MCP Server for Jira and Confluence

A Model Context Protocol (MCP) server that integrates with Atlassian's Jira and Confluence, enabling AI assistants to interact with these tools directly.

Features

• Jira Integration

  • List recent issues

  • View issue details including comments

  • Create new issues

  • Add comments to issues

  • Transition issues between statuses

  • Get assigned issues - Retrieve your assigned tickets ordered by priority and date

  • Summarize issues - Get comprehensive issue summaries with comments and history

  • Extract Confluence and Git links - Find all Confluence page references and Git repository URLs in issues

• Confluence Integration

  • List recent pages

  • View page content

  • Create new pages

  • Update existing pages

  • Add comments to pages

  • Search pages using CQL (Confluence Query Language)

  • Get specific pages by ID or title

  • Ask questions about page content

• AI-Powered Prompts

  • Summarize Jira issues

  • Create structured Jira issue descriptions

  • Summarize Confluence pages

  • Generate structured Confluence content

Installation

1. Clone the repository

2. Install dependencies using uv:

Configuration

Environment Variables

Set the following environment variables to configure the server:

Jira Configuration

• JIRA_URL: Base URL of your Jira instance (e.g., https://yourcompany.atlassian.net)

• JIRA_USERNAME: Your Jira username/email

• JIRA_API_TOKEN: Your Jira API token or password

• JIRA_PERSONAL_TOKEN: Personal access token (alternative to username/API token)

Confluence Configuration

• CONFLUENCE_URL: Base URL of your Confluence instance (e.g., https://yourcompany.atlassian.net/wiki)

• CONFLUENCE_USERNAME: Your Confluence username/email

• CONFLUENCE_API_TOKEN: Your Confluence API token or password

• CONFLUENCE_PERSONAL_TOKEN: Personal access token (alternative to username/API token)

Quick Setup

1. Create API tokens from your Atlassian account settings

2. Set environment variables in your shell:

3. Or use the provided run.sh script with environment variables

Usage

Starting the Server

Run the server directly:

VSCode MCP Extension

If using with the VSCode MCP extension, the server is automatically configured via .vscode/mcp.json.

Claude Desktop

To use with Claude Desktop, add the following configuration:

On MacOS: ~/Library/Application\ Support/Claude/claude_desktop_config.json On Windows: %APPDATA%/Claude/claude_desktop_config.json

Resources

The server exposes the following types of resources:

• jira://issue/{ISSUE_KEY} - Jira issues

• confluence://page/{PAGE_ID} - Confluence pages

• confluence://space/{SPACE_KEY}/page/{PAGE_ID} - Confluence pages with space key

Usage

Available Tools

Jira Tools

• create-jira-issue: Create a new Jira issue

• comment-jira-issue: Add a comment to an issue

• transition-jira-issue: Change an issue's status

• get-jira-issue: Get detailed information about a specific Jira issue

• get-my-assigned-issues: Get issues assigned to you, ordered by priority and date

• summarize-jira-issue: Get comprehensive issue summary with comments and history

• extract-confluence-links: Find all Confluence and Git repository links in an issue

Confluence Tools

• create-confluence-page: Create a new Confluence page

• update-confluence-page: Update an existing page (version auto-fetched if not provided)

• comment-confluence-page: Add a comment to a page

• get-confluence-page: Get a specific page with optional comments/history

• search-confluence: Search pages using CQL queries

• ask-confluence-page: Ask questions about page content

Usage Examples

Getting Your Assigned Issues

Getting a Specific Jira Issue

Summarizing a Jira Issue

Extracting Links from Issues

Getting a Confluence Page

Searching Confluence Pages

Asking Questions About Pages

Common CQL Query Examples

• Simple text search: "API Documentation" (searches in content and title)

• Search by title: title ~ "API Documentation"

• Search in space: space.key = "DEV"

• Recent pages: lastmodified >= now("-7d")

• By author: creator = "john.doe"

• Combined: title ~ "API" AND space.key = "DEV" AND lastmodified >= now("-30d")

• Text in content: text ~ "authentication method"

Note: All queries automatically include type = page unless explicitly specified otherwise.

Available Prompts

AI-Powered Analysis

• summarize-jira-issue: Create a summary of a Jira issue

• create-jira-description: Generate a structured issue description

• summarize-confluence-page: Create a summary of a Confluence page

• create-confluence-content: Generate structured Confluence content

• answer-confluence-question: Answer questions about specific page content

Context Types for Question Answering

• summary: Quick answers using first 1000-1500 characters

• details: Comprehensive answers using full page content

• specific: Full content with enhanced filtering (future feature)

For detailed Confluence tool documentation and advanced CQL examples, see CONFLUENCE_TOOLS.md.

Practical Examples

Workflow: Research and Documentation

1. Search for relevant pages: Use search-confluence to find pages related to your topic

2. Get page details: Use get-confluence-page to retrieve full content with comments

3. Ask specific questions: Use ask-confluence-page to extract specific information

4. Create summaries: Use summarize-confluence-page prompt for quick overviews

Common Use Cases

Finding Documentation

Getting Page Information

Content Analysis

Knowledge Extraction

Development

Building and Publishing

To prepare the package for distribution:

1. Sync dependencies and update lockfile:

2. Build package distributions:

This will create source and wheel distributions in the dist/ directory.

