get-available-resources SKILL.md skillA

get-available-resources from k-dense-ai/scientific-agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add k-dense-ai/scientific-agent-skills/get-available-resources@v1.5

Pins v1.5 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
k-dense-ai/scientific-agent-skills
Path
skills/get-available-resources/SKILL.md
Versions recorded
7
Latest version
v1.5, committed Oct 1, 2026
First version recorded
May 27, 2026
Size
11,697 bytes
Repository stars
56,497
License
MIT

Detects host inventory and effective CPU, memory, disk, scheduler, container, and accelerator limits when a user asks for resource-aware planning or before a clearly resource-sensitive local workload. Produces a redacted JSON snapshot and conservative planning helpers without stress tests or assuming visible host hardware is usable.

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

Build a conservative picture of resources available to the **current process**.
Keep host inventory, process affinity, cgroup/container limits, scheduler
allocation, and accelerator runtime usability separate.

## Safety contract

Follow these rules:

- Run detection when the user requests it or a specific workload needs resource
  planning. Do not persist a fingerprint for every scientific task.
- Use stdout by default. Persist only when the user chooses an explicit generic
  local filename.
- Do not run stress tests, benchmarks, large allocations, write probes, device
  resets, driver installation, or clock/power changes.
- Do not dump the environment. Read only the named Slurm and accelerator
  variables implemented by the detector.
- Do not report hostnames, absolute paths, cgroup paths, job IDs, device UUIDs,
  PCI addresses, or raw visibility-variable values.
- Treat a missing observation as unknown. Never convert unknown to unlimited.
- Never infer that a visible host CPU, memory pool, or GPU is usable inside a
  scheduler allocation or container.

The bundled detector uses only fixed executable/argument tuples, no shell,
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add k-dense-ai/scientific-agent-skills/get-available-resources@sha256:54044d598fce28fc

The line at the top of this page pins the label v1.5, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_xovzxumv2je4xcsm.svg)](https://markdownregistry.com/a/art_xovzxumv2je4xcsm)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 7 versions of this file, between May 27, 2026 and Oct 1, 2026, about one every 21 days.

versioncommittedcommitsizeaudit
v1.5 latest2026-10-01 a92663a 11,697 BA view · diff
v1.42026-09-30 ce9e6e9 10,785 BA view · diff
v1.32026-09-02 1e5eeff 10,359 BA view · diff
v1.22026-07-26 2f2022d 9,401 BA view · diff
v1.12026-07-23 d80ca05 9,410 BA view · diff
git:20260611.1b8fae32026-06-11 1b8fae3 9,857 BA view · diff
v1.02026-05-27 0936740 9,852 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (11697 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

GitHub

k-dense-ai/scientific-agent-skills · 56,497 stars · license MIT · pushed 2026-11-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_xovzxumv2je4xcsm
GET https://markdownregistry.com/api/v1/resolve?ref=k-dense-ai/scientific-agent-skills/get-available-resources
GET https://markdownregistry.com/api/v1/blob/54044d598fce28fca2ce50e7895f44423b070493db2f9c96ff0445bee4d3689d

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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Every file in k-dense-ai/scientific-agent-skills

Other files named get-available-resources

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get-available-resources SKILL.md skill
marielynneblock/arcanum-artifex · skills/scientific/get-available-resources/SKILL.md · This skill should be used at the start of any computationally intensive scientific task to detect and report available…
git:20260710.0115f49 · audit A · 4 stars

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