Mattermost MCP

Mattermost enterprise messaging collaboration server. Built with the highest architectural standards, incorporating dynamic facades, custom API routing, and FastMCP tool decoration.

Documentation — Installation, deployment, usage across the API, CLI, and MCP platform are maintained in the official documentation.

Table of Contents

• Overview
• Features
• Installation
• Usage
• Environment Variables
• MCP Tools
• Architecture
• Deployment
• Contributing
• License

Overview

Mattermost MCP provides a high-performance, model-optimized interface to Mattermost capabilities. It isolates the model from underlying API transport complexity, ensuring safe, idempotent, and highly traceable system interactions.

Features

• Dynamic Facade Orchestration: Integrates multi-inheritance clients cleanly under a single facade.
• Battle-Tested Resilience: Out-of-the-box credential authentication, connection polling, and request retry strategies.
• FastMCP Declarative Tools: Fast, native schema registration with full inline validation.
• Complete Test Intent Diversity: Deep, automated unit, integration, and mock tests ensuring high code coverage.

⚙️ Dynamic Tool Selection & Visibility

This MCP server supports dynamic toolset selection and visibility filtering at runtime. This allows the operator to restrict the set of exposed tools to prevent blowing up the LLM's context window.

The operator can configure tool filtering via multiple input channels:

• CLI Arguments: Pass --tools or --toolsets (or their disabled counterparts --disabled-tools and --disabled-toolsets) during startup.
• Environment Variables: Define standard environment variables:
  • MCP_ENABLED_TOOLS / MCP_DISABLED_TOOLS
  • MCP_ENABLED_TAGS / MCP_DISABLED_TAGS
• HTTP SSE Request Headers: Pass custom headers during transport initialization:
  • x-mcp-enabled-tools / x-mcp-disabled-tools
  • x-mcp-enabled-tags / x-mcp-disabled-tags
• HTTP SSE Request Query Parameters: Append query parameters directly to the operator's transport connection URL:
  • ?tools=tool1,tool2
  • ?tags=tag1

When query strings or parameters are provided, an LLM-free Knowledge Graph resolution layer (using DynamicToolOrchestrator) matches query intents against known tool tags, names, or descriptions, with safe fallback and automated 24-hour background cache refreshing.

Installation

Pick the extra that matches what the operator want to run:

# Connector-focused MCP server (includes the shared graph engine)
uv pip install "mattermost-mcp[mcp]"

# Agent runtime (adds model orchestration to the shared graph engine)

# Everything (development)
uv pip install "mattermost-mcp[all]"      # or: python -m pip install "mattermost-mcp[all]"

Container images (:mcp)

One multi-stage docker/Dockerfile builds the MCP-only image (--target mcp):

docker build --target mcp   -t example/mattermost-mcp:mcp    docker/   # connector-focused MCP server

agent (immutable agent digest) with a co-located :mcp sidecar.

Knowledge-graph database (epistemic-graph)

Agent Connector SDK core dependency (epistemic-graph[full]). The [mcp] extra keeps deployments can use the bundled engine. For production or shared state, run epistemic-graph as a dedicated database service and configure the runtime to use it. Deployment recipes (single-node + Raft HA), connection configuration, and architecture diagrams are documented in the epistemic-graph deployment guide.

Usage

The operator can start the FastMCP server in stdio mode via Python module execution:

import asyncio
from mattermost_mcp.mcp_server import get_mcp_instance


async def main():
    mcp = get_mcp_instance()
    # Execute stdio loop or launch server
    print("MCP Server ready.")


if __name__ == "__main__":
    asyncio.run(main())

For direct shell start, run:

python -m mattermost_mcp.mcp_server

Tool names: v2.2.x to v2.3.0+

Up to v2.2.x this server served 57 tools: 53 action-routed group tools named mattermost_mcp_<group> (an action string plus params_json) and the 4 mattermost_ingest_* tools. v2.2.0 changed neither the names nor the server name (Mattermost MCP MCP); the names changed in v2.3.0, when every action became its own typed tool. The rule is mattermost_mcp_<group>(action="X") -> mattermost_X. The 4 mattermost_ingest_* tools keep their names; since v2.4.0 they take typed filters instead of params_json. One action has no successor: mattermost_mcp_reactions(action="get_bulk_reactions"), because the Mattermost v11.11.1 API v4 spec (the deployed server's version) no longer lists it. It is declared in [tool.pipelines] retired-tools.

Types come from the official Mattermost API v4 OpenAPI source (mattermost/mattermost api/v4/source, published at api.mattermost.com) at v11.11.1, which is the deployed server's version. A body field whose name is a Python keyword (from) is exposed as from_, and the client sends it as from.

Environment Variables

Package environment variables

Inherited agent-connector-sdk variables (apply to every connector)

68 package + 23 inherited variable(s). Auto-generated from .env.example + the shared agent-connector-sdk set — do not edit.

