analyze-kernel-bottleneck skillA
analyze-kernel-bottleneck is agent-read markdown (skill) from pjt222/agent-almanac: Systematically identify whether a GPU kernel is compute-bound, memory-bound, or latency-bound using roofline analysis, occupancy calculations, compute/load ratio per tile, and SASS instruction inspection. Produces a decision matrix for optimization strategy selection (cp.async, warp interleaving, tiling, double-buffering, or CuAssembler hand-tuning)..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
How to install
mdr add pjt222/agent-almanac/analyze-kernel-bottleneck@v1.0mdr add pjt222/agent-almanac/analyze-kernel-bottleneck@sha256:ea09e5404f936b61Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_4xaqcrcdyfmqptjc)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0 latest | 2026-08-17 | a784899 | 17,076 B | A | view · diff |
| v1.0 | 2026-06-05 | 75ded7a | 17,047 B | A | view · diff |
| v1.0 | 2026-04-19 | a31852a | 17,106 B | A | view · diff |
| v1.0 | 2026-04-19 | e334ebd | 17,177 B | A | view |
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 (17076 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
pjt222/agent-almanac · 32 stars · license MIT · pushed 2026-09-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4xaqcrcdyfmqptjc GET https://markdownregistry.com/api/v1/resolve?ref=pjt222/agent-almanac/analyze-kernel-bottleneck GET https://markdownregistry.com/api/v1/blob/ea09e5404f936b61b74ad3c13112d71d13cb83cace4b96313bf1957995123266