get-available-resources SKILL.md skillA
get-available-resources from foryourhealth111-pixel/vibe-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add foryourhealth111-pixel/vibe-skills/get-available-resources@git:20260303.491ea97Pins git:20260303.491ea97 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- foryourhealth111-pixel/vibe-skills
- Path
bundled/skills/get-available-resources/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260303.491ea97, committed Mar 3, 2026
- Size
- 9,836 bytes
- Repository stars
- 3,805
- License
- Apache-2.0
This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic recommendations that inform computational approach decisions such as whether to use parallel processing (joblib, multiprocessing), out-of-core computing (Dask, Zarr), GPU acceleration (PyTorch, JAX), or memory-efficient strategies. Use this skill before…
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
# Get Available Resources ## Overview Detect available computational resources and generate strategic recommendations for scientific computing tasks. This skill automatically identifies CPU capabilities, GPU availability (NVIDIA CUDA, AMD ROCm, Apple Silicon Metal), memory constraints, and disk space to help make informed decisions about computational approaches. ## When to Use This Skill Use this skill proactively before any computationally intensive task: - **Before data analysis**: Determine if datasets can be loaded into memory or require out-of-core processing - **Before model training**: Check if GPU acceleration is available and which backend to use - **Before parallel processing**: Identify optimal number of workers for joblib, multiprocessing, or Dask - **Before large file operations**: Verify sufficient disk space and appropriate storage strategies - **At project initialization**: Understand baseline capabilities for making architectural decisions **Example scenarios:** - "Help me analyze this 50GB genomics dataset" → Use this skill first to determine if Dask/Zarr are needed …
Read the whole file at its exact version.
How to install
mdr add foryourhealth111-pixel/vibe-skills/get-available-resources@sha256:72c40866793511e5The line at the top of this page pins the label git:20260303.491ea97, 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_wtd4477knocifi2v)
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Versions
The registry has recorded 1 version of this file, committed on Mar 3, 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 (9836 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
foryourhealth111-pixel/vibe-skills · 3,805 stars · license Apache-2.0 · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_wtd4477knocifi2v GET https://markdownregistry.com/api/v1/resolve?ref=foryourhealth111-pixel/vibe-skills/get-available-resources GET https://markdownregistry.com/api/v1/blob/72c40866793511e527df65c6ca1ff37d9bdb014f05ea44dfe14fe064417567d3
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.
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