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Ticket AI MCP Server

API key required

Measures tickets against the ones your team already shipped: sections, length, labels, duplicates.

To add Ticket AI to Claude, run the install command below or copy the ready-made config for Claude Code, Claude Desktop, Cursor and VS Code further down. Restart your client after adding it and its tools show up in your next conversation. It needs 11 environment variables, listed below.

AIDevTools

Install

uvx ticket-ai-mcp@0.1.1

Environment variables

TICKET_AI_TRACKERSet in your MCP config
TICKET_AI_PROJECTSet in your MCP config
TICKET_AI_GITLAB_URLSet in your MCP config
TICKET_AI_GITLAB_TOKENSet in your MCP config
TICKET_AI_JIRA_URLSet in your MCP config
TICKET_AI_JIRA_EMAILSet in your MCP config
TICKET_AI_JIRA_TOKENSet in your MCP config
TICKET_AI_GITHUB_TOKENSet in your MCP config
TICKET_AI_REPOSet in your MCP config
TICKET_AI_TICKET_LANGUAGESet in your MCP config
TICKET_AI_CACHE_DIRSet in your MCP config

Install with your client

Terminal
claude mcp add ticket-ai --env TICKET_AI_TRACKER=<YOUR_TICKET_AI_TRACKER> --env TICKET_AI_PROJECT=<YOUR_TICKET_AI_PROJECT> --env TICKET_AI_GITLAB_URL=<YOUR_TICKET_AI_GITLAB_URL> --env TICKET_AI_GITLAB_TOKEN=<YOUR_TICKET_AI_GITLAB_TOKEN> --env TICKET_AI_JIRA_URL=<YOUR_TICKET_AI_JIRA_URL> --env TICKET_AI_JIRA_EMAIL=<YOUR_TICKET_AI_JIRA_EMAIL> --env TICKET_AI_JIRA_TOKEN=<YOUR_TICKET_AI_JIRA_TOKEN> --env TICKET_AI_GITHUB_TOKEN=<YOUR_TICKET_AI_GITHUB_TOKEN> --env TICKET_AI_REPO=<YOUR_TICKET_AI_REPO> --env TICKET_AI_TICKET_LANGUAGE=<YOUR_TICKET_AI_TICKET_LANGUAGE> --env TICKET_AI_CACHE_DIR=<YOUR_TICKET_AI_CACHE_DIR> -- uvx ticket-ai-mcp@0.1.1

Run this in a terminal to add the server to Claude Code.

What this does

Ticket AI exposes a set of tools to Claude over the Model Context Protocol. After you add it to claude_desktop_config.json (snippet above) and restart Claude Desktop, those tools become callable inside any conversation.

Requirements

This server needs the following environment variables to be set before it can run:

TICKET_AI_TRACKER
TICKET_AI_PROJECT
TICKET_AI_GITLAB_URL
TICKET_AI_GITLAB_TOKEN
TICKET_AI_JIRA_URL
TICKET_AI_JIRA_EMAIL
TICKET_AI_JIRA_TOKEN
TICKET_AI_GITHUB_TOKEN
TICKET_AI_REPO
TICKET_AI_TICKET_LANGUAGE
TICKET_AI_CACHE_DIR

Set these via the env object in your MCP config (see claude_desktop_config.json snippet above).

Frequently asked questions

How do I install Ticket AI?

Run the Claude Code command in the install section to add Ticket AI to Claude Code, or copy the ready-made config for your client from the install section on this page. Restart your client afterwards and the tools appear in your next conversation.

Which clients work with Ticket AI?

This page carries setup and config for Claude Code, Claude Desktop, Cursor and VS Code. Any other MCP client that accepts a standard server config can connect to Ticket AI as well.

Does Ticket AI need an API key?

Yes. Before it can run, set these environment variables: TICKET_AI_TRACKER, TICKET_AI_PROJECT, TICKET_AI_GITLAB_URL, TICKET_AI_GITLAB_TOKEN, TICKET_AI_JIRA_URL, TICKET_AI_JIRA_EMAIL, TICKET_AI_JIRA_TOKEN, TICKET_AI_GITHUB_TOKEN, TICKET_AI_REPO, TICKET_AI_TICKET_LANGUAGE, TICKET_AI_CACHE_DIR. They go in the env block of your MCP config.

Imported from the Official MCP Registry. The details above come from the registry entry; the maker can claim this listing to correct them, add docs, and see its traffic.

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