cuda-debugging SKILL.md skillA
cuda-debugging 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-debugging@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-debugging/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260905.fd53e99, committed Sep 5, 2026
- Size
- 6,589 bytes
- Repository stars
- 55
- License
- Apache-2.0
Use when debugging CUDA with cuda-gdb or Compute Sanitizer, reading GPU core dumps, using device printf, or triaging error codes 700, 701, 702, and 719. Not for performance: use cuda-profiling.
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 debugging ## Contract | Field | Bound contract | |---|---| | Trigger | A CUDA program crashes, hangs, or returns wrong values, and the job is interactive GPU thread inspection, automated memory and race checks, core dump analysis, device printf, or runtime error triage. | | Authority | Reversible local. Writes are limited to debug builds, sanitizer logs, and core dumps in the project tree or `/tmp`; rollback is deleting those files and rebuilds. No remote mutation. | | Side effect | Rebuilt binaries, sanitizer reports, core dump files, and a triage verdict. | | Done | The defect class is named with evidence: a sanitizer report, a thread-level observation, or an error-code diagnosis, and the fix location is identified. | ## Inputs 1. Symptom (required): crash, wrong values, hang, or timeout, and when it appears. 2. Kernel source (required): the `.cu` files under suspicion. 3. Toolkit (required): `nvcc --version` and `compute-sanitizer --version`. Grounded current stable: CUDA Toolkit 13.3 Update 1. 4. Target GPU and any MIG layout (optional): `nvidia-smi -L`. ## Procedure …
Read the whole file at its exact version.
How to install
mdr add outlinedriven/outline-driven-development/cuda-debugging@sha256:2231c20c5178c8a5The 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_ol7wx5z5hvsqz2s5)
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 (6589 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_ol7wx5z5hvsqz2s5 GET https://markdownregistry.com/api/v1/resolve?ref=outlinedriven/outline-driven-development/cuda-debugging GET https://markdownregistry.com/api/v1/blob/2231c20c5178c8a565efec7e935b72706c338e6927c876de1b592a2987084d71
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.