Bring Team Chat
to LangChain
Create your Vinkius account to connect Rocket.Chat to LangChain and start using all 10 AI tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code. No hosting, no server setup — just connect and start using.
Compatible with every major AI agent and IDE
What is the Rocket.Chat MCP Server?
Connect your conversational assistant directly to Rocket.Chat, the open-source team communication platform. This integration transforms your AI into an active participant capable of chatting, sending notifications to channels, identifying active users, and auditing chat room data organically within your workspace.
What you can do
- Communicate Actively — Instruct your assistant to post messages into public channels or private direct messages (
chat_post_message,chat_send_message). Need to fix a typo? The AI can seamlessly edit (chat_update_message) or delete previous messages (chat_delete_message). - Explore Channels & Groups — Give your assistant vision over public discussions (
list_public_channels) or private channels you belong to (list_private_groups). You can then extract deep information about specific rooms usingget_channel_info. - Audit Users in the Network — Scan the entire user directory (
list_users) to locate team members and review their roles and connection status directly (get_user_info).
How it works
- Install this module in your MCP connectivity environment.
- Visit your Rocket.Chat profile's 'Personal Access Tokens' panel online to configure and generate an Auth Token.
- Securely enter your
Rocket.Chat URL, your associatedRocket.Chat User ID, and theAuth Tokenin the form below. - Interact naturally with your AI: "Send a welcome message to #general thanking the new members, and then list all of my active direct messages."
Who is this for?
- Team Leaders — Orchestrate team-wide announcements asynchronously or ask the AI to summarize active channels without navigating through clunky chat apps.
- Support Staff — Instantly ping specific users or lookup a colleague's profile and roles using natural language.
- Operations & IT — Empower your conversational agent to act as a responsive chatbot directly inside Rocket.Chat, running commands and pushing logs directly to specific channels.
Built-in capabilities (10)
You must provide both room ID and message ID. Deletes a message from a room
Sends a message to a channel or user by name
Sends a message to a specific room by ID
Updates the text of an existing message
Retrieves details for a specific channel
Retrieves detailed information for a specific user
Lists all active direct message rooms
Lists all private groups (channels) the user is a member of
Lists all public channels in the workspace
Lists all users in the workspace directory
Why LangChain?
LangChain's ecosystem of 500+ components combines seamlessly with Rocket.Chat through native MCP adapters. Connect 10 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.
- —
The largest ecosystem of integrations, chains, and agents. combine Rocket.Chat MCP tools with 500+ LangChain components
- —
Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
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LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
- —
Memory and conversation persistence let agents maintain context across Rocket.Chat queries for multi-turn workflows
Rocket.Chat in LangChain
Why run Rocket.Chat with Vinkius?
The Rocket.Chat connection runs on our fully managed, secure cloud infrastructure. We handle the hosting, maintenance, and security so you don't have to deal with servers or code. All 10 tools are ready to work instantly without any complex setup.
You stay in complete control of your data. Your AI only accesses the information you approve, keeping your sensitive passwords and private details completely safe. Plus, with automatic optimizations, your AI works faster and more efficiently.

* Every connection is hosted and maintained by Vinkius. We handle the security, updates, and infrastructure so you don't have to write code or manage servers. See our infrastructure
Over 4,000 integrations ready for AI agents
Explore a vast library of pre-built integrations, optimized and ready to deploy.
Connect securely in under 30 seconds
Generate tokens to authenticate and link external services in a single step.
Complete visibility into every agent action
Audit live requests, latency, success rates, and active security compliance policies.
Optimize spending and track token ROI
Analyze real-time token consumption and cost metrics detailed by connection.




Explore our live AI Agents Analytics dashboard to see it all working
This dashboard is included when you connect Rocket.Chat using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Rocket.Chat and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Rocket.Chat to LangChain through Vinkius don't need to write code, manage servers, or worry about security. Everything is pre-configured, secure, and runs automatically in the background.
Raw MCP | Vinkius | |
|---|---|---|
| Ready-to-use MCPs | Find and configure each manually | 4,000+ MCPs ready to use |
| Connection Setup | Manual coding & server setup | 1-click instant connection |
| Server Hosting | You host it yourself (needs 24/7 uptime) | 100% hosted & managed by Vinkius |
| Security & Privacy | Stored in plaintext config files | Bank-grade encrypted vault |
| Activity Visibility | Blind execution (no logs or tracking) | Live dashboard with real-time logs |
| Cost Control | Runaway AI token spend risk | Automatic budget limits |
| Revoking Access | Must delete files or code to stop | 1-click disconnect button |
How Vinkius secures
Rocket.Chat for LangChain
Every request between LangChain and Rocket.Chat is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.
Frequently asked questions
Can the assistant create new channels or invite new users to the Rocket.Chat workspace?
No. This tool package is primarily focused on organic text-based communication, message manipulation (sending, modifying, deleting), and environment querying (listing what already exists). The generative capability to create workspace structural entities like 'new channels' or provisioning administrative user accounts is deactivated for baseline security in this module.
How does `chat_post_message` differ from `chat_send_message`?
chat_send_message uses a unique alphanumeric Room ID (e.g. 'cxyz123') to target an exact space unambiguously. Meanwhile, chat_post_message is designed to be human-readable, allowing your assistant to route messages to named destinations like '#general', '#dev-team', or directly to a user like '@johndoe'.
Can the AI edit or delete messages sent by other users?
Only if the authenticated account has the required admin or moderator permissions in the target channel. The AI inherits the same role-based restrictions as the user whose token is configured.
How does LangChain connect to MCP servers?
Use langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.
Which LangChain agent types work with MCP?
All agent types including ReAct, OpenAI Functions, and custom agents work with MCP tools. The tools appear as standard LangChain tools after the adapter wraps them.
Can I trace MCP tool calls in LangSmith?
Yes. All MCP tool invocations appear as traced steps in LangSmith, showing input parameters, response payloads, latency, and token usage.
MultiServerMCPClient not found
Install: pip install langchain-mcp-adapters
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