/ai_arxiv_agent_memory"
            >AI ArXiv Agent with Memory</a>: Paper search that remembers your research interests
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/llm_apps_with_memory_tutorials/ai_travel_agent_memory"
            >AI Travel Agent with Memory</a>: A travel assistant that remembers your preferences
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/llm_apps_with_memory_tutorials/llama3_stateful_chat"
            >Llama3 Stateful Chat</a>: Session-persistent chat with Llama 3
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/llm_apps_with_memory_tutorials/llm_app_personalized_memory"
            >LLM App with Personalized Memory</a>: A chatbot that keeps context across conversations
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/llm_apps_with_memory_tutorials/local_chatgpt_with_memory"
            >Local ChatGPT Clone with Memory</a>: Fully local, with a personal memory per user
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/llm_apps_with_memory_tutorials/multi_llm_memory"
            >Multi-LLM Application with Shared Memory</a>: Different models, one shared conversation memory
        </li>
      </ol>
      <h3>Chat with X (6)</h3>
      <ol start="110">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/chat_with_X_tutorials/chat_with_github"
            >Chat with GitHub (GPT &amp; Llama3)</a>: Any repo, answered in 30 lines of RAG
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/chat_with_X_tutorials/chat_with_gmail"
            >Chat with Gmail</a>: Ask your inbox questions
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/chat_with_X_tutorials/chat_with_pdf"
            >Chat with PDF (GPT &amp; Llama3)</a>: The classic, in 30 lines of Python
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/chat_with_X_tutorials/chat_with_research_papers"
            >Chat with Research Papers (ArXiv) (GPT &amp; Llama3)</a>: Explore arXiv conversationally with GPT-4o
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/chat_with_X_tutorials/chat_with_substack"
            >Chat with Substack</a>: Chat with any newsletter's archive
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/chat_with_X_tutorials/chat_with_youtube_videos"
            >Chat with YouTube Videos</a>: Ask videos questions via their transcripts
        </li>
      </ol>
      <h3>LLM Optimization Tools (2)</h3>
      <ol start="116">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/llm_optimization_tools/toonify_token_optimization"
            >Toonify Token Optimization</a>: Reduce LLM API costs by 30-60% using TOON format
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/llm_optimization_tools/headroom_context_optimization"
            >Headroom Context Optimization</a>: Reduce LLM API costs by 50-90%
        </li>
      </ol>
      <h3>LLM Fine-tuning (2)</h3>
      <ol start="118">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/llm_finetuning_tutorials/gemma3_finetuning"
            >Gemma 3 Fine-tuning</a>: 4-bit LoRA with Unsloth, small and readable
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/advanced_llm_apps/llm_finetuning_tutorials/llama3.2_finetuning"
            >Llama 3.2 Fine-tuning</a>: Fine-tune in 30 lines, free on Colab
        </li>
      </ol>
      <h3>AI Agent Framework Crash Courses (2)</h3>
      <ol start="120">
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/ai_agent_framework_crash_course/google_adk_crash_course"
            >Google ADK Crash Course</a>: Starter agent, structured outputs, tools (built-in, function,
          third-party, MCP), memory, callbacks, plugins, and multi-agent
          patterns. Model-agnostic.
        </li>
        <li>
          <a             href="https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/ai_agent_framework_crash_course/openai_sdk_crash_course"
            >OpenAI Agents SDK Crash Course</a>: Starter agent, function calling, structured outputs, tools, memory,
          evaluation, handoffs, swarm orchestration, and routing logic.