Every variable the server reads. A local template is provided inside .env.example — copy it to .env and fill in the operator's endpoint/credentials.

Connection & Credentials

MCP server / transport

Tool toggles

Each action-routed tool can be disabled individually via its toggle env var (set to false). The full list is in the MCP Tools table above (e.g. CHANNELSTOOL, POSTSTOOL, USERSTOOL, TEAMSTOOL).

MCP Tools

The following declarative FastMCP tools are registered and available to upstream AI agents:

Intent tools

57 intent tool(s) · 0 operation(s). Call an operation as act(action='<operation>', params={...}) (ask for reads); find(action='describe', params={'action': '<operation>'}) returns its arguments. An operation is enabled unless its <DOMAIN>TOOL toggle is set false. Auto-generated — do not edit.

See docs/overview.md or docs/concepts.md for deeper operational examples.

Architecture

This package uses the standardized Agent-Utilities dynamic facade architecture:

graph TD
    User([User Agent]) --> Server[FastMCP Server]
    Server --> Facade[Api Dynamic Facade]
    Facade --> ClientBase[ApiClientBase]
    Facade --> Auth[Credentials Auth Handler]
    ClientBase --> Service([External Service API])

Deployment

Bare-Metal (Standard pip)

1. Set up the operator's Python virtual environment (>= 3.10).
2. Install the package: pip install .[all]
3. Export credentials:

   export MATTERMOST_URL="http://localhost:8065"
   

4. Run: python -m mattermost_mcp.mcp_server

Container (Docker Compose)

A standard compose structure is provided inside the docker/ folder. Build and deploy:

docker compose -f docker/compose.yml up --build -d

Additional Deployment Options

mattermost-mcp can run as a local stdio process or container, or behind a remote network boundary. The Deployment guide carries the detailed transport contract.

• Local container — launch a reviewed immutable image as a least-privilege stdio child with no listener or published port.
• Remote URL — connect through an operator-supplied authenticated HTTPS ingress. Keep its URL, outbound identity references, trust profile, and exact MCP_ALLOWED_HOSTS in AgentConfig.

MCP Configuration Examples

Install the connector-focused [mcp] extra. Examples use mattermost-mcp[mcp] to add FastMCP / FastAPI through agent-connector-sdk; the required Agent Connector SDK core still carries epistemic-graph[full]. The [agent-runtime] extra additionally enables model orchestration.

stdio Transport (local IDEs — Cursor, Claude Desktop, VS Code)

{
  "mcpServers": {
    "mattermost-mcp": {
      "command": "uvx",
      "args": [
        "--from",
        "mattermost-mcp[mcp]",
        "mattermost-mcp"
      ],
      "env": {
        "ACCESS_CONTROLTOOL": "True",
        "ACTIONSTOOL": "True",
        "AGENTSTOOL": "True",
        "AUDIT_LOGGINGTOOL": "True",
        "BOARDSTOOL": "True",
        "BOOKMARKSTOOL": "True",
        "BOTSTOOL": "True",
        "BRANDTOOL": "True",
        "CHANNELSTOOL": "True",
        "CLOUDTOOL": "True",
        "CLUSTERTOOL": "True",
        "COMMANDSTOOL": "True",
        "COMPLIANCETOOL": "True",
        "CONTENT_FLAGGINGTOOL": "True",
        "CUSTOM_PROFILE_ATTRIBUTESTOOL": "True",
        "DATARETENTIONTOOL": "True",
        "ELASTICSEARCHTOOL": "True",
        "EMOJITOOL": "True",
        "EXPORTSTOOL": "True",
        "FILESTOOL": "True",
        "GROUPSTOOL": "True",
        "IMPORTSTOOL": "True",
        "IP_FILTERSTOOL": "True",
        "JOBSTOOL": "True",
        "KGTOOL": "True",
        "LDAPTOOL": "True",
        "LIMITSTOOL": "True",
        "LOGSTOOL": "True",
        "MATTERMOST_MCP_BASE_URL": "http://localhost:8065",
        "MATTERMOST_MCP_PACKAGE_DIR": "./mattermost_mcp",
        "MATTERMOST_MCP_PASSWORD": "mattermost_password",
        "MATTERMOST_MCP_USERNAME": "mattermost_username",
        "MATTERMOST_TOKEN": "mattermost_api_access_token",
        "MATTERMOST_URL": "http://localhost:8065",
        "METRICSTOOL": "True",
        "OAUTHTOOL": "True",
        "OUTGOING_OAUTH_CONNECTIONSTOOL": "True",
        "PERMISSIONSTOOL": "True",
        "PLUGINSTOOL": "True",
        "POSTSTOOL": "True",
        "PREFERENCESTOOL": "True",
        "PROPERTIESTOOL": "True",
        "REACTIONSTOOL": "True",
        "RECAPSTOOL": "True",
        "REMOTECLUSTERSTOOL": "True",
        "REPORTSTOOL": "True",
        "ROLESTOOL": "True",
        "SAMLTOOL": "True",
        "SCHEDULED_POSTTOOL": "True",
        "SCHEMESTOOL": "True",
        "SERVICE_TERMSTOOL": "True",
        "SHAREDCHANNELSTOOL": "True",
        "STATUSTOOL": "True",
        "SYSTEMTOOL": "True",
        "TEAMSTOOL": "True",
        "UPLOADSTOOL": "True",
        "USAGETOOL": "True",
        "USERSTOOL": "True",
        "VIEWSTOOL": "True",
        "WEBHOOKSTOOL": "True"
      }
    }
  }
}

