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How to Use the Helpjuice MCP in AutoGen

Run multi-agent debates in AutoGen to draft, review, and publish Helpjuice articles without human bottlenecks.

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AutoGen

Connect Helpjuice MCP to AutoGen

Create your Vinkius account to connect Helpjuice 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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Deploy collaborative writer agents with this MCP Server

`create_article` allows an AutoGen writer agent to post new drafts directly to your knowledge base once a consensus is reached. Before publishing, a separate editor agent reviews the content for style and tone. These agents debate the accuracy of the draft within their conversation loop. Once the editor approves, the writer agent calls the tool to push the article live, ensuring only polished content gets published.

Build automated review boards in AutoGen

`get_article_details` pulls the complete body of any live article so your AutoGen review agents can analyze it for outdated information. A technical agent checks the steps against your latest API schemas. If the technical agent finds a discrepancy, it debates the fix with a support agent. Once they agree on the corrected steps, the support agent calls `update_article` to apply the changes immediately.

Analyze customer feedback using multi-agent logic

`get_article_stats` feeds engagement and rating data directly into an AutoGen analytics agent over MCP. This agent identifies pages with spikes in downvotes and alerts the team. The analytics agent collaborates with a writer agent to dissect why users are downvoting. They cross-reference `get_search_trends` to understand what users actually wanted, then rewrite the article to match expectations.

Setup guide

Set up Helpjuice 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 Helpjuice 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="Helpjuice_assistant",
    model_client=OpenAIChatCompletionClient(model="gpt-4o"),
    tools=tools,
)

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

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Vinkius compresses data between your apps and your AI automatically. Lower bills every month — no configuration required.

Single dashboard

One

place for every integration

Every tool your AI connects to, managed from a single screen. One account, complete control.

Common questions about Helpjuice MCP in AutoGen

One agent uses `get_article_details` to retrieve the current text, while a reviewer agent drafts the edits. They discuss the changes in the chat thread, and only when both approve does the executor agent call `update_article`.
Yes, an agent can call `list_categories` to get a list of active folders. It then analyzes the article content and uses `update_article` to assign the correct category ID, keeping your knowledge base organized.
Use the `mcp_server_tools` helper with your Vinkius endpoint URL. This automatically maps tools like `search_kb` and `create_article` into JSON schemas that your AutoGen agents can understand and call.
Yes, by calling `list_kb_groups` and `list_kb_users`, your admin agents can audit who has authoring access. They can flag external accounts or verify that articles are assigned to active team members.
All user profiles and permission group lists retrieved via `list_kb_users` are handled via direct, end-to-end TLS encryption. Vinkius executes the server in an ephemeral container, wiping all memory buffers the moment your AutoGen session closes.

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