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Skipper

AI integration and MCP server

Skipper connects to the AI provider of your choice, and AI assistants such as Claude work with tickets, customers, time and wiki via the MCP server.

Schematic illustration with sample data.

At a glance

Skipper does not come with its own AI. If you wish, you can connect a provider, including a model running on your own server. The integrated model briefly summarises new requests, assesses their urgency and condenses long ticket conversations into an internal note on demand. Without an AI provider, Skipper works the same, just without these aids.

If your team works with an AI assistant such as Claude, the assistant accesses tickets, customers, time and wiki via the MCP server, with the permissions of the person using it. The server is switched on by default and can be switched off.

  • Free choice of AI provider: Anthropic, OpenAI, Mistral, Ollama or an OpenAI-compatible endpoint.
  • MCP server for AI assistants: tickets, customers, time and wiki with the permissions of the person using it.
  • Initial assessment of new requests from mailbox and portal: short description, internal note and, if you wish, a priority.
  • Summarise long ticket conversations as an internal note on demand.
  • A button opens a ticket or wiki page in an AI chat, such as Claude. The assistant loads the content via the MCP server.
  • With “Document knowledge”, the AI assistant goes through a resolved ticket and suggests an entry in the customer wiki.
  • Replies to customers via MCP only go out after a preview, and individual tools can be switched off.
Good to know
  • AI access and its costs are your responsibility. Skipper does not log usage.
  • For the initial assessment and summaries, ticket content goes to the chosen provider; it only stays in-house with a self-hosted model. Via MCP, the content goes to the provider of the AI assistant the person uses.
  • The MCP connection is documented for Claude. Each person connects their own assistant, and for web chats Skipper must be reachable from the internet.
  • Keys for AI assistants have the full permissions of the person they belong to, and no expiry date.
In detail

AI in everyday ticket work

Initial assessment of new requests

For new tickets from mailbox and portal, the integrated model writes a short description and an internal AI note: what it is about, how urgent it seems, possible next steps and open questions. If you wish, it sets a priority, and administrators are notified of High or Urgent tickets. The customer sees none of this.

The initial assessment is off by default, writes in German unless you set English or the language of the ticket for the instance, and only evaluates text, not attachments. Only tickets with an assigned customer or from categories you enable for it are analysed. Tickets created by hand, via webhook or from Tactical RMM do not go through it, and the rating can be wrong.

Summarising long conversations

With “Summarise ticket”, Skipper summarises a ticket as an internal note, structured into the request, what has happened so far and what is still open. This helps with handovers, cover during absences and long customer conversations.

The summary is off by default, and internal notes are not included. Each click is a request to the provider.

Open a ticket or wiki page in an AI chat

A button with the name of your provider, such as Claude, opens a new chat, prepared with the number and subject of the ticket. The assistant loads the content itself via the MCP server. “Document knowledge” takes the same route: the assistant goes through the ticket and suggests an addition or a new page in the customer wiki. By default, Skipper asks about this when you resolve a customer ticket on the ticket page.

Each person connects Skipper to their AI chat themselves, and the question when resolving appears even if nobody has done so. The subject is part of the link and therefore goes to the provider, and with “Document knowledge” so does the customer name. The button and “Document knowledge” are on by default and can be switched off separately, “Document knowledge” also per category. The prepared message merely asks the assistant to write to the wiki only after your confirmation.

MCP server for AI assistants

Via the MCP server, an AI assistant reads tickets, creates new ones, records notes and customer messages and replies to customers. It books time, operates the timer and maintains the wiki, including images. Customers, and devices and alerts from Tactical RMM, it can only read. It always has the permissions of the person whose key it uses.

Skipper does not contain an AI model, and the connection is documented for Claude. Time booked via MCP has no travel costs and no work location, and there are no tools for contracts and billing.

Preview and tool switches

Via MCP, replies to customers and merging tickets only happen after a preview. If an assistant creates a ticket with a contact, however, the confirmation email goes out without a preview. Administrators can switch off the whole server or individual tools. Each person creates and revokes their own keys.

By default everything is switched on, including sending, and a tool added with an update is switched on immediately, even if you have switched others off. Switches and preview only apply to the MCP server: the key also opens the rest of Skipper’s API with the permissions of its owner and remains valid if you switch MCP off. Keys have no expiry date, and administrators cannot revoke other people’s keys, only delete the account. The preview is not an approval by a human.

A provider of your choice, including self-hosted

For the initial assessment and summaries, you connect Anthropic, OpenAI, Mistral, Ollama or an OpenAI-compatible endpoint. Each provider bills you directly for the costs. With a self-hosted model, the content stays with you.

Skipper does not include AI access. A self-hosted model must be reachable from the Skipper server, which in the cloud means over the internet.

Other areas

Related areas

  • Tickets and mailbox

    Requests from the mailbox, the customer portal and the phone arrive as tickets in one queue, with the time you bill attached right to the ticket.

  • Wiki and customer documentation

    Runbooks and customer documentation live in the same system as your tickets.

  • Time tracking

    You book time with a timer, in a form or directly on the ticket, at the hourly rate that applies to the customer.

As of Skipper 1.22.1, October 2026. This page describes this version.

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