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Documo MCP Server for LlamaIndex 10 tools — connect in under 2 minutes

Built by Vinkius GDPR 10 Tools Framework

LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Documo as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.

Vinkius supports streamable HTTP and SSE.

python
import asyncio
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    mcp_client = BasicMCPClient("https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")
    mcp_tool_spec = McpToolSpec(client=mcp_client)
    tools = await mcp_tool_spec.to_tool_list_async()

    agent = FunctionAgent(
        tools=tools,
        llm=OpenAI(model="gpt-4o"),
        system_prompt=(
            "You are an assistant with access to Documo. "
            "You have 10 tools available."
        ),
    )

    response = await agent.run(
        "What tools are available in Documo?"
    )
    print(response)

asyncio.run(main())
Documo
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* 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.

LlamaIndex agents combine Documo tool responses with indexed documents for comprehensive, grounded answers. Connect 10 tools through Vinkius and query live data alongside vector stores and SQL databases in a single turn. ideal for hybrid search, data enrichment, and analytical workflows.

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 LlamaIndex 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 LlamaIndex via MCP

Follow these steps to integrate the Documo MCP Server with LlamaIndex.

01

Install dependencies

Run pip install llama-index-tools-mcp llama-index-llms-openai

02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

03

Run the agent

Save to agent.py and run: python agent.py

04

Explore tools

The agent discovers 10 tools from Documo

Why Use LlamaIndex with the Documo MCP Server

LlamaIndex provides unique advantages when paired with Documo through the Model Context Protocol.

01

Data-first architecture: LlamaIndex agents combine Documo tool responses with indexed documents for comprehensive, grounded answers

02

Query pipeline framework lets you chain Documo tool calls with transformations, filters, and re-rankers in a typed pipeline

03

Multi-source reasoning: agents can query Documo, a vector store, and a SQL database in a single turn and synthesize results

04

Observability integrations show exactly what Documo tools were called, what data was returned, and how it influenced the final answer

Documo + LlamaIndex Use Cases

Practical scenarios where LlamaIndex combined with the Documo MCP Server delivers measurable value.

01

Hybrid search: combine Documo real-time data with embedded document indexes for answers that are both current and comprehensive

02

Data enrichment: query Documo to augment indexed data with live information before generating user-facing responses

03

Knowledge base agents: build agents that maintain and update knowledge bases by periodically querying Documo for fresh data

04

Analytical workflows: chain Documo queries with LlamaIndex's data connectors to build multi-source analytical reports

Documo MCP Tools for LlamaIndex (10)

These 10 tools become available when you connect Documo to LlamaIndex via MCP:

01

get_documo_account_metadata

Retrieve metadata and usage limits for your Documo account

02

get_fax_details

Get detailed information and status for a specific fax

03

list_assigned_fax_numbers

List all fax numbers assigned to your Documo account

04

list_digital_faxes

List all digital faxes in your Documo/mFax account

05

list_documo_users

List all users registered in your Documo organization

06

list_failed_fax_deliveries

Identify faxes that failed to transmit correctly (mock logic)

07

list_latest_fax_transmissions

Identify the most recently sent or received faxes

08

list_received_digital_faxes

Identify faxes that have been received by your organization

09

quick_fax_volume_audit

Retrieve a high-level summary of fax transmissions and success rates

10

search_faxes_by_recipient

Search for faxes matching a recipient number or identifier

Example Prompts for Documo in LlamaIndex

Ready-to-use prompts you can give your LlamaIndex agent to start working with Documo immediately.

01

"List the most recently sent faxes."

02

"Show me all fax numbers assigned to our account."

03

"Check the status of fax 'FAX-9988'."

Troubleshooting Documo MCP Server with LlamaIndex

Common issues when connecting Documo to LlamaIndex through the Vinkius, and how to resolve them.

01

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

Documo + LlamaIndex FAQ

Common questions about integrating Documo MCP Server with LlamaIndex.

01

How does LlamaIndex connect to MCP servers?

Use the MCP client adapter to create a connection. LlamaIndex discovers all tools and wraps them as query engine tools compatible with any LlamaIndex agent.
02

Can I combine MCP tools with vector stores?

Yes. LlamaIndex agents can query Documo tools and vector store indexes in the same turn, combining real-time and embedded data for grounded responses.
03

Does LlamaIndex support async MCP calls?

Yes. LlamaIndex's async agent framework supports concurrent MCP tool calls for high-throughput data processing pipelines.

Connect Documo to LlamaIndex

Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.