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 Cursor 7 tools — connect in under 2 minutes

Name: Temporal
Availability: InStock
Author: Vinkius

docs.cursor.com/context/model-context-protocol

Built by Vinkius GDPR 7 Tools IDE

Cursor is an AI-first code editor built on VS Code that integrates LLM-powered coding assistance directly into the development workflow. Its Agent mode enables autonomous multi-step coding tasks, and MCP support lets agents access external data sources and APIs during code generation.

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The modern way to manage MCP Servers — no config files, no terminal commands. Install Temporal and 2,500+ MCP Servers from a single visual interface.

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Classic Setup·json

{
  "mcpServers": {
    "temporal": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}

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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.

Cursor's Agent mode turns Temporal into an in-editor superpower. Ask Cursor to generate code using live data from Temporal and it fetches, processes, and writes — all in a single agentic loop. 7 tools appear alongside file editing and terminal access, creating a unified development environment grounded in real-time information.

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 Cursor 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 Cursor via MCP

Follow these steps to integrate the Temporal MCP Server with Cursor.

Open MCP Settings

Press Cmd+Shift+P (macOS) or Ctrl+Shift+P (Windows/Linux) → search "MCP Settings"

Add the server config

Paste the JSON configuration above into the mcp.json file that opens

Save the file

Cursor will automatically detect the new MCP server

Start using Temporal

Open Agent mode in chat and ask: "Using Temporal, help me..." — 7 tools available

Why Use Cursor with the Temporal MCP Server

Cursor AI Code Editor provides unique advantages when paired with Temporal through the Model Context Protocol.

Agent mode turns Cursor into an autonomous coding assistant that can read files, run commands, and call MCP tools without switching context

Cursor's Composer feature can generate entire files using real-time data fetched through MCP — no copy-pasting from external dashboards

MCP tools appear alongside built-in tools like file reading and terminal access, creating a unified agentic environment

VS Code extension compatibility means your existing workflow, keybindings, and extensions all work alongside MCP tools

Temporal + Cursor Use Cases

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

Code generation with live data: ask Cursor to generate a security report module using live DNS and subdomain data fetched through MCP

Automated documentation: have Cursor query your API's tool schemas and generate TypeScript interfaces or OpenAPI specs automatically

Infrastructure-as-code: Cursor can fetch domain configurations and generate corresponding Terraform or CloudFormation templates

Test scaffolding: ask Cursor to pull real API responses via MCP and generate unit test fixtures from actual data

Temporal MCP Tools for Cursor (7)

These 7 tools become available when you connect Temporal to Cursor 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 Cursor

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

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

Tools not appearing in Cursor

Ensure you are in Agent mode (not Ask mode). MCP tools only work in Agent mode.

Server shows as disconnected

Check Settings → Features → MCP and verify the server status. Try clicking the refresh button.

Temporal + Cursor FAQ

Common questions about integrating Temporal MCP Server with Cursor.

What is Agent mode and why does it matter for MCP?

Agent mode is Cursor's autonomous execution mode where the AI can perform multi-step tasks: reading files, editing code, running terminal commands, and calling MCP tools. Without Agent mode, Cursor operates in a simpler ask-and-answer mode that doesn't support tool calling. Always ensure you're in Agent mode when working with MCP servers.

Where does Cursor store MCP configuration?

Cursor looks for MCP server configurations in a mcp.json file. You can configure servers at the project level (.cursor/mcp.json in your project root) or globally (~/.cursor/mcp.json). Project-level configs take precedence.

Can Cursor use MCP tools in inline edits?

No. MCP tools are only available in Agent mode through the chat panel. Inline completions and Tab suggestions do not trigger MCP tool calls. This is by design — tool calls require user visibility and approval.

How do I verify MCP tools are loaded?

Open Settings → Features → MCP and look for your server name. A green indicator means the server is connected. You can also check Agent mode's available tools by clicking the tools dropdown in the chat panel.