# \#cuda-q
**URL:** https://forums.developer.nvidia.com/tag/cuda-q/1199.md
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## [Open-source project: cudaq-docs-mcp, an MCP server to give AI coding assistants version-pinned CUDA-Q docs](https://forums.developer.nvidia.com/t/open-source-project-cudaq-docs-mcp-an-mcp-server-to-give-ai-coding-assistants-version-pinned-cuda-q-docs/379853)
**Author:** [@rogerawong](https://forums.developer.nvidia.com/u/rogerawong)\
**Replies:** 0\
**Last updated:** [August 11, 2026, 6:47pm UTC](https://forums.developer.nvidia.com/t/open-source-project-cudaq-docs-mcp-an-mcp-server-to-give-ai-coding-assistants-version-pinned-cuda-q-docs/379853 "2026-08-11T18:47:28Z")
Hello! I would like to share an open source project that may be useful to anyone here who writes CUDA-Q code with an AI assistant alongside. cudaq-docs-mcp is an open-source MCP server that lets assistants such as Claud…
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## [GPU-accelerated portfolio QAOA with 373× speedup, validated on Rigetti Cepheus QPU: First external application of NVIDIA Ising Calibration](https://forums.developer.nvidia.com/t/gpu-accelerated-portfolio-qaoa-with-373x-speedup-validated-on-rigetti-cepheus-qpu-first-external-application-of-nvidia-ising-calibration/367207)
**Author:** [@madhav.venigalla](https://forums.developer.nvidia.com/u/madhav.venigalla)\
**Replies:** 0\
**Last updated:** [April 20, 2026, 2:26pm UTC](https://forums.developer.nvidia.com/t/gpu-accelerated-portfolio-qaoa-with-373x-speedup-validated-on-rigetti-cepheus-qpu-first-external-application-of-nvidia-ising-calibration/367207 "2026-04-20T14:26:14Z")
Hi NVIDIA team, Four days after the NVIDIA Ising launch on April 16, I built and open-sourced what appears to be the first external downstream application of Ising Calibration — applied to a new domain beyond its ori…