Runtime references require an alias-aware launcher such as Arbora. Other launchers must omit those entries and inject the resolved values through their own runtime secret boundary.

Streamable-HTTP Transport (networked / production)

{
  "mcpServers": {
    "mattermost-mcp": {
      "command": "uvx",
      "args": [
        "--from",
        "mattermost-mcp[mcp]",
        "mattermost-mcp",
        "--transport",
        "streamable-http",
        "--port",
        "8000"
      ],
      "env": {
        "TRANSPORT": "streamable-http",
        "HOST": "127.0.0.1",
        "PORT": "8000",
        "ACCESS_CONTROLTOOL": "True",
        "ACTIONSTOOL": "True",
        "AGENTSTOOL": "True",
        "AUDIT_LOGGINGTOOL": "True",
        "BOARDSTOOL": "True",
        "BOOKMARKSTOOL": "True",
        "BOTSTOOL": "True",
        "BRANDTOOL": "True",
        "CHANNELSTOOL": "True",
        "CLOUDTOOL": "True",
        "CLUSTERTOOL": "True",
        "COMMANDSTOOL": "True",
        "COMPLIANCETOOL": "True",
        "CONTENT_FLAGGINGTOOL": "True",
        "CUSTOM_PROFILE_ATTRIBUTESTOOL": "True",
        "DATARETENTIONTOOL": "True",
        "ELASTICSEARCHTOOL": "True",
        "EMOJITOOL": "True",
        "EXPORTSTOOL": "True",
        "FILESTOOL": "True",
        "GROUPSTOOL": "True",
        "IMPORTSTOOL": "True",
        "IP_FILTERSTOOL": "True",
        "JOBSTOOL": "True",
        "KGTOOL": "True",
        "LDAPTOOL": "True",
        "LIMITSTOOL": "True",
        "LOGSTOOL": "True",
        "MATTERMOST_MCP_BASE_URL": "http://localhost:8065",
        "MATTERMOST_MCP_PACKAGE_DIR": "./mattermost_mcp",
        "MATTERMOST_MCP_PASSWORD": "mattermost_password",
        "MATTERMOST_MCP_USERNAME": "mattermost_username",
        "MATTERMOST_TOKEN": "mattermost_api_access_token",
        "MATTERMOST_URL": "http://localhost:8065",
        "METRICSTOOL": "True",
        "OAUTHTOOL": "True",
        "OUTGOING_OAUTH_CONNECTIONSTOOL": "True",
        "PERMISSIONSTOOL": "True",
        "PLUGINSTOOL": "True",
        "POSTSTOOL": "True",
        "PREFERENCESTOOL": "True",
        "PROPERTIESTOOL": "True",
        "REACTIONSTOOL": "True",
        "RECAPSTOOL": "True",
        "REMOTECLUSTERSTOOL": "True",
        "REPORTSTOOL": "True",
        "ROLESTOOL": "True",
        "SAMLTOOL": "True",
        "SCHEDULED_POSTTOOL": "True",
        "SCHEMESTOOL": "True",
        "SERVICE_TERMSTOOL": "True",
        "SHAREDCHANNELSTOOL": "True",
        "STATUSTOOL": "True",
        "SYSTEMTOOL": "True",
        "TEAMSTOOL": "True",
        "UPLOADSTOOL": "True",
        "USAGETOOL": "True",
        "USERSTOOL": "True",
        "VIEWSTOOL": "True",
        "WEBHOOKSTOOL": "True"
      }
    }
  }
}

Alternatively, connect to a pre-deployed Streamable-HTTP instance by url:

{
  "mcpServers": {
    "mattermost-mcp": {
      "url": "http://localhost:8000/mattermost-mcp/mcp"
    }
  }
}

