Integration
Connect Grafana to MILKEE
When New Dashboard fires in Grafana, your agent runs Create Customer in MILKEE. Describe the whole flow and it is built, tested on every scenario and kept running.
What the catalog holds today. Ask for anything missing and your agent reads the API documentation and adds it.
Build solutions, not workarounds.
What do you want Grafana and MILKEE to do together?
Ask the assistant
Connect your AI client
Give your AI client this address.
https://mcp.apiant.aiOne connection does both: ask your client to act in an app once, or have it build an automation that keeps running. Any client that takes a remote MCP server. Nothing to install. Create your free account, then sign in once in your browser.
Set it up in your client
Claude Code
Run this in the directory you want to work in.
claude mcp add --transport http -s project apiant-ai https://mcp.apiant.aiStart Claude Code there, approve the server, and sign in in the browser page it opens.
Claude Code guide (opens in a new tab)Claude, web and desktop
Open Customize, then Connectors, then Add custom connector, and paste the address. On Team and Enterprise an owner adds it first.
Setup guide (opens in a new tab)Cursor
Add the address to your MCP configuration as a server URL. Cursor signs you in in your browser.
Setup guide (opens in a new tab)Zed
Open Settings, then AI, then MCP Servers, then Add Server, then Add Remote Server.
Setup guide (opens in a new tab)Codex and the ChatGPT desktop app
Open Settings, then MCP servers, then Add server, and choose Streamable HTTP. From the terminal, Codex takes the address with its own add command and then signs you in.
Setup guide (opens in a new tab)Any other MCP client
Paste the address where the client asks for a remote MCP server URL, and name the server apiant-ai where it lets you. APIANT's skills reach the client over the same connection.
Setup guide (opens in a new tab)Example flows
What Grafana can start in MILKEE
When New Dashboard in Grafana
then Create Customer in MILKEE
Starting points drawn from the triggers and actions in the catalog today. Describe the flow you need, at any depth, and your agent builds it and tests every scenario before it ships.
Everything your agent can do with Grafana and MILKEE
Triggers and actions 1 trigger · 39 actions
- New Dashboard
Triggers when a new dashboard is created in your Grafana instance.
- Add Team Member
Adds an existing Grafana user to a team.
- Create Alert Rule
Creates a Grafana-managed alert rule (or recording rule) in a folder and rule group, and returns the new rule.
- Create Annotation
Creates an annotation in Grafana, either on a specific dashboard panel or as an organization-wide annotation. Supports point-in-time and region annotations with tags.
- Create Folder
Creates a new folder in Grafana, optionally nested under a parent folder.
- Create or Update Dashboard
Creates a new dashboard or updates an existing one from a complete dashboard model, optionally placing it in a folder and recording a version-history message.
- Create Team
Creates a new team in your Grafana organization with a name and optional email.
- Delete Alert Rule
Deletes a Grafana-managed alert rule or recording rule by its UID.
- Delete Annotation
Deletes an annotation from Grafana by its id.
- Delete Dashboard
Deletes a dashboard from your Grafana instance by its unique identifier.
- Delete Folder
Deletes a Grafana folder along with all dashboards and alerts stored in it.
- Find Annotations
Returns annotations matching the given time range, dashboard, panel, user, alert, type or tags.
- Find Teams
Finds teams in your Grafana organization by name or partial name.
- Get Alert Rule
Returns a single Grafana-managed alert rule or recording rule by its UID, including its queries, labels, annotations and folder.
- Get Annotation
Returns a single annotation by its id, including its text, tags, time range and the dashboard and panel it belongs to.
- Get Dashboard
Returns a Grafana dashboard, including its full dashboard model and metadata such as its folder and URL, given the dashboard's unique identifier.
- Get Data Source
Returns a single Grafana data source, including its type, URL, access mode and settings, looked up by its UID.
- Get Folder
Returns a Grafana folder by its UID, including its title and parent folder.
- Get Team
Returns a Grafana team's details (name, email, organization, created and updated times) by its ID.
- List Data Sources
Returns all data sources configured in your Grafana organization, with their names, types and connection settings.
- List Folders
Returns all folders in your Grafana organization that you have permission to view, with each folder's UID, title and parent folder.
- Remove Team Member
Removes a user from a Grafana team.
- Update Alert Rule
Updates an existing Grafana alert or recording rule, replacing its title, queries, condition, labels and other settings.
- Update Annotation
Updates the text, tags, or time range of an existing annotation. Fields left blank keep their current values.
- Update Folder
Updates an existing folder's title, or moves it under a different parent folder.
- Create Account
Creates a new ledger account in a MILKEE company's chart of accounts.
- Create Customer
Creates a new customer.
- Create Entry
Creates a new booking entry (Buchung) in a MILKEE company. The entry type (income, expense or swap) is determined automatically from the debit and credit accounts.
- Create Invoice
Creates a new invoice with line items for a customer/project.
- Create Product
Creates a new reusable product or service in a MILKEE company, for use on invoices and proposals.
- Create Project
Creates a new project in a MILKEE company, linked to an existing customer or to a new customer created on the fly.
- Create Tag
Creates a new tag in a MILKEE company.
- Create Task
Creates a new task within a MILKEE project.
- Create Tax Rate
Creates a new tax rate (e.g. a VAT rate) for a MILKEE company.
- Create Time Track
Creates a time tracking entry on a MILKEE project.
- Find Entry
Returns the MILKEE bookkeeping entries (Buchungen) of a company that match the given filters, such as entry ID, date range, type, customer, project, account or tag.
- Find Project
Returns the MILKEE projects whose name matches the specified name, optionally narrowed by customer and archive status.
- Find Task
Returns the tasks in a MILKEE company whose title contains the text you give, optionally narrowed to one status.
- Find Time Track
Returns the time entries in a MILKEE company that match the specified criteria (entry id, user, customer, project, invoice, status, billable flag or date range).
- Update Invoice
Updates an existing MILKEE invoice by ID. Only invoices in status open can be edited.
No trigger or action matches that. Ask your agent to add it: it reads the API documentation and builds what you describe.
Each app on its own
Reviews
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Questions
Grafana and MILKEE, answered
What can start an automation from Grafana?
Any of Grafana's 1 trigger in the catalog, including New Dashboard. Describe the moment in plain language and your agent picks the right one.
What can your agent do in MILKEE when something happens in Grafana?
Any of MILKEE's 15 actions, including Create Account, Create Customer, Create Entry and Create Invoice. Your agent maps the data both ways and tests every scenario before it ships.
Can it also run from MILKEE to Grafana?
MILKEE has no triggers in the catalog today, so automations start in Grafana. If you need the other direction, ask: your agent reads MILKEE's API documentation and adds it.
Do I have to build a connector for Grafana or MILKEE?
No. Both are in the catalog with their triggers and actions. You describe the automation; your agent builds it, tests every scenario and keeps it running.
Can my AI client use Grafana and MILKEE without building an automation?
Yes. With your AI client connected to APIANT, ask it to do something in either app once and it runs that action on the spot. Ask for an automation and your agent builds it, tests every scenario and keeps it running. One connection covers both.
What happens when something fails?
Your agent works that out for you. It plans the failure paths along with the happy path, then tests every scenario before it ships.
Is there a free plan?
Yes. Every plan includes the agent, including free, and building from your own AI client spends no assistant credits.