Can my AI agent debug a failed Temporal workflow run directly?

Yes. Instead of browsing the Temporal UI to manually dissect the execution, feed the workflow ID directly to your AI agent. It can seamlessly fetch the entire event history, identify the exact panic line or activity timeout, and immediately suggest code fixes within your IDE.

How complex can the visibility searches be via natural language?

Very complex. Because your agent understands your codebase, you can ask 'Find all workflows of type ProcessPayment that failed in the last 2 hours'. The agent formulates the perfect SQL-like syntax for the backend, parses the matching pages, and surfaces exactly which transactions failed.

Can it read scheduled jobs and Cron jobs configurations inside Temporal?

Absolutely. You can request a list of all active schedules mapped to your namespace. Your agent unpacks JSON configurations, showing definitions of workflow recurrence, enabling you to detect missing crons without interrupting your workflow.

Temporal MCP Server for AutoGen 7 tools — connect in under 2 minutes

Name: Temporal
Availability: InStock
Author: Vinkius

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

Built by Vinkius GDPR 7 Tools Framework

Microsoft AutoGen enables multi-agent conversations where agents negotiate, delegate, and execute tasks collaboratively. Add Temporal 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="temporal_agent",
            tools=tools,
            system_message=(
                "You help users with Temporal. "
                "7 tools available."
            ),
        )
        print(f"Agent ready with {len(tools)} tools")

asyncio.run(main())

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* 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 Temporal MCP Server

Connect your Temporal Cloud (or self-hosted) cluster to any AI agent and bring the power of durable execution directly into your IDE or chat via natural conversation.

AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use Temporal tools. Connect 7 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

Workflows & Executions — List, filter, and inspect active, running, or completed workflow executions
Workflow History — Retrieve the complete sequence of events, activities, and signals to debug failures
Visibility Search — Run complex SQL-like queries using Temporal Visibility syntax to find specific runs
Namespace Details — Check retention periods, configurations, and metadata of your operational namespace
Schedules & Cron — Browse all recurring workflows and predict the next execution schedules

The Temporal MCP Server exposes 7 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 Temporal to AutoGen via MCP

Follow these steps to integrate the Temporal 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 7 tools from Temporal automatically

Why Use AutoGen with the Temporal MCP Server

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

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

Role-based architecture lets you assign Temporal 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 Temporal tool calls

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

Temporal + AutoGen Use Cases

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

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

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

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

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

Temporal MCP Tools for AutoGen (7)

These 7 tools become available when you connect Temporal to AutoGen via MCP:

get_namespace_details

Retrieves information about the current namespace

get_workflow_details

Retrieves details for a specific workflow execution

get_workflow_history

Retrieves the event history for a workflow execution

list_schedules

Lists all workflow schedules

list_search_attributes

Lists custom search attributes available in the namespace

list_workflows

Returns workflow IDs, run IDs, and statuses. Lists all workflow executions in the configured namespace

search_workflows

g., WorkflowType="MyType" AND Status="Running"). Search workflows using Temporal Visibility Query syntax

Example Prompts for Temporal in AutoGen

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

"Show me the last 5 workflows that failed or panicked in the default namespace."

"Explain the exact execution history for workflow 'GenerateInvoice-102'."

"List all active schedules and tell me when the database backup is due."

Troubleshooting Temporal MCP Server with AutoGen

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

McpWorkbench not found

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

Temporal + AutoGen FAQ

Common questions about integrating Temporal 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 Temporal 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.