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

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LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Mabl (AI-Powered Test Automation) 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 Mabl (AI-Powered Test Automation). "
            "You have 10 tools available."
        ),
    )

    response = await agent.run(
        "What tools are available in Mabl (AI-Powered Test Automation)?"
    )
    print(response)

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.

LlamaIndex agents combine Mabl (AI-Powered Test Automation) 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

  • 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 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 Mabl (AI-Powered Test Automation) to LlamaIndex via MCP

Follow these steps to integrate the Mabl (AI-Powered Test Automation) 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 Mabl (AI-Powered Test Automation)

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

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

01

Data-first architecture: LlamaIndex agents combine Mabl (AI-Powered Test Automation) tool responses with indexed documents for comprehensive, grounded answers

02

Query pipeline framework lets you chain Mabl (AI-Powered Test Automation) tool calls with transformations, filters, and re-rankers in a typed pipeline

03

Multi-source reasoning: agents can query Mabl (AI-Powered Test Automation), a vector store, and a SQL database in a single turn and synthesize results

04

Observability integrations show exactly what Mabl (AI-Powered Test Automation) tools were called, what data was returned, and how it influenced the final answer

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

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

01

Hybrid search: combine Mabl (AI-Powered Test Automation) real-time data with embedded document indexes for answers that are both current and comprehensive

02

Data enrichment: query Mabl (AI-Powered Test Automation) 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 Mabl (AI-Powered Test Automation) for fresh data

04

Analytical workflows: chain Mabl (AI-Powered Test Automation) queries with LlamaIndex's data connectors to build multi-source analytical reports

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

These 10 tools become available when you connect Mabl (AI-Powered Test Automation) to LlamaIndex 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 LlamaIndex

Ready-to-use prompts you can give your LlamaIndex 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 LlamaIndex

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

01

BasicMCPClient not found

Install: pip install llama-index-tools-mcp

Mabl (AI-Powered Test Automation) + LlamaIndex FAQ

Common questions about integrating Mabl (AI-Powered Test Automation) 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 Mabl (AI-Powered Test Automation) 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 Mabl (AI-Powered Test Automation) to LlamaIndex

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