Skip to main content
Glama

πŸš€ Awesome Confluence MCP Server

The most token-efficient way for AI agents to browse and analyze Confluence documentation.

MCP Python License

Topics: mcp-server python confluence-api ai-agents token-optimization markdown fastmcp


πŸ“Š Token Savings at a Glance

Typical Confluence Page (2,000 words):

Format

Tokens (Avg)

Cost (GPT-4o)

Savings

Raw HTML

2,500

$0.075

-

Your Markdown

600

$0.018

76%

Save 60-80% on LLM tokens by converting Confluence pages to clean Markdown format.

A professional Model Context Protocol (MCP) server that provides token-efficient Confluence integration. Fetch, search, and convert Confluence pages to Markdown, dramatically reducing token consumption while preserving formatting and structure.

πŸ’‘ Why Markdown Matters

The Token-Saving Advantage:

When working with LLMs, every token counts. Confluence pages in raw HTML format consume 3-5x more tokens than the same content in Markdown:

  • HTML Format: ~2,500 tokens for a typical page

  • Markdown Format: ~500-800 tokens for the same page

  • Savings: 60-80% reduction in token usage

This means:

  • βœ… Lower API costs - Fewer tokens = less money spent

  • βœ… Faster responses - Less data to process

  • βœ… Better context - Fit more pages in your context window

  • βœ… Cleaner output - Markdown is easier for LLMs to understand and work with

✨ Features

  • πŸ” List Spaces - Browse all accessible Confluence spaces

  • πŸ”Ž Search Pages - Find pages by title or content with optional space filtering

  • πŸ“„ Fetch as Markdown - Convert any Confluence page to clean, token-efficient Markdown

  • πŸ” Secure Authentication - Uses Atlassian API tokens (never store passwords)

  • ⚑ Fast & Reliable - Built with FastMCP for optimal performance

  • πŸ›‘οΈ Error Handling - Comprehensive validation and helpful error messages

πŸš€ Quick Start

1. Installation

# Clone the repository git clone https://github.com/mazhar480/awesome-confluence-mcp.git cd awesome-confluence-mcp # Install with pip pip install -e .

2. Get Your Atlassian API Token

  1. Go to Atlassian API Tokens

  2. Click Create API token

  3. Give it a name (e.g., "MCP Server")

  4. Copy the token (you won't see it again!)

3. Configure Environment

# Copy the example file cp .env.example .env # Edit .env with your credentials CONFLUENCE_URL=https://your-domain.atlassian.net CONFLUENCE_EMAIL=your.email@example.com CONFLUENCE_API_TOKEN=your_api_token_here

4. Configure Your MCP Client

For Claude Desktop

Add to your claude_desktop_config.json:

{ "mcpServers": { "confluence": { "command": "python", "args": ["-m", "server"], "cwd": "/path/to/awesome-confluence-mcp", "env": { "CONFLUENCE_URL": "https://your-domain.atlassian.net", "CONFLUENCE_EMAIL": "your.email@example.com", "CONFLUENCE_API_TOKEN": "your_api_token_here" } } } }

For Cline (VS Code Extension)

Add to your MCP settings:

{ "confluence": { "command": "python", "args": ["-m", "server"], "cwd": "/path/to/awesome-confluence-mcp" } }

Make sure your .env file is configured in the project directory.

πŸ”§ Available Tools

list_spaces

List all Confluence spaces you have access to.

Parameters:

  • limit (optional): Maximum number of spaces to return (1-100, default: 25)

Example:

List my Confluence spaces

Returns:

{ "total": 3, "spaces": [ { "key": "DOCS", "name": "Documentation", "type": "global", "id": "123456", "url": "https://your-domain.atlassian.net/wiki/spaces/DOCS" } ] }

search_pages

Search for pages by title or content.

Parameters:

  • query (required): Search term to match against titles and content

  • space_key (optional): Limit search to a specific space

  • limit (optional): Maximum results to return (1-50, default: 10)

Example:

Search for pages about "API documentation" in the DOCS space

Returns:

{ "total": 5, "query": "API documentation", "space_key": "DOCS", "pages": [ { "id": "789012", "title": "REST API Documentation", "type": "page", "space": { "key": "DOCS", "name": "Documentation" }, "version": 12, "url": "https://your-domain.atlassian.net/wiki/spaces/DOCS/pages/789012" } ] }

fetch_page_markdown

Fetch a page and convert it to Markdown format.

Parameters:

  • page_id (required): The Confluence page ID

Example:

Fetch page 789012 as markdown

Returns:

# REST API Documentation **Space:** Documentation (DOCS) **Version:** 12 **URL:** https://your-domain.atlassian.net/wiki/spaces/DOCS/pages/789012 **Labels:** api, rest, documentation --- ## Overview This page documents our REST API endpoints... ### Authentication All requests require an API token...

🎯 Usage Examples

Example 1: Find and Read Documentation

1. "List my Confluence spaces" 2. "Search for 'onboarding' pages in the HR space" 3. "Fetch page 123456 as markdown"

Example 2: Research a Topic

"Search for pages about 'authentication' and fetch the top 3 results as markdown"

The MCP server will:

  1. Search for relevant pages

  2. Return the search results

  3. Fetch each page and convert to Markdown

  4. Provide clean, token-efficient content for analysis

πŸ”’ Security Best Practices

  • βœ… Never commit your .env file to version control

  • βœ… Use API tokens instead of passwords

  • βœ… Rotate tokens regularly

  • βœ… Limit token scope to only what's needed

  • βœ… Store tokens securely in environment variables

πŸ› οΈ Development

# Install with dev dependencies pip install -e ".[dev]" # Run tests pytest # Format code black . # Lint code ruff check .

πŸ§ͺ Testing with MCP Inspector

Want to test the tools without writing a full client? FastMCP includes a built-in MCP Inspector:

npx @modelcontextprotocol/inspector python server.py

This launches a web interface where you can:

  • βœ… Test all three tools interactively

  • βœ… See real-time request/response data

  • βœ… Validate your Confluence credentials

  • βœ… Experiment with different parameters

Perfect for: Quick testing, debugging, and demonstrating the server to others.

πŸ’° Sponsorship & Support

If this MCP server saves you time and tokens, consider sponsoring its development:

  • Individual Developers: GitHub Sponsors

  • Corporate Teams: I support GitHub Invoiced Billing for bulk sponsorships. Contact me for custom MCP development and enterprise support.

Why sponsor?

  • Priority bug fixes and feature requests

  • Custom tool development for your workflow

  • Direct support and consultation

  • Help maintain this free, open-source tool

🀝 Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

πŸ“ License

This project is licensed under the MIT License - see the LICENSE file for details.

πŸ™ Acknowledgments

πŸ“ž Support


Made with ❀️ for the MCP community

-
security - not tested
A
license - permissive license
-
quality - not tested

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/mazhar480/awesome-confluence-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server