--- title: Post-mortem GPU crash debugging with LLMs | daily.dev description: AMD has released the RGD MCP Server, an open-source tool that connects LLM coding agents (GitHub Copilot, Claude Code CLI) to AMD's Radeon GPU Detective crash... canonical: https://daily.dev/posts/post-mortem-gpu-crash-debugging-with-llms-t37km8b3k twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Post-mortem GPU crash debugging with LLMs | daily.dev og:description: AMD has released the RGD MCP Server, an open-source tool that connects LLM coding agents (GitHub Copilot, Claude Code CLI) to AMD's Radeon GPU Detective crash... og:url: https://daily.dev/posts/post-mortem-gpu-crash-debugging-with-llms-t37km8b3k og:image: https://api.daily.dev/og/posts/T37kM8b3K.png og:image:alt: Post-mortem GPU crash debugging with LLMs og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Post-mortem GPU crash debugging with LLMs **[AMD GPUOpen](https://daily.dev/sources/gpuopen)** · 9 min read · 3 upvotes · 0 comments ## Summary AMD has released the RGD MCP Server, an open-source tool that connects LLM coding agents (GitHub Copilot, Claude Code CLI) to AMD's Radeon GPU Detective crash analysis pipeline. Developers can point the tool at a .rgd crash dump file with a single natural-language prompt, and the LLM autonomously calls structured MCP tools to gather crash evidence — page fault data, resource timelines, execution markers, shader disassembly — then synthesizes a root-cause explanation and proposes a source-code fix, all without requiring debug symbols. Setup instructions are provided for both VS Code Copilot Chat and Claude Code CLI, along with best practices like using execution markers via the AGS library to improve analysis precision. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [AMD Radeon Developer Tool Suite updated with new GPU support and significant RGP enhancements](https://daily.dev/posts/amd-radeon-developer-tool-suite-updated-with-new-gpu-support-and-significant-rgp-enhancements-r2b0l2dya) · AMD GPUOpen · 0 upvotes · 0 comments - [New AMD Radeon Developer Tool Suite update brings shader source code, Extended PIX Markers, and command-line capture](https://daily.dev/posts/new-amd-radeon-developer-tool-suite-update-brings-shader-source-code-extended-pix-markers-and-comm-au99pxw9v) · AMD GPUOpen · 0 upvotes · 0 comments --- Tags: [#ai-agents](https://daily.dev/tags/ai-agents), [#mcp](https://daily.dev/tags/mcp), [#amd](https://daily.dev/tags/amd) [View this post on daily.dev](https://daily.dev/posts/post-mortem-gpu-crash-debugging-with-llms-t37km8b3k) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Post-mortem GPU crash debugging with LLMs","url":"https://daily.dev/posts/post-mortem-gpu-crash-debugging-with-llms-t37km8b3k","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/post-mortem-gpu-crash-debugging-with-llms-t37km8b3k"},"datePublished":"2026-07-14T16:18:00.513Z","dateModified":"2026-07-14T16:18:23.208Z","description":"AMD has released the RGD MCP Server, an open-source tool that connects LLM coding agents (GitHub Copilot, Claude Code CLI) to AMD's Radeon GPU Detective crash...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/8b12d1fb30ac204b361b80a09938f50b?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/8b12d1fb30ac204b361b80a09938f50b?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"AMD GPUOpen","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"AMD GPUOpen","logo":"https://media.daily.dev/image/upload/s--GGEufyBa--/f_auto/v1747895063/logos/gpuopen","url":"https://daily.dev/sources/gpuopen"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/post-mortem-gpu-crash-debugging-with-llms-t37km8b3k","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":3},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"ai-agents,mcp,amd","timeRequired":"PT9M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"AMD GPUOpen","item":"https://daily.dev/sources/gpuopen"},{"@type":"ListItem","position":3,"name":"Post-mortem GPU crash debugging with LLMs"}]} ```