Documo MCP Server for LangChain 10 tools — connect in under 2 minutes
LangChain is the leading Python framework for composable LLM applications. Connect Documo through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.
ASK AI ABOUT THIS MCP SERVER
Vinkius supports streamable HTTP and SSE.
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({
"documo": {
"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 Documo, show me what tools are available.",
}]
})
print(response["messages"][-1].content)
asyncio.run(main())
* 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 Documo MCP Server
Integrate Documo, the next-generation digital fax and document workflow platform (mFax), directly into your AI workflow. Manage your inbound and outbound faxes, track assigned fax numbers, monitor transmission logs and delivery receipts, and oversee user access using natural language.
LangChain's ecosystem of 500+ components combines seamlessly with Documo 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.
What you can do
- Fax Oversight — List and retrieve detailed information and delivery status for all your digital fax transmissions.
- Line Management — Access and monitor all fax numbers assigned to your Documo account and their associated users.
- Transmission Intelligence — Monitor real-time transmission logs, page counts, and secure delivery receipts via chat.
- User Auditing — List and retrieve profile information for all users registered in your Documo organization.
The Documo 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 Documo to LangChain via MCP
Follow these steps to integrate the Documo 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 Documo via MCP
Why Use LangChain with the Documo MCP Server
LangChain provides unique advantages when paired with Documo through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Documo 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 Documo queries for multi-turn workflows
Documo + LangChain Use Cases
Practical scenarios where LangChain combined with the Documo MCP Server delivers measurable value.
RAG with live data: combine Documo tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Documo, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Documo tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Documo tool call, measure latency, and optimize your agent's performance
Documo MCP Tools for LangChain (10)
These 10 tools become available when you connect Documo to LangChain via MCP:
get_documo_account_metadata
Retrieve metadata and usage limits for your Documo account
get_fax_details
Get detailed information and status for a specific fax
list_assigned_fax_numbers
List all fax numbers assigned to your Documo account
list_digital_faxes
List all digital faxes in your Documo/mFax account
list_documo_users
List all users registered in your Documo organization
list_failed_fax_deliveries
Identify faxes that failed to transmit correctly (mock logic)
list_latest_fax_transmissions
Identify the most recently sent or received faxes
list_received_digital_faxes
Identify faxes that have been received by your organization
quick_fax_volume_audit
Retrieve a high-level summary of fax transmissions and success rates
search_faxes_by_recipient
Search for faxes matching a recipient number or identifier
Example Prompts for Documo in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with Documo immediately.
"List the most recently sent faxes."
"Show me all fax numbers assigned to our account."
"Check the status of fax 'FAX-9988'."
Troubleshooting Documo MCP Server with LangChain
Common issues when connecting Documo to LangChain through the Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersDocumo + LangChain FAQ
Common questions about integrating Documo MCP Server with LangChain.
How does LangChain connect to MCP servers?
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?
Can I trace MCP tool calls in LangSmith?
Connect Documo with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Documo to LangChain
Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.
