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How to Use the Documint MCP in AutoGen

Build multi-agent AutoGen teams that debate document layouts, verify variables, and approve PDF generations before they ship.

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Connect Documint MCP to AutoGen

Create your Vinkius account to connect Documint to AutoGen and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Multi-Agent Debate on Document Layouts

You can register this MCP Server to let one agent retrieve template schemas using `get_template_configuration` while another agent validates the outgoing data payload. AutoGen shines when agents can collaborate to solve complex tasks. They debate whether the payload matches the template requirements. Once they reach a consensus, a third agent executes `create_new_generation` to compile the final PDF.

Collaborative PDF Auditing

Prevent broken PDFs by letting your agents audit each other. Exposing this MCP Server allows an auditor agent to call `get_template_variable_audit` to identify the required variables for a contract template. It then cross-references this with the data provided by the user-facing agent. If a variable is missing, the auditor agent rejects the generation and demands the correct data before any document is created.

Automated Error Resolution Teams

When high-volume document generation fails, a single agent can get overwhelmed. In AutoGen, a triage agent monitors `list_failed_doc_generations` to find broken renders. It passes the error log to a developer agent, which inspects the template metadata using `get_documint_account_metadata` to check rate limits. Together, they resolve the issue and trigger a clean run.

Setup guide

Set up Documint MCP in AutoGen

Prerequisites

  • Python 3.10+ installed
  • autogen-ext[mcp] package
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install AutoGen with MCP

    Run pip install "autogen-ext[mcp]" autogen-agentchat. The MCP extension includes mcp_server_tools for stateless tool access.

  2. 2

    Fetch tools from the MCP

    Call mcp_server_tools(SseServerParams(url=...)) with your Vinkius endpoint. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com.

  3. 3

    Run your agent

    Pass the tools to AssistantAgent and call agent.run(). The agent invokes Documint tools and returns structured results.

agent.py
from autogen_ext.tools.mcp import SseServerParams, mcp_server_tools
from autogen_agentchat.agents import AssistantAgent
from autogen_ext.models.openai import OpenAIChatCompletionClient

server_params = SseServerParams(
    url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
)

tools = await mcp_server_tools(server_params)

agent = AssistantAgent(
    name="Documint_assistant",
    model_client=OpenAIChatCompletionClient(model="gpt-4o"),
    tools=tools,
)

result = await agent.run("List recent Documint data")
print(result.messages[-1].content)

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Common questions about Documint MCP in AutoGen

One agent finds the template using `search_documint_templates`, while another validates the payload. Once they agree the data is valid, they trigger `create_new_generation`.
Yes, you can designate an operations agent to run `get_documint_account_metadata`. It can warn the rest of the team if you are approaching your monthly document generation limits.
A quality-assurance agent can poll `list_failed_doc_generations` to catch rendering errors. It then debates the failure with the data-gathering agent to fix the payload.
No. The AutoGen MCP Server adapter handles the tool schema translation automatically, mapping Documint inputs directly to Python function calls.
All communication with the Documint API goes through an encrypted tunnel. Vinkius executes this MCP Server in an isolated V8 sandbox, ensuring your PDF template variables and metadata are never exposed or stored on intermediate servers.

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