GitHub Copilot QA Assistant

Internal network access is required. The Bugzilla, Jira, and Confluence integrations target internal systems and will not work outside the company network or VPN.

This repository contains MCP servers and API clients for three internal systems:

1. Bugzilla

2. Jira

3. Confluence

Older database-execution and Bugzilla-to-Jira workflow sections were removed because those code paths are not present in the current repository.

Overview

Each MCP server exposes a focused tool surface for GitHub Copilot Agent Mode:

• Bugzilla: get bugs, search bugs, get comments, add comments, update bugs, create bugs

• Jira: get issues, search issues, get assigned issues, create issues, add comments, transition issues

• Confluence: list spaces, search pages, get pages, extract page text, create pages, update pages, append content, manage comments

Related MCP server: Lazy LLMs Project Management MCP Server

Project Structure

.
|-- README.md
|-- requirements.txt
|-- Documentation/
|   |-- QA-Assistant-Bugzilla-Operations.md
|   `-- QA-Assistant-Jira-Server-Operations.md
`-- src/
    |-- clients/
    |   |-- bugzilla_client.py
    |   |-- client_factory.py
    |   |-- confluence_client.py
    |   `-- jira_client.py
    `-- mcp_servers/
        |-- bugzilla_mcp_server.py
        |-- confluence_mcp_server.py
        `-- jira_mcp_server.py

How It Works

GitHub Copilot Agent Mode
        |
        v
VS Code MCP registration (.vscode/mcp.json)
        |
        v
src/mcp_servers/*.py
        |
        v
src/clients/*.py
        |
        v
Internal Bugzilla / Jira / Confluence APIs

Prerequisites

• Python 3.10+

• Access to the internal Bugzilla, Jira, and/or Confluence instances

• Valid credentials for the systems you want to use

• VS Code with GitHub Copilot

Setup

python -m venv venv

# Windows
venv\Scripts\activate

pip install -r requirements.txt

Create a .env file in the project root by copying .env.example and filling in your values.

BUGZILLA_BASE_URL=https://bugzilla.example.com
BUGZILLA_COOKIE=Bugzilla_login=YOUR_LOGIN_VALUE; Bugzilla_logincookie=YOUR_COOKIE_VALUE
BUGZILLA_API_KEY=

JIRA_BASE_URL=https://pdjira.example.com
JIRA_COOKIE=JSESSIONID=YOUR_JIRA_COOKIE_VALUE

CONFLUENCE_BASE_URL=https://pdconfluence.example.com
CONFLUENCE_COOKIE=JSESSIONID=YOUR_CONFLUENCE_COOKIE_VALUE
CONFLUENCE_TOKEN=

Notes:

• src/clients/client_factory.py loads .env from the repository root.

• Bugzilla supports cookie auth and an optional API key.

• Jira is currently initialized from base URL plus cookie.

• Confluence can use a cookie or bearer token.

Running The MCP Servers

VS Code reads server registration from .vscode/mcp.json.

You can also start the servers manually:

python src/mcp_servers/bugzilla_mcp_server.py
python src/mcp_servers/jira_mcp_server.py
python src/mcp_servers/confluence_mcp_server.py

Available Tools

Bugzilla

• bugzilla_get_bug

• bugzilla_search_bugs

• bugzilla_get_comments

• bugzilla_add_comment

• bugzilla_update_bug

• bugzilla_create_bug

Jira

• get_jira_issue

• search_jira_issues

• get_my_jira_issues

• create_jira_issue

• add_jira_comment

• transition_jira_issue

Confluence

• list_confluence_spaces

• search_confluence_space

• get_confluence_space_pages

• get_confluence_page

• get_confluence_page_text

• create_confluence_page

• update_confluence_page

• append_to_confluence_page

• get_confluence_comments

• add_confluence_comment

Usage Examples

Example prompts for Copilot Agent Mode:

Get the details of bug 1256082

Search Jira issues in project UID assigned to me

List Confluence spaces I can access

Get the plain text of Confluence page 123456789

Documentation

Additional operation notes are available in Documentation/.