# Bringing Temporal into your AI editor: How Coinbase debugs Workflows with MCP

DevFeed: [Bringing Temporal into your AI editor: How Coinbase debugs Workflows with MCP](<https://devfeed.tech/articles/bringing-temporal-into-your-ai-editor-how-coinbase-debugs-workflows-with-mcp-35735.md>)

Original publisher: [Read original article](<https://temporal.io/blog/bringing-temporal-into-your-ai-editor-how-coinbase-debugs-workflows-with-mcp>)

Author: Edward Zhu

Published: 2026-05-26T00:00:00Z

Content type: article

Language: en

Sources: [Temporal Blog](<https://devfeed.tech/sources/temporal-blog.md>)

Topics: [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [coinbase](<https://devfeed.tech/topics/coinbase.md>), [MCP Server](<https://devfeed.tech/topics/mcp-server.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Python](<https://devfeed.tech/topics/python.md>), [API keys](<https://devfeed.tech/topics/api-keys.md>), [Self-hosted](<https://devfeed.tech/topics/self-hosted.md>), [JSON](<https://devfeed.tech/topics/json.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Remote Procedure Call (RPC)](<https://devfeed.tech/topics/rpc.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [api-keys](<https://devfeed.tech/tags/api-keys.md>), [coinbase](<https://devfeed.tech/tags/coinbase.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [json-rpc](<https://devfeed.tech/tags/json-rpc.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [mcp-server](<https://devfeed.tech/tags/mcp-server.md>), [python](<https://devfeed.tech/tags/python.md>), [self-hosted](<https://devfeed.tech/tags/self-hosted.md>)

## AI overview

Coinbase describes a custom, read-only Temporal MCP server that lets engineers investigate workflow failures from an AI editor using natural-language queries. The server provides 10 tools, supports Temporal Cloud and self-hosted clusters, and runs locally over MCP stdio communication.

## Source excerpt

How Coinbase engineers debug Temporal Workflows from their AI editor: a custom MCP server, 10 read-only tools, and 14,000+ calls in a couple of months.