Ticket AI MCP

An MCP server and CLI that measures how your team actually writes tickets, then holds new ones to that. It supports GitLab, Jira, and GitHub trackers. It learns from existing tickets to measure new drafts against team standards without requiring an AI model for the measurement step.

Package and access

Local package with source-attributed installation metadata. Koskamo does not execute packages during review.

Community listingLocal stdioSource reviewed; not executedPublished by syrian963

Vendor documentation

What you can do with it

Measure ticket quality against team history
Enforce acceptance criteria in new tickets
Analyze ticket writing style
Check for duplicates

Source and maintenance

Community listingRegistry 0.1.1

mcp-registry: io.github.syrian963/ticket-ai-mcp@0.1.1 Source repository Project website

Maintenance checked: Nov 1, 2026, 6:05 AM UTC

Packages and installation

Source-provided package data. Koskamo has not executed or live-probed this package.

ticket-ai-mcp 0.1.1

pypiuvx

ticket-ai-mcp package definition

{
  "version": "0.1.1",
  "transport": "stdio",
  "identifier": "ticket-ai-mcp",
  "runtimeHint": "uvx",
  "registryType": "pypi",
  "registryBaseUrl": "https://pypi.org",
  "environmentVariables": [
    {
      "name": "TICKET_AI_TRACKER",
      "isRequired": true,
      "description": "Which tracker to read: gitlab, jira or github."
    },
    {
      "name": "TICKET_AI_PROJECT",
      "isRequired": true,
      "description": "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."
    },
    {
      "name": "TICKET_AI_GITLAB_URL",
      "description": "Base URL of the GitLab instance, for example https://gitlab.example.com. Required when the tracker is gitlab."
    },
    {
      "name": "TICKET_AI_GITLAB_TOKEN",
      "description": "GitLab personal access token. The read_api scope is enough; nothing here writes."
    },
    {
      "name": "TICKET_AI_JIRA_URL",
      "description": "Base URL of the Jira instance. Cloud or self-hosted Server and Data Center; which one is detected from the instance."
    },
    {
      "name": "TICKET_AI_JIRA_EMAIL",
      "description": "Account email, for Jira Cloud's basic auth. Leave unset for a public board or for a Server personal access token."
    },
    {
      "name": "TICKET_AI_JIRA_TOKEN",
      "description": "Jira API token from id.atlassian.com, or a Server personal access token on its own. Leave unset to read a public instance anonymously."
    },
    {
      "name": "TICKET_AI_GITHUB_TOKEN",
      "description": "GitHub token with read access to the repository's issues."
    },
    {
      "name": "TICKET_AI_REPO",
      "description": "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."
    },
    {
      "name": "TICKET_AI_TICKET_LANGUAGE",
      "description": "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."
    },
    {
      "name": "TICKET_AI_CACHE_DIR",
      "description": "Where the learned profile is kept between runs. Defaults to .ticket-ai/ under the working directory."
    }
  ]
}

Tools

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No tool definitions available.

Connect from your client

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Cursor

Merge this local stdio configuration, replace every placeholder environment value, and restart Cursor. Koskamo has not executed this package.

Cursor configuration

{
  "mcpServers": {
    "ticket-ai-mcp": {
      "command": "uvx",
      "args": [
        "ticket-ai-mcp==0.1.1"
      ],
      "env": {
        "TICKET_AI_TRACKER": "<YOUR_TICKET_AI_TRACKER>",
        "TICKET_AI_PROJECT": "<YOUR_TICKET_AI_PROJECT>",
        "TICKET_AI_GITLAB_URL": "<YOUR_TICKET_AI_GITLAB_URL>",
        "TICKET_AI_GITLAB_TOKEN": "<YOUR_TICKET_AI_GITLAB_TOKEN>",
        "TICKET_AI_JIRA_URL": "<YOUR_TICKET_AI_JIRA_URL>",
        "TICKET_AI_JIRA_EMAIL": "<YOUR_TICKET_AI_JIRA_EMAIL>",
        "TICKET_AI_JIRA_TOKEN": "<YOUR_TICKET_AI_JIRA_TOKEN>",
        "TICKET_AI_GITHUB_TOKEN": "<YOUR_TICKET_AI_GITHUB_TOKEN>",
        "TICKET_AI_REPO": "<YOUR_TICKET_AI_REPO>",
        "TICKET_AI_TICKET_LANGUAGE": "<YOUR_TICKET_AI_TICKET_LANGUAGE>",
        "TICKET_AI_CACHE_DIR": "<YOUR_TICKET_AI_CACHE_DIR>"
      }
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.

