Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/terrylica/cc-skillsnpx agentmods add skills/terrylica/cc-skills/pueue-job-orchestrationWrote 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.
[](https://agentmods.dev/skills/terrylica/cc-skills/pueue-job-orchestration)<a href="https://agentmods.dev/skills/terrylica/cc-skills/pueue-job-orchestration"><img src="https://agentmods.dev/badge/skills/terrylica/cc-skills/pueue-job-orchestration/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.
<a href="https://agentmods.dev/skills/terrylica/cc-skills/pueue-job-orchestration"><img src="https://agentmods.dev/badge/skills/terrylica/cc-skills/pueue-job-orchestration.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 3 findings, up to high
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- high Rogue Agent · line 398 Skill modifies its own code, configuration, or behavior at runtime. Self-modification enables an agent to escalate privileges, disable safety constraints, or install persistent backdoors.Fix: Prevent the skill from modifying its own code, SKILL.md, or configuration files. Treat skill files as read-only at runtime.
- medium Data Exfiltration · line 280 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Prompt Injection · line 353 Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.Fix: Remove the large whitespace padding (blank-line blocks or long space runs) and review any content hidden below or to the right of it. Keep skill files compact and reviewable so no instructions can be
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 | $0.00041 | $0.04156 |
| Opus 5 | $0.00020 | $0.02078 |
| Sonnet 5 | $0.00008 | $0.00831 |
| Haiku 4.5 | $0.00004 | $0.00416 |
Grade B, and why
pueue-job-orchestration scanned grade B with 2 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 7d 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.
Sends data to an external URLmediumData exfiltration
A POST to an outside endpoint may be telemetry or may be exfiltration; either way the mod talks to somewhere, and you should know where.
curl -d "Backup finished" ntfy.sh/my-topic Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
Best for programmatic notifications from scripts, pueue callbacks, or curl one-liners. How it starts
The opening of the file, as written. The whole thing — 401 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Pueue Job Orchestration
Universal CLI telemetry layer and job management — every command routed through pueue gets precise timing, exit code capture, full stdout/stderr logs, environment snapshots, and callback-on-completion.
Self-Evolving Skill: This skill improves through use. If instructions are wrong, parameters drifted, or a workaround was needed — fix this file immediately, don't defer. Only update for real, reproducible issues.
Overview
Pueue is a Rust CLI tool for managing shell command queues. It provides:
- Daemon persistence - Survives SSH disconnects, crashes, reboots
- Disk-backed queue - Auto-resumes after any failure
- Group-based parallelism - Control concurrent jobs per group
- Easy failure recovery - Restart failed jobs with one command
- Full telemetry - Timing, exit codes, stdout/stderr logs, env snapshots per task
When to Route Through Pueue
| Operation | Route Through Pueue? | Why |
|---|---|---|
| Any command >30 seconds | Always | Telemetry, persistence, log capture |
| Batch operations (>3 items) | Always | Parallelism control, failure isolation |
| Build/test pipelines | Recommended | --after DAGs, group monitoring |
| Data processing | Always | Checkpoint resume, state management |
| Quick one-off commands (<5s) | Optional | Overhead is ~100ms, but you get logs |
| Interactive commands (editors, REPLs) | Never | Pueue can't handle stdin interaction |
When to Use This Skill
Use this skill when the user mentions:
| Trigger | Example |
|---|---|
| Running tasks on gpu-host-1 | "Run this on gpu-host-1" |
| Long-running data processing | "Populate the cache for all symbols" |
| Batch/parallel operations | "Process these 70 jobs" |
| SSH remote execution | "Execute this overnight on the GPU server" |
| Cache population | "Fill the ClickHouse cache" |
| Pueue features | "Set up a callback", "delay this job" |
What ships with it
9 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.
- references/callbacks-and-scheduling.md 3.7 KB
- references/claude-code-integration.md 4.8 KB
- references/clickhouse-tuning.md 3.0 KB
- references/environment-secrets.md 2.9 KB
- references/evolution-log.md 683 B
- references/installation-guide.md 2.4 KB
- references/production-lessons.md 9.9 KB
- references/pueue-config-reference.md 6.2 KB
- references/state-management.md 10 KB
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.
- 7d ago Changed 199b026ae5bb
- 13d ago First seen · 401 lines · 41 tokens per session scan B 4fed2413721a
pueue-job-orchestration is a skill published in the GitHub repository terrylica/cc-skills (73 stars, last pushed today), licensed MIT. It adds 41 tokens to every session and 4,156 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it B with 2 findings (sends data to an external url, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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