Dreamlit is an MCP server with 11 tools an agent can call, among them confirm_publish, create_or_update_workflow, get_analytics. It answers at https://mcp.dreamlit.ai/mcp over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 10 of 10 times since 4 September 2026; the last check, on 17 October 2026, succeeded.
Create, test, publish, and manage Dreamlit notification workflows from AI clients.
Description as the publisher wrote it.
| Tool | What it does |
|---|---|
confirm_publish | Use only after explicit user confirmation and a prior prepare_publish result to publish or schedule a Dreamlit workflow. Side effect: installs live database/repeating/auth triggers, schedules or sends broadcasts, and may enable notification Inputs: workflowId, isSandboxed, expectedEditableVersionId, expectedPublishedVersionId, expectedUpdatedAtIso |
create_or_update_workflow | Creates a new Dreamlit workflow draft or updates an existing draft from an outcome-oriented natural-language prompt. Use after get_status; use get_workflow_and_preview_url first when editing an existing workflow. Existing Supabase Auth work Inputs: prompt, projectId, workflowId, userCurrentTimeIso, userCurrentTimeZoneId, userEmailStepComments |
get_analytics | Read-only. Use to query Dreamlit analytics for overview metrics, notification rows, recipient engagement, or workflow run rows with filters, sorting, and cursor pagination. Returns bounded structured analytics data, effective query metadata Inputs: projectId, view, channel, window, range, timeZone |
get_status | Read-only. Use first when the agent needs Dreamlit product guidance, prompting guidance, approved workspace context, project setup, schema hints, workflow state, or relevant app URLs. Returns a compact context pack with concepts, recommende Inputs: projectId, workflowId |
get_workflow_and_preview_url | Read-only. Use before editing, verifying, or preparing publish for an existing workflow. Returns normalized draft and published workflow structure plus the Dreamlit preview/builder URL and status URLs. Do not use to create, update, publish, Inputs: workflowId |
list_brand_styles | Read-only. Use when the user wants to inspect saved project brand styles for generated email drafts. Returns paginated project brand style summaries, ids, default status, style metadata, and app URLs. Do not use to create, update, delete, o Inputs: projectId, limit, offset |
list_projects | Read-only. Use when the target project is unknown or the user names a project instead of providing an id. Returns accessible Dreamlit projects in the approved workspace with project and workflow-list URLs. Do not use to inspect workflow str Inputs: search, limit |
list_workflows | Read-only. Use to find workflows in a project by name, description, or trigger type before inspection or editing. Trigger filters include database, auth email, repeating, broadcast, and no-trigger workflows. Returns paginated workflow summa Inputs: projectId, search, triggerFilters, limit, offset |
prepare_publish | Read-only validation step before publishing. Use after the user asks to publish and after inspecting the workflow if needed. Returns validation status, publish mode, preview URL, and a confirmation payload with version/timestamp safety chec Inputs: workflowId |
send_workflow_test | Side effect when confirmSend is true: sends one current draft email or Slack message for review, but does not publish, schedule, or edit the workflow. Use after authoring or inspection when the user wants to verify an important message befo Inputs: workflowId, testTargetId, messageType, testRecipientEmail, rowData, confirmSend |
unpublish_workflow | Use after explicit user intent to unpublish a Dreamlit workflow. Side effect: disables live triggers or schedules for that workflow and stops future automated sends. Returns updated workflow status and app URLs. Do not use for deleting draf Inputs: workflowId |
Every block below points at https://mcp.dreamlit.ai/mcp. Pick your client and copy.
claude mcp add --transport http dreamlit https://mcp.dreamlit.ai/mcp
{
"mcpServers": {
"dreamlit": {
"command": "npx",
"args": ["-y", "mcp-remote", "https://mcp.dreamlit.ai/mcp"]
}
}
}{
"mcpServers": {
"dreamlit": {
"url": "https://mcp.dreamlit.ai/mcp"
}
}
}{
"servers": {
"dreamlit": {
"type": "http",
"url": "https://mcp.dreamlit.ai/mcp"
}
}
}{
"context_servers": {
"dreamlit": {
"url": "https://mcp.dreamlit.ai/mcp"
}
}
}{
"mcpServers": {
"dreamlit": {
"serverUrl": "https://mcp.dreamlit.ai/mcp"
}
}
}{
"mcpServers": {
"dreamlit": {
"url": "https://mcp.dreamlit.ai/mcp"
}
}
}name: Dreamlit
version: 0.0.1
schema: v1
mcpServers:
- name: Dreamlit
type: streamable-http
url: https://mcp.dreamlit.ai/mcp{
"mcpServers": {
"dreamlit": {
"httpUrl": "https://mcp.dreamlit.ai/mcp"
}
}
}{
"mcpServers": {
"dreamlit": {
"type": "http",
"url": "https://mcp.dreamlit.ai/mcp"
}
}
}{
"mcpServers": {
"dreamlit": {
"url": "https://mcp.dreamlit.ai/mcp"
}
}
}goose://extension?url=https%3A%2F%2Fmcp.dreamlit.ai%2Fmcp&type=streamable_http&id=dreamlit&name=Dreamlit
It answered our last check on 17 October 2026 in 237 ms. Over 10 checks since 4 September 2026 it answered 10. Status here comes from Neuronto's own probes, not from the publisher.
Yes. It is published by dreamlit.ai and served from mcp.dreamlit.ai, the vendor's own domain: https://mcp.dreamlit.ai/mcp.
11, as returned by the server's own tools/list on 7 September 2026: confirm_publish, create_or_update_workflow, get_analytics, get_status, get_workflow_and_preview_url, list_brand_styles, list_projects, list_workflows, and 3 more.
It answered our last check on 17 October 2026 in 237 ms. Over 10 checks since 4 September 2026 it answered 10.
Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://mcp.dreamlit.ai/mcp. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.
It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.
Publisher: ai.dreamlit. Endpoint host: mcp.dreamlit.ai. ARD identifier: urn:air:ai.dreamlit:mcp:mcp.
First indexed 31 August 2026. The tools are exactly what the server returned; nothing on this page
is inferred from its name. Ranking in Neuronto search is never for sale.