> ## Documentation Index
> Fetch the complete documentation index at: https://supermemory-mtd-v5-docs-sdk-shape.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Use cases

> What teams build with Supermemory: agents, knowledge bases, multi-tenant products and tools.

Supermemory is one context engine. These are the shapes teams ship on top of it.

## Agents that remember

<CardGroup cols={2}>
  <Card title="Personal assistants" icon="https://mintcdn.com/supermemory-mtd-v5-docs-sdk-shape/JG8uL1dAy0zD2gE1/icons/hugeicons/message-01.svg?fit=max&auto=format&n=JG8uL1dAy0zD2gE1&q=85&s=aae2ccfe218b4edc76618240b7badd90" width="24" height="24" data-path="icons/hugeicons/message-01.svg">
    Preferences, people, projects, and decisions across sessions — without replaying the entire chat history into every prompt.
  </Card>

  <Card title="Customer support agents" icon="https://mintcdn.com/supermemory-mtd-v5-docs-sdk-shape/JG8uL1dAy0zD2gE1/icons/hugeicons/headphones.svg?fit=max&auto=format&n=JG8uL1dAy0zD2gE1&q=85&s=8d917bb50415323e66cbf9598c64727e" width="24" height="24" data-path="icons/hugeicons/headphones.svg">
    Account history, past tickets, and product facts at answer time. Isolate each customer with a namespace.
  </Card>

  <Card title="Sales & success copilots" icon="https://mintcdn.com/supermemory-mtd-v5-docs-sdk-shape/JG8uL1dAy0zD2gE1/icons/hugeicons/agreement-01.svg?fit=max&auto=format&n=JG8uL1dAy0zD2gE1&q=85&s=9cdc666156a40af514b5fb4bb0c17c7e" width="24" height="24" data-path="icons/hugeicons/agreement-01.svg">
    Remember the account, stakeholders, and last commitments. Profiles keep “always know” context warm.
  </Card>

  <Card title="Coding agents" icon="https://mintcdn.com/supermemory-mtd-v5-docs-sdk-shape/JG8uL1dAy0zD2gE1/icons/hugeicons/command-line.svg?fit=max&auto=format&n=JG8uL1dAy0zD2gE1&q=85&s=f9fd8d735e9b93c467b147f85aebb23e" width="24" height="24" data-path="icons/hugeicons/command-line.svg">
    Project conventions, past decisions, and repo context via API, MCP, or plugins (Claude Code, Codex, OpenClaw, and more).
  </Card>
</CardGroup>

## Knowledge and retrieval

<CardGroup cols={2}>
  <Card title="Chat with your stack" icon="https://mintcdn.com/supermemory-mtd-v5-docs-sdk-shape/JG8uL1dAy0zD2gE1/icons/hugeicons/files-02.svg?fit=max&auto=format&n=JG8uL1dAy0zD2gE1&q=85&s=0b642f49e3227743ba72bb0fcd13469c" width="24" height="24" data-path="icons/hugeicons/files-02.svg">
    Drive, Notion, Gmail, OneDrive, S3, GitHub, web crawler — sync sources, then ask questions with managed SuperRAG.
  </Card>

  <Card title="Company knowledge hubs" icon="https://mintcdn.com/supermemory-mtd-v5-docs-sdk-shape/JG8uL1dAy0zD2gE1/icons/hugeicons/building-03.svg?fit=max&auto=format&n=JG8uL1dAy0zD2gE1&q=85&s=9f210a9b859c6ff48856f7435a1d5871" width="24" height="24" data-path="icons/hugeicons/building-03.svg">
    Policies, wikis, and internal docs as shared memory for the team.
  </Card>

  <Card title="Research & analysis" icon="https://mintcdn.com/supermemory-mtd-v5-docs-sdk-shape/JG8uL1dAy0zD2gE1/icons/hugeicons/search-01.svg?fit=max&auto=format&n=JG8uL1dAy0zD2gE1&q=85&s=5f770b9bcb74a3a1a5c8cf0cb9674fb1" width="24" height="24" data-path="icons/hugeicons/search-01.svg">
    Papers, notes, and long documents with multimodal ingestion (PDF, images, audio/video) and hybrid search.
  </Card>

  <Card title="Legal & compliance search" icon="https://mintcdn.com/supermemory-mtd-v5-docs-sdk-shape/JG8uL1dAy0zD2gE1/icons/hugeicons/balance-scale.svg?fit=max&auto=format&n=JG8uL1dAy0zD2gE1&q=85&s=840a24af1d1b7052e0c25156e1499627" width="24" height="24" data-path="icons/hugeicons/balance-scale.svg">
    Contracts and policy corpora with strict isolation and audit-friendly deletion paths. See [Security](/overview/security).
  </Card>
</CardGroup>

## Multi-tenant products

If you are building a SaaS that needs memory **per end user** (or per workspace):

1. Map each user/workspace to a **namespace**
2. Ingest conversations and files into that tag
3. Search / load **profiles** only inside that tag
4. Issue **scoped keys** when the client must not cross tenants
5. On account deletion, erase that namespace’s data

Deep dive lives in Developer Platform concepts ([namespaces](/concepts/container-tags), [user profiles](/concepts/user-profiles)).

## Surfaces (same engine)

| If you want to… | Start here |
| - | - |
| Call the Memory API from your app | [Quickstart](/quickstart) |
| Use Claude / Cursor / coding agents | [Plugins & MCP](/supermemory-mcp/mcp) |
| Keep data on your machines | [Self-hosting](/self-hosting/overview) |

## Related

<CardGroup cols={2}>
  <Card title="What is Supermemory?" icon="https://mintcdn.com/supermemory-mtd-v5-docs-sdk-shape/JG8uL1dAy0zD2gE1/icons/hugeicons/book-open-01.svg?fit=max&auto=format&n=JG8uL1dAy0zD2gE1&q=85&s=7be5397c6755b509bd7099dcb2e2a5f5" href="/overview/what-is-supermemory" width="24" height="24" data-path="icons/hugeicons/book-open-01.svg">
    Product overview and mental model.
  </Card>

  <Card title="Developer platform" icon="https://mintcdn.com/supermemory-mtd-v5-docs-sdk-shape/JG8uL1dAy0zD2gE1/icons/hugeicons/source-code.svg?fit=max&auto=format&n=JG8uL1dAy0zD2gE1&q=85&s=1bbced2622dad9005d844dd3706651bc" href="/overview/what-is-supermemory" width="24" height="24" data-path="icons/hugeicons/source-code.svg">
    Concepts, API guides, and integrations.
  </Card>
</CardGroup>


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