Bring in every source your team already relies on.
Bring in the sources your team already uses — crawl and upload, connect Gmail, pull from your workflows, and link any tool that speaks the open MCP standard (Model Context Protocol). The whole connector ecosystem is Community Edition, with a Connector Marketplace on the roadmap.
Retrieve from your workflows.
Drive retrieval from n8n (Beta) or your own services over the REST API, with webhooks for event delivery. Generate the request, copy the cURL, test it, and enable it per environment.
POST /api/v1/retrieve
Authorization: Bearer YOUR_API_KEY
Content-Type: application/json
{ "project": "legal-kb", "query": "renewal terms" }Crawl and upload, with the job in view.
Crawl websites at depth 1–5 with a headless toggle and live job monitoring — crawled, skipped and failed URLs — and upload PDF, DOCX and TXT with indexed status.
Connect Gmail today — and any tool that speaks the open MCP standard.
Connect Gmail over Google OAuth and plug into the Model Context Protocol — expose your knowledge or consume MCP sources. The n8n integration is in Beta.
The connectors enterprises actually ask for.
In-house connectors ship first via the Connector Marketplace, with infrastructure for custom and public connectors to follow. Every connector stays Community Edition.
Every connector stays Community Edition · open core →
Breadth, in the open.
Website crawl
Depth 1–5, headless toggle, job monitoring with crawled / skipped / failed URLs.
Document upload
PDF, DOCX and TXT, with indexed status and grid or list views.
Gmail & MCP
Gmail over Google OAuth; an open MCP server and client. n8n in Beta.
Open core
The entire connector and MCP ecosystem is Community Edition — nothing held behind a licence.
See connectors in the live product · take the tour →
“I don’t sell AI to the Mittelstand — I explain it. RAGSuite is the one I can explain without caveats: self-hosted, citation-backed, predictable.”
The whole connector and MCP ecosystem is open — no feature held hostage behind a licence.
Connectors & MCP, answered
Is the connector ecosystem really open?
Yes — Gmail, the MCP server and client, n8n (Beta) and the in-house roadmap connectors are all Community Edition.
Which connectors are coming?
SharePoint, Slack, Confluence, Google Drive and Notion, in-house and phased, via the Connector Marketplace.
How does the n8n integration work?
The n8n Retrieve automation is in Beta — select an API key, generate the HTTP request, copy the cURL, test retrieval, and enable it per environment.
Can I build my own connector?
The Marketplace ships with in-house connectors first, then opens to custom and public connectors.
Connect your sources without the egress.
Crawl, upload, Gmail and open MCP — all Community Edition. Tell us your stack and we’ll map the connectors.