Can my AI read the strict structure of a custom model before creating a block?

Yes! We highly recommend asking your agent to use `get_model_schema` first. By retrieving the exact JSON fields (Strings, Lists, Booleans), the AI naturally learns the shape of your `Page` or `HeroContent` model and formats its `create_visual_block` mutation flawlessly avoiding validation errors.

How can I count how many blogs or pages are in my Builder space?

You can use the native `count_model_entities` tool. By querying a model like `blog-post`, the agent accesses the Builder backend with `limit=1` exclusively to extract the metadata counts without downloading heavyweight content arrays—highly efficient for broad analytics.

Can the agent wipe an accidentally created page completely?

Yes. If an error occurs or a staging draft needs removal, the agent can call `wipe_visual_block`. Supply the targeted entity ID, and the HTTP DELETE command is irreversibly broadcasted to the Builder environment. Always review IDs manually.

Builder MCP Server for AutoGen 10 tools — connect in under 2 minutes

Name: Builder
Availability: InStock
Author: Vinkius

microsoft.github.io/autogen/docs/tools/mcp-tools

Built by Vinkius GDPR 10 Tools Framework

Microsoft AutoGen enables multi-agent conversations where agents negotiate, delegate, and execute tasks collaboratively. Add Builder as an MCP tool provider through Vinkius and every agent in the group can access live data and take action.

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 autogen_agentchat.agents import AssistantAgent
from autogen_ext.tools.mcp import McpWorkbench

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with McpWorkbench(
        server_params={"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"},
        transport="streamable_http",
    ) as workbench:
        tools = await workbench.list_tools()
        agent = AssistantAgent(
            name="builder_agent",
            tools=tools,
            system_message=(
                "You help users with Builder. "
                "10 tools available."
            ),
        )
        print(f"Agent ready with {len(tools)} tools")

asyncio.run(main())

Fully ManagedVinkius Servers

60%Token savings

High SecurityEnterprise-grade

IAMAccess control

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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 Builder MCP Server

Connect your Builder.io space to any AI agent and take full programmatic control over your headless CMS architecture and visual pages through natural conversation.

AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use Builder tools. Connect 10 tools through Vinkius and assign role-based access. a data analyst queries while a reviewer validates, with optional human-in-the-loop approval for sensitive operations.

What you can do

Content Automation — Create, update, or wipe specific content entries across any data model dynamically
Schema Navigation — List your active Builder models and analyze exact field definitions and strict JSON bounds
Search & Retrieval — Use query strings to pull matched content documents or count entities effortlessly
Media Fetching — Inspect metadata and URLs of uploaded assets living on the Builder platform
Headless Maintenance — Delete deprecated components or page sections instantly using targeted endpoints

The Builder MCP Server exposes 10 tools through the Vinkius. Connect it to AutoGen 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 Builder to AutoGen via MCP

Follow these steps to integrate the Builder MCP Server with AutoGen.

Install AutoGen

Run pip install "autogen-ext[mcp]"

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Integrate into workflow

Use the agent in your AutoGen multi-agent orchestration

Explore tools

The workbench discovers 10 tools from Builder automatically

Why Use AutoGen with the Builder MCP Server

AutoGen provides unique advantages when paired with Builder through the Model Context Protocol.

Multi-agent conversations: multiple AutoGen agents discuss, delegate, and collaboratively use Builder tools to solve complex tasks

Role-based architecture lets you assign Builder tool access to specific agents. a data analyst queries while a reviewer validates

Human-in-the-loop support: agents can pause for human approval before executing sensitive Builder tool calls

Code execution sandbox: AutoGen agents can write and run code that processes Builder tool responses in an isolated environment

Builder + AutoGen Use Cases

Practical scenarios where AutoGen combined with the Builder MCP Server delivers measurable value.

Collaborative analysis: one agent queries Builder while another validates results and a third generates the final report

Automated review pipelines: a researcher agent fetches data from Builder, a critic agent evaluates quality, and a writer produces the output

Interactive planning: agents negotiate task allocation using Builder data to make informed decisions about resource distribution

Code generation with live data: an AutoGen coder agent writes scripts that process Builder responses in a sandboxed execution environment

Builder MCP Tools for AutoGen (10)

These 10 tools become available when you connect Builder to AutoGen via MCP:

count_model_entities

Quickly count the number of live items stored within a specific model

create_visual_block

Create new content entries or visual blocks inside a Builder model

get_media_file

Retrieve details about an uploaded media asset within Builder.io

get_model_schema

Get the exact field structure and schema definitions for a single model

get_single_content

g. `query.data.title=Home`). Retrieve a specific content document by query matching from Builder.io

list_builder_models

List all defined data models and schemas in the Builder space

list_model_content

Useful for fetching dynamic content blocks or pages. Retrieve a list of content entries for a specific Builder.io model

search_active_models

Find Builder models matching a specific criteria or substring

update_visual_block

Update an existing Builder.io content block or document

wipe_visual_block

Permanently delete a specific content entry from Builder.io

Example Prompts for Builder in AutoGen

Ready-to-use prompts you can give your AutoGen agent to start working with Builder immediately.

"List all active Builder models in my workspace."

"Fetch the schema for the 'custom-hero' model."

"Find a page with the title "Home" on the 'page' model."

Troubleshooting Builder MCP Server with AutoGen

Common issues when connecting Builder to AutoGen through the Vinkius, and how to resolve them.

McpWorkbench not found

Install: pip install "autogen-ext[mcp]"

Builder + AutoGen FAQ

Common questions about integrating Builder MCP Server with AutoGen.

How does AutoGen connect to MCP servers?

Create an MCP tool adapter and assign it to one or more agents in the group chat. AutoGen agents can then call Builder tools during their conversation turns.

Can different agents have different MCP tool access?

Yes. AutoGen's role-based architecture lets you assign specific MCP tools to specific agents, so a querying agent has different capabilities than a reviewing agent.