A Georgia Tech PACE ICE guide for instructional computing, coursework, workshops, and grading jobs. It adds ICE-specific information to general Slurm guidance.

Use it for course assignments, class labs, teaching workflows, and grading jobs on the ICE cluster.

It helps avoid applying research-cluster settings to ICE, such as unnecessary accounts or charges. It also keeps local rules separate from portable Slurm instructions.

pace-ice — Skill for Claude Code by HCAI-Lab-GT/gt-hive

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent

npx skills add HCAI-Lab-GT/gt-hive --skill pace-ice

Clone the repo

git clone --depth 1 https://github.com/HCAI-Lab-GT/gt-hive

Made for: Claude Code.

Or install gt-hive-pace, the plugin that ships this one along with the rest of its 3 skills, 3 commands, 1 hook.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/hcai-lab-gt/gt-hive/pace-ice/github.svg)](https://agentmods.dev/skills/hcai-lab-gt/gt-hive/pace-ice)

Your own site

<a href="https://agentmods.dev/skills/hcai-lab-gt/gt-hive/pace-ice"><img src="https://agentmods.dev/badge/skills/hcai-lab-gt/gt-hive/pace-ice/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/hcai-lab-gt/gt-hive/pace-ice"><img src="https://agentmods.dev/badge/skills/hcai-lab-gt/gt-hive/pace-ice.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 51 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 3,031 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00051	$0.03031
Opus 5.5	$0.00020	$0.01212
Sonnet 5.5	$0.00010	$0.00606
Haiku 4.5	$0.00005	$0.00303

Measured 2mo ago against content hash 7a342d941096, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

pace-ice scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

claude/skills/pace-ice/SKILL.md · 254 lines

How it starts

The opening of the file, as written. The whole thing — 254 lines — stays where its author put it; the contents beside it link to each section on GitHub.

PACE ICE Overlay

This skill is the ICE-specific overlay for Georgia Tech PACE. It adds site facts that slurm-core deliberately does not know.

What this overlay adds

Load this skill when the user is working on (or asking about) the PACE ICE cluster — the instructional PACE cluster at Georgia Tech for credit-bearing coursework, TA grading workflows, and GT-hosted workshops. ICE is free to GT students and instructors with a valid GT account; no charge account is configured and no -A flag is required.

The layered model is: load slurm-core for portable Slurm patterns (sbatch, srun, salloc, sacct, job arrays, dependencies, debugging checklists), plus this overlay for ICE-specific account/QOS/storage/policy decisions. Do not duplicate slurm-core content here; reference it instead.

Ground truth for every claim in this skill is docs/PACE Documentation/ (an export of the official PACE knowledge base). When in doubt, re-verify against those docs and cite the specific page used.

When to use ICE

Route to this overlay when any of the following apply:

Credit-bearing course context — a course Slurm assignment, course project, or in-class lab.
Teaching/grading workflows — instructor or TA grading scripts that need cluster compute.
GT-hosted workshops or training — short-form classroom sessions using PACE.
Explicit user mention of ICE, <gt-login-host-redacted>, the instructional cluster, or OnDemand at https://ondemand-ice.pace.gatech.edu/.

Do NOT use this overlay for:

Production research workflows — those go to the pace-phoenix overlay (paid research cluster with charge accounts and explicit QOS selection).
Generic Slurm questions without a cluster named — those use slurm-core alone, with no site overlay.

Routing

Use this overlay alone for: ICE login/portal pointers, partition auto-routing rules, college-priority and grading QOS choice, GPU type selection, storage-tier guidance, semester-cleanup caveats, and the no--A-flag rule.
Pair with slurm-core for: writing the actual sbatch script, interactive salloc/srun workflows, job arrays, dependencies, sacct/squeue debugging — anything portable across Slurm clusters. ICE-specific values (no -A, optional -q coc-ice/coe-ice/pace-ice, --gres=gpu:<TYPE>:N, -C intel/-C amd/-C graniterapids) come from this overlay; the surrounding Slurm scaffolding comes from slurm-core.

Read the full file on GitHub · 254 lines

Files

What ships with it

4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2mo ago First seen · 254 lines · 51 tokens per session scan A 7a342d941096

Subscribe to this mod's changes

pace-ice is a skill published in the GitHub repository HCAI-Lab-GT/gt-hive (6 stars, last pushed 3mo ago), licensed MIT. It adds 51 tokens to every session and 3,031 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Scientific

pace-ice next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
pace-iceHCAI-Lab-GT/gt-hive	Skill	6	3mo ago	MIT	A	51	Claude Code
instrument-data-to-allotropeanthropics/knowledge-work-plugins	Skill	35k	2d ago	Apache-2.0	A	123	Claude Code
exploratory-data-analysisK-Dense-AI/scientific-agent-skills	Skill	56k	4d ago	MIT	A	83	Claude Code
matlabK-Dense-AI/scientific-agent-skills	Skill	56k	4d ago	MIT	A	44	Claude Code
phylogeneticsK-Dense-AI/scientific-agent-skills	Skill	56k	4d ago	MIT	A	71	Claude Code, Codex
research-engineerdavila7/claude-code-templates	Skill	33k	yesterday	MIT	A	43	Claude Code, Codex
mapping-to-snomedmaziyarpanahi/openmed	Skill	5.8k	yesterday	Apache-2.0	A	205	Claude Code