Can I use my regular TestRail password to authenticate?

Technically yes, as TestRail uses HTTP Basic Auth. However, it is highly discouraged for security purposes. The gold standard is to generate a dedicated API Key via your profile interface strictly tied to this connection.

Why isn't the API agent responding despite my credentials being correct?

TestRail requires the instance administrator to explicitly configure system-level API enablement. Ask your workspace admin to go to Administration > Site Settings > API and tick 'Enable API' box.

Can the AI rewrite my test cases explicitly inside your TestRail app?

No. Consistent with security best practices, the TestRail MCP functions only as a powerful read-only query extraction engine. It retrieves metadata, sections, milestones, and reports, protecting your ground-truth data from accidental AI deletion.

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

Name: TestRail
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 TestRail as an MCP tool provider through the 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="testrail_agent",
            tools=tools,
            system_message=(
                "You help users with TestRail. "
                "10 tools available."
            ),
        )
        print(f"Agent ready with {len(tools)} tools")

asyncio.run(main())

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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 TestRail MCP Server

Bring your overarching TestRail quality assurance orchestration directly to your developer's edge. Query comprehensive test coverage, inspect failing builds, and extract explicit test steps using natural conversation.

AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use TestRail tools. Connect 10 tools through the 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

Project Triage — Extract active test projects, their numeric IDs, and overall suite architecture logic
Suite & Case Isolation — Retrieve precise step-by-step logic, preconditions, and validation targets for any manual test case stored by QA
Run Execution Metrics — Instantly generate summaries around active 'Test Runs', seeing precisely which specific tests passed or failed
Milestone Navigation — Interrogate upcoming QA deadlines and release milestones without ever touching the heavy web browser application
Deep Hierarchical Search — Pull Section lists (folder hierarchies) from within projects to navigate robust test repositories visually in markdown

The TestRail 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 TestRail to AutoGen via MCP

Follow these steps to integrate the TestRail 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 TestRail automatically

Why Use AutoGen with the TestRail MCP Server

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

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

Role-based architecture lets you assign TestRail 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 TestRail tool calls

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

TestRail + AutoGen Use Cases

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

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

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

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

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

TestRail MCP Tools for AutoGen (10)

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

get_test_case_details

Retrieves full details for a specific test case

get_test_project_details

Retrieves details for a specific TestRail project

get_test_run_details

Retrieves details for a specific test run

list_project_milestones

Lists all milestones within a project

list_project_sections

Lists all sections (folders) within a project

list_run_tests

Lists all tests (case instances) within a specific test run

list_test_cases

Lists all test cases in a project, optionally filtered by suite

list_test_projects

Project IDs are essential for navigating most other resources. Lists all test projects available on the TestRail instance

list_test_runs

Lists all test runs within a specific project

list_test_suites

Lists all test suites within a specific project

Example Prompts for TestRail in AutoGen

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

"What active TestRail projects are available in this instance?"

"Get the manual preconditions and test steps for Test Case 1285."

"Return exact status summary for Test Run ID 403."

Troubleshooting TestRail MCP Server with AutoGen

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

McpWorkbench not found

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

TestRail + AutoGen FAQ

Common questions about integrating TestRail 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 TestRail 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.