Run a reviewed container image as a least-privilege stdio child (no listener or published port):

docker run -i --rm \
  --read-only \
  --cap-drop=ALL \
  --security-opt=no-new-privileges \
  --pids-limit=256 \
  --tmpfs /tmp:rw,noexec,nosuid,nodev,size=64m \
  -e TRANSPORT=stdio \
  -e ACCESS_CONTROLTOOL=True \
  -e ACTIONSTOOL=True \
  -e AGENTSTOOL=True \
  -e AUDIT_LOGGINGTOOL=True \
  -e BOARDSTOOL=True \
  -e BOOKMARKSTOOL=True \
  -e BOTSTOOL=True \
  -e BRANDTOOL=True \
  -e CHANNELSTOOL=True \
  -e CLOUDTOOL=True \
  -e CLUSTERTOOL=True \
  -e COMMANDSTOOL=True \
  -e COMPLIANCETOOL=True \
  -e CONTENT_FLAGGINGTOOL=True \
  -e CUSTOM_PROFILE_ATTRIBUTESTOOL=True \
  -e DATARETENTIONTOOL=True \
  -e ELASTICSEARCHTOOL=True \
  -e EMOJITOOL=True \
  -e EXPORTSTOOL=True \
  -e FILESTOOL=True \
  -e GROUPSTOOL=True \
  -e IMPORTSTOOL=True \
  -e IP_FILTERSTOOL=True \
  -e JOBSTOOL=True \
  -e KGTOOL=True \
  -e LDAPTOOL=True \
  -e LIMITSTOOL=True \
  -e LOGSTOOL=True \
  -e MATTERMOST_MCP_BASE_URL=http://localhost:8065 \
  -e MATTERMOST_MCP_PACKAGE_DIR=./mattermost_mcp \
  -e MATTERMOST_MCP_PASSWORD=mattermost_password \
  -e MATTERMOST_MCP_USERNAME=mattermost_username \
  -e MATTERMOST_TOKEN=mattermost_api_access_token \
  -e MATTERMOST_URL=http://localhost:8065 \
  -e METRICSTOOL=True \
  -e OAUTHTOOL=True \
  -e OUTGOING_OAUTH_CONNECTIONSTOOL=True \
  -e PERMISSIONSTOOL=True \
  -e PLUGINSTOOL=True \
  -e POSTSTOOL=True \
  -e PREFERENCESTOOL=True \
  -e PROPERTIESTOOL=True \
  -e REACTIONSTOOL=True \
  -e RECAPSTOOL=True \
  -e REMOTECLUSTERSTOOL=True \
  -e REPORTSTOOL=True \
  -e ROLESTOOL=True \
  -e SAMLTOOL=True \
  -e SCHEDULED_POSTTOOL=True \
  -e SCHEMESTOOL=True \
  -e SERVICE_TERMSTOOL=True \
  -e SHAREDCHANNELSTOOL=True \
  -e STATUSTOOL=True \
  -e SYSTEMTOOL=True \
  -e TEAMSTOOL=True \
  -e UPLOADSTOOL=True \
  -e USAGETOOL=True \
  -e USERSTOOL=True \
  -e VIEWSTOOL=True \
  -e WEBHOOKSTOOL=True \
  registry.example.invalid/mattermost-mcp@sha256:<digest> mattermost-mcp

For containerized network HTTP, supply an authenticated TLS ingress (or direct server TLS), exact MCP_ALLOWED_HOSTS, and an exact trusted-proxy CIDR policy through the operator-owned deployment profile. The generator does not emit an unauthenticated non-loopback listener.

Auto-generated from the code-read env surface (package vars) — do not edit.

Documentation

The complete documentation is published as the official documentation site and is the recommended reference for installation, deployment, and day-to-day operation.

Contributing

Please audit all code changes against the repository's contribution and review requirements, and run:

pre-commit run --all-files

License

This project is licensed under the MIT License. See the LICENSE file for complete details.

Deploy with agent-connector-sdk-deployment

Provision this package with the consolidated agent-connector-sdk-deployment workflow. It selects an installed-package, editable-source, or immutable-container path; records only runtime secret and TLS-profile references in AgentConfig; and runs doctor, registration, policy, observability, and rollback gates. Ask your agent to "deploy mattermost-mcp with agent-connector-sdk-deployment".

The repository embeds no deployment profile, credential value, certificate path, or environment-specific endpoint. Supply those at runtime through AgentConfig and the configured secret provider.

Governed capability contract

This package ships a compact canonical skill surface with specialist procedures kept as referenced workflows. The current MCP tools, skill metadata, connector_manifest.yml, ontology, mappings, shapes, fixtures, migrations, tool-schema fingerprints, and certification metadata form one versioned capability contract. Validate them together; do not rely on stale tool names or historical per-task skill wrappers.

Runtime endpoints, credentials, certificate trust, tenant identity, retention, and observability policy are deployment inputs and are never packaged values. See Configuration, trust, and privacy before enabling a network transport, connector ingestion, Arbora delegation, or trace export.