# Features — what runs after the agent leaves > Everything around the dashboard: a public URL a stranger opens with no account, signed per-viewer embeds, scheduled refresh, alerts, emailed dashboards, freshness and lineage — each with the limit that travels with it, and a full list of what is not hosted. Source: https://vibedasher.com/features What it does # Your agent builds the dashboard. We keep it alive. Hosting, refresh, alerts, delivery and access control for dashboards your agent writes. [See live dashboards](https://vibedasher.com/showcase)Read the docs ![A published sales dashboard with KPI cards, a ranked bar chart and a trend line](https://vibedasher.com/showcase/shots/sales-performance-superstore-native-build.webp) ## MCP server and SDKs Python and TypeScript. Your agent uploads data, builds the dashboard, publishes it and sets the alert, from the terminal. ![A terminal installing vibedasher-mcp, then six tool calls building and publishing a dashboard](https://vibedasher.com/img/features/mcp.svg) A real session, unedited. ## Public dashboards Publish to a URL. Anyone opens it with no account and no warehouse credentials. ![A public dashboard of two centuries of carbon emissions](https://vibedasher.com/showcase/shots/two-centuries-of-carbon.webp) ## Embedded, with a signed token Your server signs a short-lived token naming one viewer. The iframe carries it, the dashboard opens scoped to that person, and nobody signs in to us. This is the half that takes a team two quarters. ![Three boxes: your app asks, your server mints a signed token for one viewer, vibedasher verifies and renders. Below, a table: who is looking, what they see, how long the token lasts, and where it runs.](https://vibedasher.com/img/features/embed.svg) ## Eject to code Eject the dashboard as React source into your own repository. It keeps reading data through our API, until you decide it shouldn't. [See an ejected dashboard](https://vibedasher.com/eject-demo) ![A terminal running eject\_viz, then the file tree it returns: App.tsx, config.ts, data.ts, a components folder, package.json and a README.](https://vibedasher.com/img/features/eject.svg) ## Scheduled refresh File uploads, warehouse connections and SQL datasets, refreshed on the schedule you set. ![A population dashboard refreshed on a schedule](https://vibedasher.com/showcase/shots/world-population-1960-2024.webp) ## Alerts A threshold on any metric. Email or Slack when it is crossed, with the chart attached. ![A metric crossing its threshold, delivered to email and Slack](https://vibedasher.com/img/features/alerts.svg) ## Subscriptions Scheduled email delivery of a dashboard, so people who never log in still get the number. ![A weekly schedule and the recipients who never log in](https://vibedasher.com/img/features/subscriptions.svg) ## Lineage Datasets, dashboards and dbt models in one graph. See what breaks before you change a source. ![A lineage graph from connections through dbt models to a dashboard](https://vibedasher.com/img/features/lineage.svg) ## RBAC Users, groups, roles and folder permissions. For customers, a signed embed token carries per-viewer row filters the browser cannot widen. ![A permissions matrix of groups and roles, and an embed token carrying a row filter](https://vibedasher.com/img/features/rbac.svg) ## Row-level access Coming soon One dashboard, and each viewer sees only their own rows — filtered on the server, from the same signed token that lets them in. ![The same groups-and-roles grid, applied per row rather than per folder.](https://vibedasher.com/img/features/rbac.svg) ## Connectors 19 connectors, from a CSV on your laptop to Snowflake, BigQuery, Postgres and S3. ![Snowflake](https://vibedasher.com/img/snowflake-color.svg)![BigQuery](https://vibedasher.com/img/google-bigquery-logo.svg)![PostgreSQL](https://vibedasher.com/img/postgresql-logo.png)![Redshift](https://vibedasher.com/img/redshift-logo.svg)![MySQL](https://vibedasher.com/img/mysql-logo.png)![MongoDB](https://vibedasher.com/img/mongodb-logo.png)![SQL Server](https://vibedasher.com/img/mssql-logo.png)![Oracle](https://vibedasher.com/img/oracle-logo.png)![Google Sheets](https://vibedasher.com/img/google-sheets-logo.png)![Salesforce](https://vibedasher.com/img/salesforce-logo.png)![CSV](https://vibedasher.com/img/csv-logo.png)![Excel](https://vibedasher.com/img/excel-logo.png) ![Three query lanes: wasm in the viewer's browser, extract on our servers, and live straight through to your warehouse — the last marked not yet built.](https://vibedasher.com/img/features/query-lanes.svg) ## Everything else ### Query lanes wasm in the viewer's browser, or SQL on the server. Per dashboard. ### dbt projects Import models, runs and tests. They appear in lineage. ### Folders Organise dashboards and datasets, with permissions per folder. ### API keys Server-to-server access, scoped to one account. ### Versioning Every draft is a commit. Browse the history and revert a file. ### Screenshots Server-side capture of any dashboard, for a report or a channel. ### Iceberg storage Your data lands in open Parquet you can read without us. ### Self-hosted The same engine in your own network. ### Six languages The app and the docs in EN, FR, ES, DE, IT and PT-BR. ## Cloud, or your own network ### Vibedasher Cloud Dashboards and data in Frankfurt. Sign-in identity is held in the United States, for every account. Pay for what you query. ### Self-hosted The same engine inside your network, so your rows never leave it. An engagement scoped with us, not a download. [How self-hosting works](https://vibedasher.com/self-hosted-bi) ## Start with a dashboard you can open Every dashboard in the showcase is live, public, and was built by an agent. [Open the showcase](https://vibedasher.com/showcase)