intellikit.md

myst	html_meta description keywords Learn about IntelliKit, Hyperloom's GPU profiling and validation toolkit. Covers Kerncap, Metrix, Linex, Nexus, Accordo, and MCP server packages for AMD GPU workloads. IntelliKit, Hyperloom, GPU profiling, AMD GPU, ROCm, Kerncap, Metrix, Linex, Nexus, Accordo, MCP, kernel optimization, HIP, hardware counters, benchmarking

IntelliKit

IntelliKit is a set of agent-first Python tools for AMD-focused performance and validation. Most of the stack targets GPUs through ROCm, turning hardware counters, traces, dispatch data, and Heterogeneous System Architecture (HSA) packets into clear Python APIs and Model Context Protocol (MCP) servers. It's structured as a monorepo of independently installable packages (Kerncap, Metrix, Linex, Nexus, Accordo, plus the rocm_mcp and uprof_mcp server bundles).

Within Hyperloom, IntelliKit is not called directly. It sits underneath Magpie, which relies on IntelliKit for some of its low-level GPU profiling primitives. Hyperloom therefore depends on IntelliKit transitively, through Magpie.

• Source: https://github.com/AMDResearch/intellikit
• License: MIT

Role in Hyperloom

Hyperloom doesn't reference IntelliKit directly. Kernel profiling and validation in Hyperloom is powered by Magpie, which in turn relies on IntelliKit for some of its low-level GPU profiling primitives. IntelliKit is an indirect, transitive dependency reached through Magpie.

IntelliKit documentation

For detailed documentation on IntelliKit, see IntelliKit on ROCm Docs.