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docs: update examples page for web-based demo apps
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---
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title: "Examples"
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sidebarTitle: "Examples"
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description: "Full working apps you can clone and run."
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description: "Full web-based demo apps you can clone and run."
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icon: "code"
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---
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Standalone example apps showing SMFS in realistic use cases. Each one is a
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complete project with its own README, dependencies, and sample data.
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Web-based example apps showing SMFS in realistic use cases. Each one is a
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complete project with its own README, dependencies, and a working UI.
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<CardGroup cols={2}>
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<Card
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title="Legal Docs Assistant"
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icon="scale-balanced"
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href="https://github.com/supermemoryai/examples/tree/main/legal-docs-assistant"
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title="Research Assistant"
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icon="magnifying-glass"
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href="https://github.com/supermemoryai/examples/tree/main/research-assistant"
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>
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Ingest contracts into a Supermemory container, then query them with
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semantic search. Python + Anthropic SDK.
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Upload documents and chat with an AI that can search and cite them.
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Next.js + TypeScript + `@supermemory/bash`.
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</Card>
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<Card
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title="Docs Answering Agent"
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title="Knowledge Base"
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icon="book"
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href="https://github.com/supermemoryai/examples/tree/main/docs-answering-agent"
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href="https://github.com/supermemoryai/examples/tree/main/knowledge-base"
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>
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Ingest documentation, answer questions about it. TypeScript + Vercel AI
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SDK.
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Add notes and chat with an AI that can search your knowledge base.
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FastAPI + Python + `supermemory-bash`.
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</Card>
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<Card
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title="Customer Support Agent"
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icon="headset"
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href="https://github.com/supermemoryai/examples/tree/main/customer-support-agent"
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title="Code Sandbox"
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icon="terminal"
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href="https://github.com/supermemoryai/examples/tree/main/code-sandbox"
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>
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Per-customer memory for support ticket drafting. Each customer gets their
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own container. Python + Anthropic SDK.
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Write and run code in a Daytona sandbox with persistent AI memory.
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Next.js + Daytona SDK + SMFS mount.
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</Card>
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</CardGroup>
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All examples use the [Bash Tool](/smfs/bash-tool) — the serverless-friendly
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way to give an agent a Supermemory-backed filesystem. No mount or FUSE
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required.
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The Research Assistant and Knowledge Base examples use the
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[Bash Tool](/smfs/bash-tool) — the serverless-friendly way to give an agent a
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Supermemory-backed filesystem. The Code Sandbox example uses a
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[Daytona](/smfs/providers/daytona) sandbox with a real SMFS mount.
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## Running an example
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1. Clone the [examples repo](https://github.com/supermemoryai/examples)
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2. `cd` into the example you want
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3. Follow the README — typically: install deps, copy `.env.example` to `.env`,
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fill in your API keys, run the ingest script, then run the agent
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fill in your API keys, and start the dev server
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