{"id":29479254,"url":"https://github.com/mayankmittal29/ask-rezzy","last_synced_at":"2026-04-13T06:03:14.312Z","repository":{"id":304368021,"uuid":"1018587676","full_name":"mayankmittal29/Ask-Rezzy","owner":"mayankmittal29","description":"🤖 Rezzy – A Full-Stack, LLM-Integrated AI Study Assistant for Medical Students Featuring Flashcard \u0026 Question Retrieval via Semantic Vector Search, Embedding-Based Similarity, Retrieval-Augmented Generation (RAG), and Real-Time Response Streaming with WebSockets \u0026 Server-Sent Events 🧠📚⚡","archived":false,"fork":false,"pushed_at":"2025-07-12T16:16:48.000Z","size":137,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-07-12T17:49:25.441Z","etag":null,"topics":["expo-router","express-js","llm-chatbot","openai","pinecone-db","rag-pipeline","react-native","socket-io","typescript"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/mayankmittal29.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-07-12T15:29:38.000Z","updated_at":"2025-07-12T16:16:52.000Z","dependencies_parsed_at":"2025-07-13T05:30:56.293Z","dependency_job_id":null,"html_url":"https://github.com/mayankmittal29/Ask-Rezzy","commit_stats":null,"previous_names":["mayankmittal29/askrezzy"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/mayankmittal29/Ask-Rezzy","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mayankmittal29%2FAsk-Rezzy","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mayankmittal29%2FAsk-Rezzy/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mayankmittal29%2FAsk-Rezzy/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mayankmittal29%2FAsk-Rezzy/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mayankmittal29","download_url":"https://codeload.github.com/mayankmittal29/Ask-Rezzy/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mayankmittal29%2FAsk-Rezzy/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":265344258,"owners_count":23750554,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["expo-router","express-js","llm-chatbot","openai","pinecone-db","rag-pipeline","react-native","socket-io","typescript"],"created_at":"2025-07-14T20:12:57.329Z","updated_at":"2026-04-13T06:03:14.263Z","avatar_url":"https://github.com/mayankmittal29.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🤖📚 Ask Rezzy — Your AI-Powered Study Sidekick 🚀\n\nWelcome to **Ask Rezzy**, the ✨ intelligent GenAI assistant built to make your med-school grind easier, faster, and a lot more fun 🧠💬.\n\n\u003e Think of Rezzy as your **resident genius friend** who’s always ready to:\n\u003e - Pull out flashcards from memory 🔁\n\u003e - Recall tricky past-year questions 🧾\n\u003e - Chat with you in real-time 🧑‍⚕️\n\u003e - Answer doubts like a walking textbook 📖💡\n\n---\n\n## 🧭 Why Ask Rezzy?\n\nWhen you're buried in anatomy books 📚, flipping between chapters, and stressing over “what to revise,” **Rezzy** becomes your:\n- 🔍 **Search wizard** for semantically similar questions\n- 🧠 **LLM assistant** trained to fetch, retrieve, and reason\n- 💬 **Live chatbot** that streams answers word-by-word\n- 🪄 **Flashcard flipper** with perfect timing\n\n\u003e “Give me 5 questions on the skeletal system” → Rezzy dives into its brain 🧠 and streams back smartly chosen questions 🧾⚡\n\n---\n\n## 🌈 Demo \u0026 Design\n\n🔗 [**Live Demo** on Loom](https://loom.com)  \n🎨 [**Figma UI Design**](https://www.figma.com/design/Wk4ao9A1X6HMnivSQwJNVz/Oncourse-Assignments?node-id=3001-917\u0026t=OzeIDYcd8be9TO2e-1)  \n📁 [**Drive Link with Dataset**](https://drive.google.com/drive/folders/1Gw8NTQPHoVOy8oEnctd1vpszDDxPQKZ8?usp=drive_link)\n\n---\n\n## 💡 Core Features\n\n| 💼 Feature                | 💬 Description |\n|--------------------------|----------------|\n| 🔍 **Semantic Vector Search** | Fetches smart matches based on *meaning*, not just keywords |\n| 🧠 **RAG (Retrieval + Generation)** | Finds useful content and builds contextual responses |\n| 💬 **LLM Chat Interface** | Streams responses token-by-token like magic 🪄 |\n| 🧾 **Flashcards \u0026 PYQs** | Answerable flashcards and previous-year questions |\n| 🧑‍⚕️ **Study Mode UX** | Typing indicators, smooth animations, real-time feel |\n\n---\n\n## 🧱 Tech Stack — Built Different 🔧\n\n| ⚙️ Layer     | 🛠️ Tech Used |\n|-------------|--------------|\n| 📱 Mobile    | React Native + Expo (SDK 50+) |\n| ✨ Language   | TypeScript (strict mode 🧠) |\n| 🧭 Navigation | `expo-router` |\n| 🚀 Backend   | Express.js (REST + SSE + WebSockets) |\n| 🔍 Vector DB | Pinecone / Weaviate / Chroma (you choose!) |\n| 🧠 LLM       | OpenAI (Embeddings + Function Calling) |\n| ⚡ Real-time | WebSockets (Socket.io) + SSE |\n| 🔄 State     | React Query (TanStack) |\n| 🧪 Testing   | Jest (for core pipeline) |\n\n---\n\n## 🧬 Dataset Format\n\n```ts\ninterface Question {\n  id: string;\n  topic: string;\n  subtopic: string;\n  question: string;\n  type: \"multiple_choice\" | \"true_false\" | \"short_answer\";\n  options?: string[];\n  correct_answer: string;\n  difficulty: \"easy\" | \"medium\" | \"hard\";\n  tags: string[];\n}\n\ninterface Flashcard {\n  id: string;\n  topic: string;\n  subtopic: string;\n  front: string;\n  back: string;\n  difficulty: \"easy\" | \"medium\" | \"hard\";\n  tags: string[];\n}\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmayankmittal29%2Fask-rezzy","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmayankmittal29%2Fask-rezzy","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmayankmittal29%2Fask-rezzy/lists"}