        </li>
      </ol>
      <h3>Part 2: ai-engineering-hub (88 projects)</h3>
      <h3>Beginner: OCR &amp; Vision (4)</h3>
      <ol start="122">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/LaTeX-OCR-with-Llama"
            >LaTeX OCR with Llama</a>: Convert LaTeX equation images to code using Llama 3.2 vision
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/llama-ocr"
            >Llama OCR</a>: 100% local OCR app with Llama 3.2 and Streamlit
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/gemma3-ocr"
            >Gemma-3 OCR</a>: Local OCR with structured text extraction using Gemma-3
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/qwen-2.5VL-ocr"
            >Qwen 2.5 OCR</a>: Text extraction using Qwen 2.5 VL model
        </li>
      </ol>
      <h3>Beginner: Chat Interfaces &amp; UI (7)</h3>
      <ol start="126">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/local-chatgpt%20with%20DeepSeek"
            >Local ChatGPT with DeepSeek</a>: Mini-ChatGPT with DeepSeek-R1 and Chainlit
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/local-chatgpt"
            >Local ChatGPT with Llama</a>: ChatGPT clone using Llama 3.2 vision
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/local-chatgpt%20with%20Gemma%203"
            >Local ChatGPT with Gemma 3</a>: Local chat interface with Gemma 3
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/deepseek-thinking-ui"
            >DeepSeek Thinking UI</a>: ChatGPT with visible reasoning using DeepSeek-R1
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/qwen3-thinking-ui"
            >Qwen3 Thinking UI</a>: Thinking UI with Qwen3:4B and Streamlit
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/gpt-oss-thinking-ui"
            >GPT-OSS Thinking UI</a>: GPT-OSS with reasoning visualization
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/streaming-ai-chatbot"
            >Streaming AI Chatbot</a>: Real-time AI streaming with Motia framework
        </li>
      </ol>
      <h3>Beginner: Basic RAG (6)</h3>
      <ol start="133">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/simple-rag-workflow"
            >Simple RAG Workflow</a>: Basic RAG with LlamaIndex and Ollama
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/document-chat-rag"
            >Document Chat RAG</a>: Chat with documents using Llama 3.3
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/fastest-rag-stack"
            >Fastest RAG Stack</a>: Fast RAG with SambaNova, LlamaIndex, and Qdrant
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/github-rag"
            >GitHub RAG</a>: Chat with GitHub repos locally
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/modernbert-rag"
            >ModernBERT RAG</a>: RAG with ModernBert embeddings
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/llama-4-rag"
            >Llama 4 RAG</a>: RAG powered by Meta's Llama 4
        </li>
      </ol>
      <h3>Beginner: Multimodal &amp; Media (2)</h3>
      <ol start="139">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/imagegen-janus-pro"
            >Image Generation with Janus-Pro</a>: Local image generation with DeepSeek Janus-pro 7B
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/video-rag-gemini"
            >Video RAG with Gemini</a>: Chat with videos using Gemini AI
        </li>
      </ol>
      <h3>Beginner: Other Tools (3)</h3>
      <ol start="141">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/Website-to-API-with-FireCrawl"
            >Website to API with FireCrawl</a>: Convert websites to APIs
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/ai_news_generator"
            >AI News Generator</a>: News generation with CrewAI and Cohere
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/siamese-network"
            >Siamese Network</a>: Digit similarity detection on MNIST
        </li>
      </ol>
      <h3>Intermediate: AI Agents &amp; Workflows (13)</h3>
      <ol start="144">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/Youtube-trend-analysis"
            >YouTube Trend Analysis</a>: Analyze YouTube trends with CrewAI and BrightData
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/autogen-stock-analyst"
            >AutoGen Stock Analyst</a>: Advanced analyst with Microsoft AutoGen
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/agentic_rag"
            >Agentic RAG</a>: RAG with document search and web fallback
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/agentic_rag_deepseek"
            >Agentic RAG with DeepSeek</a>: Enterprise agentic RAG with GroundX
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/book-writer-flow"
            >Book Writer Flow</a>: Automated book writing with CrewAI
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/content_planner_flow"
            >Content Planner Flow</a>: Content workflow with CrewAI Flow
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/brand-monitoring"
            >Brand Monitoring</a>: Automated brand monitoring system
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/hotel-booking-crew"
            >Hotel Booking Crew</a>: Multi-agent hotel booking with DeepSeek-R1
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/deploy-agentic-rag"
            >Deploy Agentic RAG</a>: Private Agentic RAG API with LitServe
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/zep-memory-assistant"
            >Zep Memory Assistant</a>: AI Agent with human-like memory
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/agent-with-mcp-memory"
            >Agent with MCP Memory</a>: Agents with Graphiti memory and Opik
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/acp-code"
