JAM Search

A search engine aggregating content from multiple sources including Discord servers, Matrix chat, web pages, GitHub repositories, and technical documentation.

Live Instances

• Production: https://search.fluffylabs.dev
• Beta: https://jam-search2.netlify.app

Indexing Job Status

Tech Stack

Frontend

• React 19 + TypeScript
• Vite
• TailwindCSS 4
• React Query
• React Router 7

Backend

• Node.js 22
• Hono
• Drizzle ORM + PostgreSQL
• OpenAI (embeddings & vector search)
• Discord.js, Matrix SDK, Firecrawl

Project Structure

├── client/         Frontend application
└── backend/        API server and data indexing

Development

Backend

cd backend
npm install
npm run dev

Required environment variables:

• DATABASE_URL - PostgreSQL connection string
• OPENAI_API_KEY - OpenAI API key
• DISCORD_TOKEN - Discord bot token
• MATRIX_ACCESS_TOKEN - Matrix access token
• Additional configuration in backend/src/env.ts

Frontend

cd client
npm install
npm run dev

Configure API endpoint in client/src/consts.ts

Data Indexing

The backend includes scripts for indexing content:

npm run fetch-discord         # Index Discord messages
npm run fetch-github          # Index GitHub pages
npm run fetch-pages           # Index web pages
npm run generate-embeddings   # Generate vector embeddings

Automated jobs run daily to keep content updated.

Deployment

• Backend: Deployed to https://search-api.fluffylabs.dev
• Frontend: Deployed to Netlify (beta) and custom domain (production)

License

MPL-2.0