---
title: "Examples"
sidebarTitle: "Examples"
description: "Full web-based demo apps you can clone and run."
icon: "code"
---

Web-based example apps showing SMFS in realistic use cases. Each one is a
complete project with its own README, dependencies, and a working UI.

<CardGroup cols={2}>
  <Card
    title="Research Assistant"
    icon="magnifying-glass"
    href="https://github.com/supermemoryai/examples/tree/main/research-assistant"
  >
    Upload documents and chat with an AI that can search and cite them.
    Next.js + TypeScript + `@supermemory/bash`.
  </Card>
  <Card
    title="Knowledge Base"
    icon="book"
    href="https://github.com/supermemoryai/examples/tree/main/knowledge-base"
  >
    Add notes and chat with an AI that can search your knowledge base.
    FastAPI + Python + `supermemory-bash`.
  </Card>
  <Card
    title="Code Sandbox"
    icon="terminal"
    href="https://github.com/supermemoryai/examples/tree/main/code-sandbox"
  >
    Write and run code in an E2B sandbox with persistent AI memory.
    Next.js + E2B SDK + SMFS mount.
  </Card>
</CardGroup>

The Research Assistant and Knowledge Base examples use the
[Bash Tool](/smfs/bash-tool) — the serverless-friendly way to give an agent a
Supermemory-backed filesystem. The Code Sandbox example uses an
[E2B](/smfs/providers/e2b) sandbox with a real SMFS mount.

## Running an example

1. Clone the [examples repo](https://github.com/supermemoryai/examples)
2. `cd` into the example you want
3. Follow the README — typically: install deps, copy `.env.example` to `.env`,
   fill in your API keys, and start the dev server