> ## Documentation Index
> Fetch the complete documentation index at: https://docs.manypi.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Data, Vault and Studio

> Where the agent's outputs live, and how to point it at your own data.

## Vault

Every artifact a run produces — extracted datasets, CSVs, generated files —
lands in the **Vault**. Artifacts stay linked to the run that made them, so you
can always trace a number back to the job that produced it.

Download them from the dashboard, or over the API: a run's detail response
includes each artifact with a signed `download_url` valid for one hour.

```bash theme={null}
curl https://app.manypi.com/api/agents/runs/{id} \
  -H "Authorization: Bearer mpi_your_api_key"
```

```json theme={null}
{
  "id": "…",
  "status": "completed",
  "result_summary": "Extracted 412 rows across 9 pages.",
  "artifacts": [
    {
      "name": "results.csv",
      "mime_type": "text/csv",
      "row_count": 412,
      "download_url": "https://…"
    }
  ]
}
```

## Connections

<Info>Beta.</Info>

Connect your own database and the agent can query it as part of a run — join
your CRM data against freshly scraped leads, check which prospects are already
customers, or analyse a table in plain language.

Supported: **PostgreSQL**, **MySQL**, **BigQuery**.

```bash theme={null}
curl -X POST https://app.manypi.com/api/connections \
  -H "Authorization: Bearer mpi_your_api_key" \
  -H "Content-Type: application/json" \
  -d '{
    "name": "Analytics replica",
    "type": "postgres",
    "config": { "host": "db.example.com", "port": 5432, "database": "analytics", "username": "readonly", "ssl": true },
    "secret": "…"
  }'
```

Security specifics worth knowing:

* The credential goes straight into an encrypted vault. It is **never** returned
  by the API — listing connections returns configuration and status only.
* Queries run from a worker with a **static egress IP**, so you can allowlist it
  on your side.
* ManyPI records whether the connection has been verified read-only. Give it a
  read-only user; there is no reason for it to have anything more.

Test a connection any time with `POST /api/connections/{id}/test`.

## MCP connectors

Connect third-party MCP servers to your workspace and their tools become
available to the ManyPI agent inside a run. Credentials are encrypted on the way
in and never returned.

Manage them in **Settings → Integrations**, or at
`/api/mcp-connectors`. ManyPI ships a catalogue of presets for common servers,
and OAuth-based servers are authorised through a browser handshake.

<Note>
  This is the *inbound* direction: other people's tools inside ManyPI. For the
  outbound direction — ManyPI's tools inside Claude, Cursor or ChatGPT — see the
  [MCP server](/mcp/introduction) tab.
</Note>

## Studio

<Info>Pro and Business plans.</Info>

The visualization Studio turns a dataset — a scraper run, an artifact, a
database query result — into charts you can save, share by link, and embed.
Charts also render inline in chat when the agent decides a picture is clearer
than a table.