This MCP enables Mattermost to connect with Model Context Protocol (MCP) servers, using a LangGraph-based AI agent. It supports dynamic tool discovery, thread-aware conversations, and direct command interfaces, allowing users to interact with MCP servers within Mattermost for automation, resource management, and intelligent assistance.
This MCP enables Mattermost to connect with Model Context Protocol (MCP) servers, using a LangGraph-based AI agent. It supports dynamic tool discovery, thread-aware conversations, and direct command interfaces, allowing users to interact with MCP servers within Mattermost for automation, resource management, and intelligent assistance.
Mattermost MCP Host is an integration that links Mattermost with MCP servers, harnessing a LangGraph-based AI agent to offer intelligent and automated interactions. It connects to multiple MCP servers, discovers available tools, and enables the AI to invoke these tools as needed. Users can chat naturally with the bot, which maintains context within threads, or use direct commands to list servers, tools, resources, or execute specific actions. The system is configurable with various AI providers and supports dynamic tool loading, making it versatile for enterprise automation, resource management, and advanced AI-driven interactions within Mattermost.
Who will use Mattermost MCP Host?
Developers
Enterprise IT Teams
AI Researchers
Operations Teams
Mattermost Users
How to use the Mattermost MCP Host?
Step 1: Clone the repository from GitHub.
Step 2: Install dependencies using uv package manager.
Step 3: Configure environment variables in the `.env` file with Mattermost and LLM API details.
Step 4: Edit `mcp-servers.json` to define MCP servers to connect.
Step 5: Run the MCP host server to start the integration.
Step 6: Invite the bot to Mattermost channels and interact via chat or commands.
Mattermost MCP Host's Core Features & Benefits
The Core Features
Connects to multiple MCP servers
Discover and load tools dynamically
Supports threads-based conversational context
Allows direct command interactions
Integrates with LangGraph AI agent
Provides resource, tools, and prompt listing
The Benefits
Enhances Mattermost with AI-powered automation
Enables seamless interaction with MCP servers
Maintains contextual conversations within threads
Supports flexible and configurable AI providers
Simplifies resource and tool management
Mattermost MCP Host's Main Use Cases & Applications
Automating resource management via MCP servers
Providing AI-powered assistance within Mattermost chats
Listing and executing tools on MCP servers using commands
Supporting enterprise automation workflows
Enabling real-time interaction with multiple MCP servers