# Post-mortem GPU crash debugging with LLMs

DevFeed: [Post-mortem GPU crash debugging with LLMs](<https://devfeed.tech/articles/post-mortem-gpu-crash-debugging-with-llms-15044.md>)

Original publisher: [Read original article](<https://gpuopen.com/learn/post-mortem-gpu-crash-debugging-with-llms/>)

Author: Amit Ben-Moshe; Amit Mulay

Published: 2026-07-14T12:00:00Z

Content type: article

Language: en

Sources: [AMD GPUOpen](<https://devfeed.tech/sources/amd-gpuopen.md>)

Topics: [GPU](<https://devfeed.tech/topics/gpu.md>), [debugging](<https://devfeed.tech/topics/debugging.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [MCP Server](<https://devfeed.tech/topics/mcp-server.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Code](<https://devfeed.tech/topics/code.md>), [Post Mortem](<https://devfeed.tech/topics/post-mortem.md>)

Tags: [announcement](<https://devfeed.tech/tags/announcement.md>), [coding-agents](<https://devfeed.tech/tags/coding-agents.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [getting-started](<https://devfeed.tech/tags/getting-started.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [gpu-open-tools](<https://devfeed.tech/tags/gpu-open-tools.md>), [gpuopen-third-party](<https://devfeed.tech/tags/gpuopen-third-party.md>), [gpuopen-tools](<https://devfeed.tech/tags/gpuopen-tools.md>), [graphics-apis](<https://devfeed.tech/tags/graphics-apis.md>), [llms](<https://devfeed.tech/tags/llms.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [mcp-server](<https://devfeed.tech/tags/mcp-server.md>), [memory](<https://devfeed.tech/tags/memory.md>), [microsoft](<https://devfeed.tech/tags/microsoft.md>), [ml](<https://devfeed.tech/tags/ml.md>), [news](<https://devfeed.tech/tags/news.md>), [product-release](<https://devfeed.tech/tags/product-release.md>), [quick-start](<https://devfeed.tech/tags/quick-start.md>), [radeon-developer-tool-suite](<https://devfeed.tech/tags/radeon-developer-tool-suite.md>), [radeon-gpu-detective](<https://devfeed.tech/tags/radeon-gpu-detective.md>), [rdts](<https://devfeed.tech/tags/rdts.md>), [rgd](<https://devfeed.tech/tags/rgd.md>), [root-cause-analysis](<https://devfeed.tech/tags/root-cause-analysis.md>), [technical-article](<https://devfeed.tech/tags/technical-article.md>), [technical-articles](<https://devfeed.tech/tags/technical-articles.md>), [third-party](<https://devfeed.tech/tags/third-party.md>), [tools](<https://devfeed.tech/tags/tools.md>), [user-guides-manuals](<https://devfeed.tech/tags/user-guides-manuals.md>)

## AI overview

This article introduces the open-source AMD Radeon GPU Detective MCP Server, which gives LLMs structured access to GPU crash dumps and application source code for post-mortem debugging. It describes a workflow in which an LLM investigates crash evidence and suggests source-code fixes through a single natural-language prompt.

## Source excerpt

The new AMD RGD MCP Server connects LLM agents to AMD's GPU crash analysis pipeline, turning a single prompt into root-cause analysis and source-code fix suggestions.