            >ACP Code</a>: Agent Communication Protocol demo
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/motia-content-creation"
            >Motia Content Creation</a>: Social media automation workflow
        </li>
      </ol>
      <h3>Intermediate: Voice &amp; Audio (5)</h3>
      <ol start="157">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/real-time-voicebot"
            >Real-time Voice Bot</a>: Conversational travel guide with AssemblyAI
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/rag-voice-agent"
            >RAG Voice Agent</a>: Real-time RAG Voice Agent with Cartesia
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/chat-with-audios"
            >Chat with Audios</a>: RAG over audio files
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/audio-analysis-toolkit"
            >Audio Analysis Toolkit</a>: Audio analysis with AssemblyAI
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/multilingual-meeting-notes-generator"
            >Multilingual Meeting Notes</a>: Auto meeting notes with language detection
        </li>
      </ol>
      <h3>Intermediate: Advanced RAG (5)</h3>
      <ol start="162">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/rag-with-dockling"
            >RAG with Dockling</a>: RAG over Excel with IBM's Docling
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/trustworthy-rag"
            >Trustworthy RAG</a>: RAG over complex docs with TLM
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/fastest-rag-milvus-groq"
            >Fastest RAG with Milvus and Groq</a>: Sub-15ms retrieval latency
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/chat-with-code"
            >Chat with Code</a>: Chat with code using Qwen3-Coder
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/rag-sql-router"
            >RAG SQL Router</a>: Agent with RAG and SQL routing
        </li>
      </ol>
      <h3>Intermediate: Multimodal (3)</h3>
      <ol start="167">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/deepseek-multimodal-RAG"
            >DeepSeek Multimodal RAG</a>: MultiModal RAG with DeepSeek-Janus-Pro
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/Colivara-deepseek-website-RAG"
            >ColiVara Website RAG</a>: MultiModal RAG for websites
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/multimodal-rag-assemblyai"
            >Multimodal RAG with AssemblyAI</a>: Audio + vector database + CrewAI
        </li>
      </ol>
      <h3>Intermediate: MCP (Model Context Protocol) (10)</h3>
      <ol start="170">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/cursor_linkup_mcp"
            >Cursor Linkup MCP</a>: Custom MCP with deep web search
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/eyelevel-mcp-rag"
            >EyeLevel MCP RAG</a>: MCP for RAG over complex docs
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/llamaindex-mcp"
            >LlamaIndex MCP</a>: Local MCP client with LlamaIndex
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/mcp-agentic-rag"
            >MCP Agentic RAG</a>: MCP-powered Agentic RAG for Cursor
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/mcp-agentic-rag-firecrawl"
            >MCP Agentic RAG Firecrawl</a>: Agentic RAG with Firecrawl
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/mcp-video-rag"
            >MCP Video RAG</a>: Video RAG using Ragie via MCP
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/mcp-voice-agent"
            >MCP Voice Agent</a>: Voice agent with Firecrawl and Supabase
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/sdv-mcp"
            >SDV MCP</a>: Synthetic Data Vault orchestration
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/kitops-mcp"
            >KitOps MCP</a>: ML model management with KitOps
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/stagehand%20x%20mcp-use"
            >Stagehand × MCP-Use</a>: Web automation with Stagehand MCP
        </li>
      </ol>
      <h3>Intermediate: Model Comparison &amp; Evaluation (8)</h3>
      <ol start="180">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/eval-and-observability"
            >Evaluation and Observability</a>: E2E RAG evaluation with CometML Opik
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/llama-4_vs_deepseek-r1"
            >Llama 4 vs DeepSeek-R1</a>: Compare models using RAG
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/qwen3_vs_deepseek-r1"
            >Qwen3 vs DeepSeek-R1</a>: Model comparison with Opik
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/o3-vs-claude-code"
            >O3 vs Claude Code</a>: Compare Claude 3.7 and o3
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/sonnet4-vs-o4"
            >Sonnet4 vs O4</a>: Code generation comparison
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/sonnet4-vs-qwen3-coder"
            >Sonnet4 vs Qwen3-Coder</a>: Coder model comparison
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/code-model-comparison"
            >Code Model Comparison</a>: Frontier model code comparison
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/gpt-oss-vs-qwen3"
            >GPT-OSS vs Qwen3</a>: Reasoning capabilities comparison
        </li>
      </ol>
      <h3>Advanced: Fine-tuning &amp; Model Development (2)</h3>
      <ol start="188">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/DeepSeek-finetuning"
            >DeepSeek Fine-tuning</a>: Fine-tune DeepSeek with Unsloth and Ollama
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/Build-reasoning-model"
            >Build Reasoning Model</a>: Build DeepSeek-R1-like reasoning models
        </li>
      </ol>
