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Mabl (AI-Powered Test Automation) MCP Server for AutoGen 10 tools — connect in under 2 minutes

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

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="mabl_ai_powered_test_automation_agent",
            tools=tools,
            system_message=(
                "You help users with Mabl (AI-Powered Test Automation). "
                "10 tools available."
            ),
        )
        print(f"Agent ready with {len(tools)} tools")

asyncio.run(main())
Mabl (AI-Powered Test Automation)
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About Mabl (AI-Powered Test Automation) MCP Server

Connect your Mabl account to any AI agent and take full control of your AI-powered E2E testing and quality orchestration through natural conversation.

AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use Mabl (AI-Powered Test Automation) 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

  • Plan Orchestration — List all test plans and trigger immediate executions across specific environments (staging, production) directly from your agent
  • Execution Monitoring — Track the real-time status of ongoing test runs and retrieve detailed outcome summaries including pass/fail rates and durations
  • AI Failure Analysis — Deep-dive into execution results to extract precise failure reasons, diagnostic insights, and visual screenshots for rapid debugging
  • Environment Audit — List configured testing environments and retrieve associated variables to ensure accurate test execution context
  • App & API Discovery — Enumerate all monitored applications and their target URLs (web + API) to manage your testing grid securely
  • Label & Tag Management — Discover and list plan labels used to group and trigger specific testing suites across your organization

The Mabl (AI-Powered Test Automation) 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 Mabl (AI-Powered Test Automation) to AutoGen via MCP

Follow these steps to integrate the Mabl (AI-Powered Test Automation) MCP Server with AutoGen.

01

Install AutoGen

Run pip install "autogen-ext[mcp]"

02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

03

Integrate into workflow

Use the agent in your AutoGen multi-agent orchestration

04

Explore tools

The workbench discovers 10 tools from Mabl (AI-Powered Test Automation) automatically

Why Use AutoGen with the Mabl (AI-Powered Test Automation) MCP Server

AutoGen provides unique advantages when paired with Mabl (AI-Powered Test Automation) through the Model Context Protocol.

01

Multi-agent conversations: multiple AutoGen agents discuss, delegate, and collaboratively use Mabl (AI-Powered Test Automation) tools to solve complex tasks

02

Role-based architecture lets you assign Mabl (AI-Powered Test Automation) tool access to specific agents. a data analyst queries while a reviewer validates

03

Human-in-the-loop support: agents can pause for human approval before executing sensitive Mabl (AI-Powered Test Automation) tool calls

04

Code execution sandbox: AutoGen agents can write and run code that processes Mabl (AI-Powered Test Automation) tool responses in an isolated environment

Mabl (AI-Powered Test Automation) + AutoGen Use Cases

Practical scenarios where AutoGen combined with the Mabl (AI-Powered Test Automation) MCP Server delivers measurable value.

01

Collaborative analysis: one agent queries Mabl (AI-Powered Test Automation) while another validates results and a third generates the final report

02

Automated review pipelines: a researcher agent fetches data from Mabl (AI-Powered Test Automation), a critic agent evaluates quality, and a writer produces the output

03

Interactive planning: agents negotiate task allocation using Mabl (AI-Powered Test Automation) data to make informed decisions about resource distribution

04

Code generation with live data: an AutoGen coder agent writes scripts that process Mabl (AI-Powered Test Automation) responses in a sandboxed execution environment

Mabl (AI-Powered Test Automation) MCP Tools for AutoGen (10)

These 10 tools become available when you connect Mabl (AI-Powered Test Automation) to AutoGen via MCP:

01

mb.get_app

Get full details of a Mabl application including name, description, targets (web URLs + API base URLs), and labels

02

mb.get_execution

Get full details of a Mabl execution result including status, duration, test outcomes, failure analysis, and screenshots

03

mb.list_apps

Use this to lookup application details. List all applications on Mabl. Mabl is an AI-powered E2E testing platform for web, mobile, and API testing with self-healing tests

04

mb.list_envs

). Returns env names, IDs, and environment variables. List all environments on Mabl

05

mb.list_executions

List latest execution results on Mabl

06

mb.list_labels

Returns label names and associated plan counts. List all labels (tags) used in Mabl plans

07

mb.list_plans

Returns plan names, statuses, triggers, and linked apps/envs. List all test plans (run policies) on Mabl

08

mb.list_tests

List all API tests on Mabl

09

mb.trigger_plan

Trigger a Mabl plan run via deployment event

10

mb.workspace_info

Does not require args. Get workspace info for the authenticated Mabl API key including workspace name, org, and key metadata

Example Prompts for Mabl (AI-Powered Test Automation) in AutoGen

Ready-to-use prompts you can give your AutoGen agent to start working with Mabl (AI-Powered Test Automation) immediately.

01

"List all my Mabl test plans"

02

"Trigger the 'Checkout-Regression' plan in the Staging environment"

03

"Show me the details for the last failed execution"

Troubleshooting Mabl (AI-Powered Test Automation) MCP Server with AutoGen

Common issues when connecting Mabl (AI-Powered Test Automation) to AutoGen through the Vinkius, and how to resolve them.

01

McpWorkbench not found

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

Mabl (AI-Powered Test Automation) + AutoGen FAQ

Common questions about integrating Mabl (AI-Powered Test Automation) MCP Server with AutoGen.

01

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 Mabl (AI-Powered Test Automation) tools during their conversation turns.
02

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.
03

Does AutoGen support human approval for tool calls?

Yes. Configure human-in-the-loop mode so agents pause and request approval before executing sensitive MCP tool calls.

Connect Mabl (AI-Powered Test Automation) to AutoGen

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