Ticket AI MCP Server

What the code does

We read the source, 1 h ago · rules 3dff92dd89df

What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.

proc = subprocess.Popen(

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Connect this server

This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.

claude mcp add ticket-ai-mcp -- uvx ticket-ai-mcp

{
  "mcpServers": {
    "ticket-ai-mcp": {
      "args": [
        "ticket-ai-mcp"
      ],
      "command": "uvx"
    }
  }
}

[mcp_servers.ticket-ai-mcp]
command = "uvx"
args = ["ticket-ai-mcp"]

{
  "mcpServers": {
    "ticket-ai-mcp": {
      "args": [
        "ticket-ai-mcp"
      ],
      "command": "uvx"
    }
  }
}

{
  "mcpServers": {
    "ticket-ai-mcp": {
      "args": [
        "ticket-ai-mcp"
      ],
      "command": "uvx"
    }
  }
}

This one needs environment variables set before it will start: TICKET_AI_TRACKER (Which tracker to read: gitlab, jira or github.), TICKET_AI_PROJECT (The project to measure. A GitLab path like acme/shop or its numeric id, a Jira project key like PROJ, or a GitHub owner/repo.), TICKET_AI_GITLAB_URL (Base URL of the GitLab instance, for example https://gitlab.example.com. Required when the tracker is gitlab.), TICKET_AI_GITLAB_TOKEN (GitLab personal access token. The read_api scope is enough; nothing here writes.), TICKET_AI_JIRA_URL (Base URL of the Jira instance. Cloud or self-hosted Server and Data Center; which one is detected from the instance.), TICKET_AI_JIRA_EMAIL (Account email, for Jira Cloud's basic auth. Leave unset for a public board or for a Server personal access token.), TICKET_AI_JIRA_TOKEN (Jira API token from id.atlassian.com, or a Server personal access token on its own. Leave unset to read a public instance anonymously.), TICKET_AI_GITHUB_TOKEN (GitHub token with read access to the repository's issues.), TICKET_AI_REPO (Checkout to search when gathering context for a subject. Defaults to the working directory, which on a wrong guess produces confident nonsense - the report names the directory it searched.), TICKET_AI_TICKET_LANGUAGE (Force the language tickets should be written in, overriding what was measured in the corpus. Leave unset unless the board is mid-switch: a measurement beats a setting.), TICKET_AI_CACHE_DIR (Where the learned profile is kept between runs. Defaults to .ticket-ai/ under the working directory.). The author declared them in the registry entry; get the values from the project itself.