Measured share of answer for 20 SaaS brands. An open dataset, not an audit of your site.
Data & AnalyticsData access / search
- Passed: Handshake
- Passed: Tools listed
- Passed: Updated recently
Median latency 836 ms · Last checked
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Evidence for your next connection.
Independent measurements of remote MCP servers. Every observation has a timestamp.
Read-only probesMCP server · Data access / search
Build dashboards on your own data, including multi-customer views with per-customer login.
1 failed · 8 not measured
Median of successful probes over 7 days
Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.
Tool definitions returned by this server
Independent monitoring
Responded
The server completed its last measured handshake. This is an observation, not a guarantee.
Last checked| Test area | Passed | Failed | Unmeasured |
|---|---|---|---|
ConnectionCan a client connect and discover tools? | 5 | 0 | 0 |
Reliability & speedDoes it respond consistently and quickly? | 0 | 0 | 4 |
Access & authenticationWhat is required to use this server? | 1 | 0 | 2 |
Tool qualityAre the tool definitions usable by an agent? | 4 | 0 | 0 |
Publisher identityCan the publisher be traced to its source? | 3 | 1 | 2 |
Unmeasured means there is not enough evidence to decide. How these checks work
Start using CustomerDashboard
Choose your client, copy the configuration, then enable the server in your client’s MCP settings.
Run this command in your terminal, then restart Claude Code.
Claude Code
claude mcp add --transport http customerdashboard https://app.customerdashboard.io/mcpCapabilities
Add one of your customers to a multi-customer dashboard. The customerId must exactly match the value that identifies them in your own database, because it is what gets bound to :customer_id in every widget query. Adding a customer does not give anyone access; use add_customer_user for that. Subject to your plan's customer limit.
DiscoveredCreate a login for one of your customers so they can sign in to the published dashboard and see their own data. If you do not supply a password a strong one is generated and returned once. Subject to your plan's users-per-customer limit.
DiscoveredConnect a new database or spreadsheet to your workspace. Test the settings with test_data_source_connection first: this tool saves them whether or not they work. Subject to your plan's data source limit.
DiscoveredCreate a dashboard. Use type 'customer' for a multi-customer dashboard where each of your customers signs in and sees only their own rows, or 'internal' for a normal dashboard you view yourself or publish as one shared view. A 'Default' view is created automatically. Subject to your plan's dashboard limit.
DiscoveredAdd a view (tab) to a dashboard. New views are appended after the existing ones. Subject to your plan's view limit.
DiscoveredAdd a chart, table or KPI to a view. Call list_widget_types for the visualizationConfig each type needs, and run_query_preview first to confirm the query returns the columns you are about to reference. On a multi-customer dashboard the query must filter on :customer_id. Subject to your plan's widget limit.
DiscoveredPermanently remove a customer from a multi-customer dashboard, along with all of their logins. They lose access immediately. Calling this without confirm returns a preview. This cannot be undone.
DiscoveredPermanently remove one login from a customer. They can no longer sign in. Calling this without confirm returns a preview. The customer itself and their data access rule remain.
DiscoveredPermanently delete a dashboard and everything on it. Calling this without confirm returns a preview of what would be removed; deleting for real needs confirm plus the dashboard's exact name. This cannot be undone.
DiscoveredPermanently delete a data source connection. This is refused while any widget still uses it. Calling this without confirm returns a preview. Your actual database is untouched; only the connection is removed.
DiscoveredPermanently delete a view and every widget on it. Calling this without confirm returns a preview. This cannot be undone.
DiscoveredPermanently delete a widget. Calling this without confirm returns a preview. This cannot be undone.
DiscoveredExplain exactly how to write widget queries so each customer only sees their own rows on a multi-customer dashboard. Call this before writing any query for a `customer` type dashboard. No sign-in required.
DiscoveredGet the signed-in CustomerDashboard account: name, email, workspace, current plan, what the plan allows and how much of it is already used. Call this first in an authenticated session to learn the workspace you are working in.