Cline configuration

{
  "mcpServers": {
    "ticket-ai-mcp": {
      "command": "uvx",
      "args": [
        "ticket-ai-mcp==0.1.1"
      ],
      "env": {
        "TICKET_AI_TRACKER": "<YOUR_TICKET_AI_TRACKER>",
        "TICKET_AI_PROJECT": "<YOUR_TICKET_AI_PROJECT>",
        "TICKET_AI_GITLAB_URL": "<YOUR_TICKET_AI_GITLAB_URL>",
        "TICKET_AI_GITLAB_TOKEN": "<YOUR_TICKET_AI_GITLAB_TOKEN>",
        "TICKET_AI_JIRA_URL": "<YOUR_TICKET_AI_JIRA_URL>",
        "TICKET_AI_JIRA_EMAIL": "<YOUR_TICKET_AI_JIRA_EMAIL>",
        "TICKET_AI_JIRA_TOKEN": "<YOUR_TICKET_AI_JIRA_TOKEN>",
        "TICKET_AI_GITHUB_TOKEN": "<YOUR_TICKET_AI_GITHUB_TOKEN>",
        "TICKET_AI_REPO": "<YOUR_TICKET_AI_REPO>",
        "TICKET_AI_TICKET_LANGUAGE": "<YOUR_TICKET_AI_TICKET_LANGUAGE>",
        "TICKET_AI_CACHE_DIR": "<YOUR_TICKET_AI_CACHE_DIR>"
      }
    }
  }
}

VS Code

Merge this local stdio configuration, replace every placeholder environment value, and restart VS Code. Koskamo has not executed this package.

VS Code configuration

{
  "servers": {
    "ticket-ai-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "ticket-ai-mcp==0.1.1"
      ],
      "env": {
        "TICKET_AI_TRACKER": "<YOUR_TICKET_AI_TRACKER>",
        "TICKET_AI_PROJECT": "<YOUR_TICKET_AI_PROJECT>",
        "TICKET_AI_GITLAB_URL": "<YOUR_TICKET_AI_GITLAB_URL>",
        "TICKET_AI_GITLAB_TOKEN": "<YOUR_TICKET_AI_GITLAB_TOKEN>",
        "TICKET_AI_JIRA_URL": "<YOUR_TICKET_AI_JIRA_URL>",
        "TICKET_AI_JIRA_EMAIL": "<YOUR_TICKET_AI_JIRA_EMAIL>",
        "TICKET_AI_JIRA_TOKEN": "<YOUR_TICKET_AI_JIRA_TOKEN>",
        "TICKET_AI_GITHUB_TOKEN": "<YOUR_TICKET_AI_GITHUB_TOKEN>",
        "TICKET_AI_REPO": "<YOUR_TICKET_AI_REPO>",
        "TICKET_AI_TICKET_LANGUAGE": "<YOUR_TICKET_AI_TICKET_LANGUAGE>",
        "TICKET_AI_CACHE_DIR": "<YOUR_TICKET_AI_CACHE_DIR>"
      }
    }
  }
}

Claude Desktop

Merge this local stdio configuration, replace every placeholder environment value, and restart Claude Desktop. Koskamo has not executed this package.

Claude Desktop configuration

{
  "mcpServers": {
    "ticket-ai-mcp": {
      "command": "uvx",
      "args": [
        "ticket-ai-mcp==0.1.1"
      ],
      "env": {
        "TICKET_AI_TRACKER": "<YOUR_TICKET_AI_TRACKER>",
        "TICKET_AI_PROJECT": "<YOUR_TICKET_AI_PROJECT>",
        "TICKET_AI_GITLAB_URL": "<YOUR_TICKET_AI_GITLAB_URL>",
        "TICKET_AI_GITLAB_TOKEN": "<YOUR_TICKET_AI_GITLAB_TOKEN>",
        "TICKET_AI_JIRA_URL": "<YOUR_TICKET_AI_JIRA_URL>",
        "TICKET_AI_JIRA_EMAIL": "<YOUR_TICKET_AI_JIRA_EMAIL>",
        "TICKET_AI_JIRA_TOKEN": "<YOUR_TICKET_AI_JIRA_TOKEN>",
        "TICKET_AI_GITHUB_TOKEN": "<YOUR_TICKET_AI_GITHUB_TOKEN>",
        "TICKET_AI_REPO": "<YOUR_TICKET_AI_REPO>",
        "TICKET_AI_TICKET_LANGUAGE": "<YOUR_TICKET_AI_TICKET_LANGUAGE>",
        "TICKET_AI_CACHE_DIR": "<YOUR_TICKET_AI_CACHE_DIR>"
      }
    }
  }
}

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