      <h3>Advanced: Advanced Agent Systems (10)</h3>
      <ol start="190">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/documentation-writer-flow"
            >Documentation Writer Flow</a>: Agentic documentation workflow
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/Multi-Agent-deep-researcher-mcp-windows-linux"
            >Multi-Agent Deep Researcher</a>: MCP-powered deep researcher
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/multiplatform_deep_researcher"
            >Multiplatform Deep Researcher</a>: Multi-platform research with BrightData
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/web-browsing-agent"
            >Web Browsing Agent</a>: Browser automation with CrewAI and Stagehand
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/paralegal-agent-crew"
            >Paralegal Agent Crew</a>: Intelligent paralegal with RAG
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/firecrawl-agent"
            >FireCrawl Agent</a>: Corrective RAG with web search fallback
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/context-engineering-workflow"
            >Context Engineering Workflow</a>: Research assistant with TensorLake and Zep
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/parlant-conversational-agent"
            >Parlant Conversational Agent</a>: Compliance-driven conversational agent
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/stock-portfolio-analysis-agent"
            >Stock Portfolio Analysis Agent</a>: Portfolio analysis with React frontend
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/guidelines-vs-traditional-prompt"
            >Guidelines vs Traditional Prompt</a>: Structured guidelines comparison
        </li>
      </ol>
      <h3>Advanced: Advanced MCP &amp; Infrastructure (5)</h3>
      <ol start="200">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/mindsdb-mcp"
            >MindsDB MCP</a>: Unified MCP for all data sources
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/financial-analyst-deepseek"
            >Financial Analyst DeepSeek</a>: MCP financial analysis workflow
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/graphiti-mcp"
            >Graphiti MCP</a>: Persistent memory with Zep's Graphiti
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/pixeltable-mcp"
            >Pixeltable MCP</a>: Unified multimodal data orchestration
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/ultimate-ai-assitant-using-mcp"
            >Ultimate AI Assistant</a>: Multi-MCP server interface
        </li>
      </ol>
      <h3>Advanced: Production Systems (2)</h3>
      <ol start="205">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/groundX-doc-pipeline"
            >GroundX Document Pipeline</a>: World-class document processing
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/notebook-lm-clone"
            >NotebookLM Clone</a>: Full NotebookLM with RAG, citations, and podcasts
        </li>
      </ol>
      <h3>Advanced: Advanced Agent Systems (2)</h3>
      <ol start="207">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/build-code-harness"
            >Build a Claude Code Harness with CrewAI</a>: Build your own Claude Code style coding harness on top of CrewAI
        </li>
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/open-agent-builder"
            >Open Agent Builder (with Composio)</a>: Drag-and-drop workflow builder for AI agent pipelines, with
          Composio tools and MCP support
        </li>
      </ol>
      <h3>Advanced: Fine-tuning &amp; Model Development (1)</h3>
      <ol start="209">
        <li>
          <a             href="https://github.com/patchy631/ai-engineering-hub/tree/main/train-yolo26-object-detection"
            >Train YOLO26 Object Detection</a>: Train a YOLO26 object detection model on your own custom dataset
        </li>
      </ol>

      <h2>How I'd use this</h2>
      <ul>
        <li>
          Pick 3, not 30. One RAG app, one agent, one MCP project. That covers
          most AI app developer interviews.
        </li>
        <li>
          Don't just clone and run. Change the data source to something you care
          about, like your college notes or a docs site you use daily, give it a
          live URL and write a real README.
        </li>
        <li>
          Put the "what I changed" part at the top of your README. That's the
          part a founder reads.
        </li>
        <li>
          Post the build in public while you make it. A day 1 ugly demo beats a
          day 30 perfect demo nobody saw.
        </li>
        <li>
          Use Claude Code or Codex to read the code with you, but make sure you
          can explain every file in an interview.
        </li>
      </ul>
      <p>
        A note on the count: a couple of projects share names across the two
        repos (there are two different "AI Deep Research Agent" builds and two
        "AI Financial Coach Agent" builds). Two entries in the
        ai-engineering-hub README pointed to folders that no longer exist, so I
        swapped in two real projects from the same repo that aren't in its
        README yet.
      </p>

      <p>
        Want the learning path to go with the projects? Read
        <a href="/blog/ai-engineering-from-scratch-free-course"
          >AI Engineering from Scratch: 523 free lessons</a>, then
        <a href="/blog/25-projects-to-build-to-get-hired-2026"
          >25 projects to build to get hired in 2026</a>.
      </p>

      <p>
        Follow
        <a href="https://www.instagram.com/avi_vashishta29/"
          >@avi_vashishta29</a>
        for one practical AI dev resource a day.
      </p>