DiscoveredGet one dashboard in full: its settings, theme, publishing state, every view, and every widget on each view including the widget queries. This is the fastest way to understand an existing dashboard before changing it.
DiscoveredGet the public URL of a published dashboard, and who can open it. Returns nothing to share if the dashboard is still private.
DiscoveredGet one data source by id, including its non-secret connection settings. Credentials are never included.
DiscoveredList the tables and columns available in a connected data source, so you can write correct widget queries. Supported for PostgreSQL, MySQL, SQL Server, Oracle, Aurora, Redshift and Google Sheets.
DiscoveredExplain what CustomerDashboard.io is, how multi-customer dashboards work, and how workspaces, dashboards, views, widgets and customers fit together. Call this first when you are unfamiliar with the product. No sign-in required.
DiscoveredExplain how to sign up for the free trial and connect this MCP server to a CustomerDashboard account, plus the order of steps for building a first multi-customer dashboard. No sign-in required.
DiscoveredList the customers on a multi-customer dashboard, each with the customerId their data is filtered by and how many logins they have.
DiscoveredList every dashboard in your workspace, with its type, publishing state and share URL if published.
DiscoveredList every data source connected to your workspace. Connection credentials are never included.
DiscoveredList CustomerDashboard's subscription plans, their monthly price and the resource limits each one allows. Useful for explaining why a create operation was blocked. No sign-in required.
DiscoveredList every data source type CustomerDashboard can connect to, the settings each one needs, whether widgets can query it, and whether its schema can be introspected. No sign-in required.
DiscoveredList the views (tabs) on a dashboard, in display order, with how many widgets each one holds.
DiscoveredList every visualization a widget can use, with the visualizationConfig keys each type requires and accepts. Call this before creating widgets so the configuration is correct first time. No sign-in required.
DiscoveredList the widgets on a view, including each widget's query and visualization configuration.
DiscoveredPublish a dashboard and return its share URL. A customer dashboard is always login-gated, so its customers sign in with the logins you created. An internal dashboard can be published as 'public' (anyone with the link) or 'protected' (one shared username and password).
DiscoveredSet the tab order of a dashboard's views. Pass every view id in the order you want them shown. This is also the order they rotate in on a wall display.
DiscoveredRun a query against a connected data source and return the first few rows, so you can confirm it works before putting it on a widget. Results are capped at 100 rows. If the query contains :customer_id you must also say which customer to preview as, using customerId or dashboardId.
DiscoveredSet the default locale and number, currency, percentage, duration, date and datetime formatting for a dashboard. Individual widgets can still override these.
DiscoveredSet the colour theme of a dashboard: page and surface backgrounds, text colours, brand colours and the chart series palette. All colours are hex values. Pass every field, since the theme is stored as one object.
DiscoveredReposition several widgets on a view at once, on the 12-column grid. Use this to lay out a whole view rather than moving widgets one at a time.
DiscoveredCheck whether a set of connection settings actually works, before saving them. Pass an existing dataSourceId to retest a saved connection, or a type and config to test new settings.
DiscoveredMake a dashboard private again. The existing share link stops working immediately, and any shared username and password are cleared. Widgets and data are untouched.
DiscoveredRename a customer or correct the customerId their data is filtered by. Changing customerId immediately changes which rows they see, so confirm the new value with the user first.
DiscoveredRename a dashboard, set how long each view is shown when the dashboard auto-rotates on a screen, or set the test customer used to preview a customer dashboard. Use set_dashboard_theme for colours and publish_dashboard for sharing.
DiscoveredRename a data source or replace its connection settings. The config you pass replaces the stored one entirely, so include every setting, not just the changed ones.
DiscoveredRename a view. Use reorder_views to change the tab order.
DiscoveredChange a widget's title, query, visualization type, configuration, data source or position. Only the fields you pass are changed.
DiscoveredAudit a multi-customer dashboard and report any widget whose query would show the same rows to every customer. Run this before publishing a customer dashboard, and any time its queries change.
DiscoveredRecent measurements
| Checked | Result | Response | Tools |
|---|---|---|---|
| Connected | 126 ms | 42 |