How do I find my Worktile Client ID and Secret?

Log in to the Worktile Admin Console, go to [App Management] → [My Apps], and create a new application. Your Client ID and Client Secret will be generated there.

Can I send messages to private channels?

Yes, as long as the application has the necessary permissions and the authorized account is a member of the private channel, you can use the `send_message` tool.

How do I find the correct state ID to update a task?

Use the `list_task_states` tool with the project ID. It will return all available statuses (like 'Todo', 'In Progress', 'Done') along with their corresponding IDs.

Worktile MCP Server for LangChain 10 tools — connect in under 2 minutes

Name: Worktile
Availability: InStock
Author: Vinkius

python.langchain.com/docs/integrations/tools/mcp

Built by Vinkius GDPR 10 Tools Framework

LangChain is the leading Python framework for composable LLM applications. Connect Worktile through the Vinkius and LangChain agents can call every tool natively — combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

import asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent

async def main():
    # Your Vinkius token — get it at cloud.vinkius.com
    async with MultiServerMCPClient({
        "worktile": {
            "transport": "streamable_http",
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
        }
    }) as client:
        tools = client.get_tools()
        agent = create_react_agent(
            ChatOpenAI(model="gpt-4o"),
            tools,
        )
        response = await agent.ainvoke({
            "messages": [{
                "role": "user",
                "content": "Using Worktile, show me what tools are available.",
            }]
        })
        print(response["messages"][-1].content)

asyncio.run(main())

Fully ManagedVinkius Servers

60%Token savings

High SecurityEnterprise-grade

IAMAccess control

EU AI ActCompliant

DLPData protection

V8 IsolateSandboxed

Ed25519Audit chain

<40msKill switch

Stream every event to Splunk, Datadog, or your own webhook in real-time

* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About Worktile MCP Server

Empower your AI agent to orchestrate your team's collaboration with Worktile, the leading project management and team communication suite. By connecting Worktile to your agent, you transform complex task tracking, project planning, and channel communication into a natural conversation. Your agent can instantly list your projects, create new tasks, update statuses, and even send messages to your team channels without you ever needing to navigate the Worktile web or mobile interface. Whether you are managing an agile development team or a cross-functional department, your agent acts as a real-time operations assistant, keeping your workspace organized and your communication flowing.

LangChain's ecosystem of 500+ components combines seamlessly with Worktile through native MCP adapters. Connect 10 tools via the 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.

What you can do

Project Management — List all accessible agile projects and retrieve detailed information about your workspace.
Task Operations — Create, update, and track tasks with full support for descriptions, assignees, and state changes.
Workflow Customization — Browse project-specific task states to understand exactly where each item sits in your process.
Team Communication — List message channels and send instant updates to your team directly through the chat interface.
Organization Overview — Retrieve information about your team members and overall organization structure.

The Worktile MCP Server exposes 10 tools through the Vinkius. Connect it to LangChain in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect Worktile to LangChain via MCP

Follow these steps to integrate the Worktile MCP Server with LangChain.

Install dependencies

Run pip install langchain langchain-mcp-adapters langgraph langchain-openai

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Run the agent

Save the code and run python agent.py

Explore tools

The agent discovers 10 tools from Worktile via MCP

Why Use LangChain with the Worktile MCP Server

LangChain provides unique advantages when paired with Worktile through the Model Context Protocol.

The largest ecosystem of integrations, chains, and agents — combine Worktile MCP tools with 500+ LangChain components

Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step

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 Worktile queries for multi-turn workflows

Worktile + LangChain Use Cases

Practical scenarios where LangChain combined with the Worktile MCP Server delivers measurable value.

RAG with live data: combine Worktile tool results with vector store retrievals for answers grounded in both real-time and historical data

Autonomous research agents: LangChain agents query Worktile, synthesize findings, and generate comprehensive research reports

Multi-tool orchestration: chain Worktile tools with web scrapers, databases, and calculators in a single agent run

Production monitoring: use LangSmith to trace every Worktile tool call, measure latency, and optimize your agent's performance

Worktile MCP Tools for LangChain (10)

These 10 tools become available when you connect Worktile to LangChain via MCP:

create_task

Create a new Worktile task

get_project

Get project details

get_team_info

Get team details

list_channels

List message channels

list_members

List organization members

list_projects

List all Worktile agile projects

list_task_states

List task states for a project

list_tasks

List tasks in a project

send_message

Send message to channel

update_task

Update an existing Worktile task

Example Prompts for Worktile in LangChain

Ready-to-use prompts you can give your LangChain agent to start working with Worktile immediately.

"List all my active projects on Worktile."

"Create a task in project 'Marketing Q3' titled 'Finalize social media assets'."

"Post an update to the 'General' channel saying 'The project kickoff has been moved to 2 PM'."

Troubleshooting Worktile MCP Server with LangChain

Common issues when connecting Worktile to LangChain through the Vinkius, and how to resolve them.

MultiServerMCPClient not found

Install: pip install langchain-mcp-adapters

Worktile + LangChain FAQ

Common questions about integrating Worktile MCP Server with LangChain.

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.