Inspiration
People constantly copy-paste their drafts into ChatGPT or Grammarly to check grammar and improve formatting. AI Composer eliminates this tedious workflow by doing it instantly—right where you're writing.
What it does
AI Composer transforms your casual drafts into professional messages with one click. Write naturally, and it generates polished LinkedIn messages or emails tailored to the platform. Key Features: Knowledge Graph Memory: Stores every conversation in Neo4j, so it never forgets. Next time you message someone, it remembers your entire chat history. Profile Intelligence: Scrapes profiles (professors, professionals, companies) and lets you chat with the LLM to ask "Am I a good fit for their research project?" Page Summarizer: Instantly summarizes any webpage and answers questions about the content—perfect for research papers, documentation, or Wikipedia articles. It can also scrape content of notes, classes, workflow and can generate you custom quizes or materials as you say , can also make game without the interface, it doesn't need interface , it will chat with you and store your context where ai can never forget.
How we built it
Frontend: JavaScript (Chrome Extension, Manifest V3) Backend: Python with FastAPI Web Scraping: Crawl4AI for clean markdown extraction Database: Neo4j graph database for conversation memory and relationships LLM: Claude Sonnet 4 for intelligent message rewriting and chat
Challenges we ran into
This was my first time building a Chrome extension—and my first time writing JavaScript. Integrating content scripts, background workers, async Python, Playwright on Windows, and Neo4j was a steep learning curve, but I made it work.
Accomplishments that we're proud of
Students and professionals no longer waste time copy-pasting drafts to AI tools. AI Composer does everything for you—in context, instantly, with memory. It's like having a personal writing assistant that never forgets a conversation.
even this whole thing is generated by the composer
What we learned
javasript, architecture ,chrome extension
What's next for AI composer -Tool for everything
Multi-language support: Detect and rewrite in any language Custom tone presets: Save your own writing styles Team collaboration: Share knowledge graphs across organizations Mobile app: Bring AI Composer to iOS and Android Analytics dashboard: Visualize your communication patterns and relationships
imp note- demo video doesnt show full functionality.
imagine AI able to scrape any website and store in a advance memory which use knowledge graph and you can chat endlessly. helps you compose any email you write in your own words...... also chat with any webpage, professor profile, you can even upload github and understand the context by url. you can chat with your own projects, assignments, and much more.
Built With
- crawl4ai
- fastapi
- javascript
- neo4j
- python
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