> ## Documentation Index
> Fetch the complete documentation index at: https://supermemory-mtd-tools-community-fixes.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Examples

> Full web-based demo apps you can clone and run.

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="https://mintcdn.com/supermemory-mtd-tools-community-fixes/IR9yrIpLsJG9a7Y0/icons/hugeicons/search-01.svg?fit=max&auto=format&n=IR9yrIpLsJG9a7Y0&q=85&s=66bf603c92f0487d23f52a863437945b" href="https://github.com/supermemoryai/examples/tree/main/research-assistant" width="24" height="24" data-path="icons/hugeicons/search-01.svg">
    Upload documents and chat with an AI that can search and cite them.
    Next.js + TypeScript + `@supermemory/bash`.
  </Card>

  <Card title="Knowledge Base" icon="https://mintcdn.com/supermemory-mtd-tools-community-fixes/IR9yrIpLsJG9a7Y0/icons/hugeicons/book-02.svg?fit=max&auto=format&n=IR9yrIpLsJG9a7Y0&q=85&s=bf29d6ab592d1e2cafbe9e3822d8e2b9" href="https://github.com/supermemoryai/examples/tree/main/knowledge-base" width="24" height="24" data-path="icons/hugeicons/book-02.svg">
    Add notes and chat with an AI that can search your knowledge base.
    FastAPI + Python + `supermemory-bash`.
  </Card>

  <Card title="Code Sandbox" icon="https://mintcdn.com/supermemory-mtd-tools-community-fixes/IR9yrIpLsJG9a7Y0/icons/hugeicons/command-line.svg?fit=max&auto=format&n=IR9yrIpLsJG9a7Y0&q=85&s=fd9dfe6ad62367b0bf1bb47f84227cba" href="https://github.com/supermemoryai/examples/tree/main/code-sandbox" width="24" height="24" data-path="icons/hugeicons/command-line.svg">
    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


This documentation is built and hosted on [Mintlify](https://mintlify.com), a developer documentation platform.