3. Publish to PyPI:

Note: You'll need to set PyPI credentials via environment variables or command flags:

• Token: --token or UV_PUBLISH_TOKEN

• Or username/password: --username/UV_PUBLISH_USERNAME and --password/UV_PUBLISH_PASSWORD

Debugging

Since MCP servers run over stdio, debugging can be challenging. For the best debugging experience, we strongly recommend using the MCP Inspector.

You can launch the MCP Inspector via npm with this command:

Upon launching, the Inspector will display a URL that you can access in your browser to begin debugging.

Changelog

Version 0.2.4 (2025-07-27)

Enhanced Confluence Search:

• Smart CQL Query Builder - Automatically enhances simple search queries with proper CQL syntax:

  • Simple text queries - "API docs" becomes (title ~ "API docs" OR text ~ "API docs")

  • Phrase detection - Longer queries become text ~ "your search phrase"

  • Advanced CQL preservation - Complex queries with operators (AND, OR, ~, =) are used as-is

  • Space integration - Automatically adds space constraints when specified

  • Query transparency - Shows the enhanced CQL query in search results

Technical Improvements:

• Added build_smart_cql_query() function for intelligent query enhancement

• Enhanced search-confluence tool description to explain automatic query enhancement

• Better user experience with query transformation visibility

• Improved search accuracy for both novice and advanced users

Version 0.2.3 (2025-07-27)

Enhanced Link Extraction:

• Enhanced - Now extracts both Confluence pages AND Git repository URLs:

  • Git Repository Support - Detects URLs from GitHub, GitLab, Bitbucket, Azure DevOps, and other Git platforms

  • Smart Pattern Matching - Uses regex patterns to identify repository URLs in issue descriptions, comments, and remote links

  • Comprehensive Coverage - Scans all issue text fields for both Confluence and Git references

  • Rich Output - Returns organized lists of both Confluence pages and Git repositories with context

Technical Improvements:

• Added _extract_git_urls_from_text() method with support for major Git platforms

• Enhanced URL extraction patterns for better accuracy

• Improved tool description and documentation

• Better organization of extracted links by type (Confluence vs Git)

Version 0.2.2 (2025-07-27)

New Jira Tools:

• get-my-assigned-issues - Get issues assigned to you ordered by priority (highest first) and creation date (newest first)

  • Configurable max results (default: 25, max: 100)

  • Option to include completed/closed issues

  • Rich formatting with status, priority, type, dates

• summarize-jira-issue - Comprehensive issue analysis including:

  • Complete issue details (status, priority, assignee, dates)

  • Full description and recent comments (last 5)

  • Confluence page references from remote links

  • Formatted as markdown for easy AI processing

• extract-confluence-links - Find all Confluence page references in issues:

  • Scans issue description, all comments, and remote links

  • Supports multiple Confluence URL patterns (atlassian.net, custom domains)

  • Returns link titles, URLs, and source context

Technical Enhancements:

• Added get_current_user() API method for user context

• Enhanced JQL queries with proper field selection and ordering

• Robust URL extraction with regex pattern matching

• Improved error handling for missing or invalid issues

• Better date formatting for human readability

Version 0.2.1 (2025-07-27)

Formatting Fixes:

• Fixed 400 Bad Request errors with complex markdown formatting in Confluence pages

• Implemented intelligent complexity detection - automatically chooses conversion strategy

• Added robust error handling with graceful fallbacks for conversion failures

• Enhanced list processing with proper HTML grouping and nesting

Version 0.2.0 (2025-07-27)

Major Improvements:

• Fixed EmbeddedResource validation errors - All tools now use the correct MCP structure with type: "resource" and proper TextResourceContents format

• Enhanced Confluence formatting - Dramatically improved markdown to Confluence conversion:

  • Proper list handling (grouped <ul>/<ol> tags instead of individual ones)

  • Better code block formatting with language support

  • Improved inline formatting (bold, italic, code, links)

  • Smarter paragraph handling

  • More robust markdown detection patterns

• Fixed HTTP 409 conflicts - Made version parameter optional in update-confluence-page with automatic version fetching

• Added missing Confluence tools - Implemented get-confluence-page and search-confluence-pages with proper CQL support

• Improved error handling - Better error messages and validation throughout

Technical Changes:

• Rewrote ConfluenceFormatter.markdown_to_confluence() with line-by-line processing

• Added regex-based markdown detection with multiple pattern matching

• Enhanced _process_inline_formatting() helper for consistent formatting

• Improved version conflict resolution in page updates

• Added comprehensive logging for format detection and conversion

Version 0.1.9 (2025-07-26)

• Initial PyPI release with basic Jira and Confluence functionality

• Fixed basic EmbeddedResource structure issues

• Added core tool implementations