cuda-profiling SKILL.md skillA
cuda-profiling from outlinedriven/outline-driven-development is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add outlinedriven/outline-driven-development/cuda-profiling@git:20260905.fd53e99Pins git:20260905.fd53e99 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- outlinedriven/outline-driven-development
- Path
.devin/skills/cuda-profiling/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260905.fd53e99, committed Sep 5, 2026
- Size
- 6,657 bytes
- Repository stars
- 55
- License
- Apache-2.0
Use when profiling CUDA with Nsight Systems or Nsight Compute, reading roofline and occupancy metrics, or annotating phases with NVTX. Not for correctness: use cuda-debugging.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# CUDA profiling ## Contract | Field | Bound contract | |---|---| | Trigger | A CUDA kernel or pipeline is slow or unexplained, and the job is timeline capture, per-kernel metrics, roofline reading, occupancy analysis, or NVTX annotation. | | Authority | Reversible local. Writes are limited to profiler reports and logs under the project tree; rollback is deleting those files. No remote mutation. | | Side effect | Report files (`.nsys-rep`, `.ncu-rep`, CSV), possibly elevated-privilege profiling runs, and a diagnosis. | | Done | The bottleneck is named with a measured metric, and the recommended fix targets that measurement. | ## Inputs 1. Workload (required): the application or kernel to profile and one representative input. 2. Question (required): timeline overlap, per-kernel cost, occupancy, or memory versus compute balance. 3. GPU and toolkit (required): `nvidia-smi` and `nvcc --version`. Grounded current stable: CUDA Toolkit 13.3 Update 1. 4. Profiling permissions (required on locked-down hosts): membership checks in step 7. ## Procedure …
Read the whole file at its exact version.
How to install
mdr add outlinedriven/outline-driven-development/cuda-profiling@sha256:0535cd60e9ffda92The line at the top of this page pins the label git:20260905.fd53e99, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_xtc6e7vdg5b54k6n)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 5, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (6657 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
outlinedriven/outline-driven-development · 55 stars · license Apache-2.0 · pushed 2026-09-28 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_xtc6e7vdg5b54k6n GET https://markdownregistry.com/api/v1/resolve?ref=outlinedriven/outline-driven-development/cuda-profiling GET https://markdownregistry.com/api/v1/blob/0535cd60e9ffda92de70b1cf9977f446b65d20e9cbb57607181a9e58699c27e9
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.