spark-model-scheduler SKILL.md skillA
spark-model-scheduler from hojiahao/cineloom is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add hojiahao/cineloom/spark-model-scheduler@v0.3.0Pins v0.3.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- hojiahao/cineloom
- Path
.agents/skills/spark-model-scheduler/SKILL.md- Versions recorded
- 8
- Latest version
- v0.3.0, committed Oct 17, 2026
- First version recorded
- Sep 21, 2026
- Size
- 7,091 bytes
- Repository stars
- 8
- License
- a license file GitHub does not identify
Plan and check unified-memory use on a single DGX Spark (GB10, one memory pool shared by CPU and GPU) before starting or switching inference services - LLM, vision model, ComfyUI image or video generation. Use before bringing the stack up, before a video generation stage, when a model load fails or the machine starts swapping, or when the user asks whether a model "fits" next to the others.
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
# Spark model scheduler DGX Spark has one ~121 GB pool for the OS, every LLM's weights and KV cache, and every diffusion model. A service that loads fine alone can kill another one later. Decide the budget first, then start things. ## Workflow 1. Measure before acting: ```bash cinefoundry mem status ``` It reports total and available unified memory, per-container memory, and ComfyUI's loaded-model state. `nvidia-smi` shows no total on GB10; trust `/proc/meminfo`. Per-container numbers cover host allocations only: CUDA memory is not charged to the container's cgroup, so a vLLM or SGLang container holding 100 GB can show under 5 GB. Use the drop in available memory, not `docker stats`, to size a GPU service. …
Read the whole file at its exact version.
How to install
mdr add hojiahao/cineloom/spark-model-scheduler@sha256:df6b1e9860548820The line at the top of this page pins the label v0.3.0, 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_bdrmvf4bbxhs3ozc)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 8 versions of this file, between Sep 21, 2026 and Oct 17, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.3.0 latest | 2026-10-17 | 59d57da | 7,091 B | A | view · diff |
| v0.3.0 | 2026-10-17 | 99f7094 | 6,958 B | A | view · diff |
| v0.3.0 | 2026-10-17 | 99600a5 | 6,600 B | A | view · diff |
| v0.3.0 | 2026-10-17 | c8e035f | 6,157 B | A | view · diff |
| v0.2.0 | 2026-10-17 | 9f7200f | 4,932 B | A | view · diff |
| v0.1.0 | 2026-09-21 | 9ca92b5 | 3,720 B | A | view · diff |
| v0.1.0 | 2026-09-21 | b00f931 | 2,983 B | A | view · diff |
| v0.1.0 | 2026-09-21 | d199e79 | 2,929 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 (7091 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
hojiahao/cineloom · 8 stars · license a license file GitHub does not identify · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_bdrmvf4bbxhs3ozc GET https://markdownregistry.com/api/v1/resolve?ref=hojiahao/cineloom/spark-model-scheduler GET https://markdownregistry.com/api/v1/blob/df6b1e9860548820b451560fe6a8ed2bf74f86246c65a0819e46717d651f27e2
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.