MCP HeartbeatTHE MCP OBSERVATORY
Public workspace

Explore

Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Data access / search

CustomerDashboard

Build dashboards on your own data, including multi-customer views with per-customer login.

Checks passed
13 / 22

1 failed · 8 not measured

Median response
126 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
42

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
004
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
400
Publisher identityCan the publisher be traced to its source?
312

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 126 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name customerdashboard.

  • Pass
    Lists tools

    tools/list returned 42 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 126 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 126 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Pass
    Parameters documented

    100 of 121 parameters have a description (83%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Pass
    Website matches publisher

    The website host matches the reverse-domain namespace.

  • Fail
    Source repo linked

    No repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-09-03T22:08:23.889709Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using CustomerDashboard

Connect to this server

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/mcp

Capabilities

Tools 42

add_customer

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.

Discovered
add_customer_user

Create 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.

Discovered
add_data_source

Connect 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.

Discovered
create_dashboard

Create 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.

Discovered
create_view

Add a view (tab) to a dashboard. New views are appended after the existing ones. Subject to your plan's view limit.

Discovered
create_widget

Add 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.

Discovered
delete_customer

Permanently 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.

Discovered
delete_customer_user

Permanently 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.

Discovered
delete_dashboard

Permanently 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.

Discovered
delete_data_source

Permanently 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.

Discovered
delete_view

Permanently delete a view and every widget on it. Calling this without confirm returns a preview. This cannot be undone.

Discovered
delete_widget

Permanently delete a widget. Calling this without confirm returns a preview. This cannot be undone.

Discovered
explain_customer_filtering

Explain 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.

Discovered
get_account

Get 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.

Discovered
get_dashboard

Get 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.

Discovered
get_dashboard_share_url

Get the public URL of a published dashboard, and who can open it. Returns nothing to share if the dashboard is still private.

Discovered
get_data_source

Get one data source by id, including its non-secret connection settings. Credentials are never included.

Discovered
get_data_source_schema

List 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.

Discovered
get_platform_overview

Explain 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.

Discovered
get_started

Explain 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.

Discovered
list_customers

List the customers on a multi-customer dashboard, each with the customerId their data is filtered by and how many logins they have.

Discovered
list_dashboards

List every dashboard in your workspace, with its type, publishing state and share URL if published.

Discovered
list_data_sources

List every data source connected to your workspace. Connection credentials are never included.

Discovered
list_plans_and_limits

List 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.

Discovered
list_supported_data_connectors

List 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.

Discovered
list_views

List the views (tabs) on a dashboard, in display order, with how many widgets each one holds.

Discovered
list_widget_types

List 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.

Discovered
list_widgets

List the widgets on a view, including each widget's query and visualization configuration.

Discovered
publish_dashboard

Publish 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).

Discovered
reorder_views

Set 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.

Discovered
run_query_preview

Run 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.

Discovered
set_dashboard_formatting

Set the default locale and number, currency, percentage, duration, date and datetime formatting for a dashboard. Individual widgets can still override these.

Discovered
set_dashboard_theme

Set 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.

Discovered
set_widget_layout

Reposition 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.

Discovered
test_data_source_connection

Check 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.

Discovered
unpublish_dashboard

Make a dashboard private again. The existing share link stops working immediately, and any shared username and password are cleared. Widgets and data are untouched.

Discovered
update_customer

Rename 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.

Discovered
update_dashboard

Rename 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.

Discovered
update_data_source

Rename 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.

Discovered
update_view

Rename a view. Use reorder_views to change the tab order.

Discovered
update_widget

Change a widget's title, query, visualization type, configuration, data source or position. Only the fields you pass are changed.

Discovered
validate_customer_filtering

Audit 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.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected126 ms42