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.
npx skills add yonatangross/orchestkit --skill async-jobsgit clone --depth 1 https://github.com/yonatangross/orchestkitWrote 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/yonatangross/orchestkit/async-jobs)<a href="https://agentmods.dev/skills/yonatangross/orchestkit/async-jobs"><img src="https://agentmods.dev/badge/skills/yonatangross/orchestkit/async-jobs/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/yonatangross/orchestkit/async-jobs"><img src="https://agentmods.dev/badge/skills/yonatangross/orchestkit/async-jobs.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, 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 YARA Match · line 76 YARA rule matched a known malware signature (reverse shell, backdoor, ransomware, C2 framework, or info stealer).Fix: Remove the malware payload or compromised file entirely. Investigate how it entered the skill and audit all other artifacts for additional indicators of compromise.
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 | $0.00042 | $0.02446 |
| Opus 5.5 | $0.00017 | $0.00978 |
| Sonnet 5.5 | $0.00008 | $0.00489 |
| Haiku 4.5 | $0.00004 | $0.00245 |
Grade A, and why
async-jobs 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 22d 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.
How it starts
The opening of the file, as written. The whole thing — 210 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Async Jobs
Background task processing with Celery, ARQ, Redis and Temporal. This skill is a wrapper, not a manual: Celery and ARQ document their own product well, so what lives here is our delta, the thresholds, working config, ordering constraints and tool-choice rules we picked. Product mechanics are linked, not restated.
Start with Read("references/ork-delta.md").
Quick Reference
| Topic | Where our part lives |
|---|---|
| Configuration | references/celery-config.md, rules/jobs-task-queue.md |
| Task Routing | references/ork-delta.md (queue taxonomy, prefetch tiers, Redis priority) |
| Canvas Workflows | rules/celery-canvas.md |
| Retry Strategies | references/ork-delta.md (backoff cap, idempotency layers, lock TTLs) |
| Scheduling | rules/jobs-scheduling.md, references/ork-delta.md (beat process model) |
| Monitoring | references/ork-delta.md (alert thresholds, histogram buckets) |
| Result Backends | rules/jobs-monitoring.md, references/ork-delta.md (return contract) |
| ARQ Patterns | rules/jobs-task-queue.md, references/ork-delta.md (budgets, pool ownership) |
| Temporal Workflows | rules/temporal-workflows.md |
| Temporal Activities | rules/temporal-activities.md |
10 topic areas, 6 rule files in rules/, house delta in references/ork-delta.md.
Quick Start
@app.task(bind=True, max_retries=3, default_retry_delay=60)
def process_payment(self, order_id: str):
try:
return gateway.charge(order_id)
except TransientError as exc:
raise self.retry(exc=exc, countdown=2 ** self.request.retries * 60)
Load more examples: Read("references/quick-start-examples.md") for Celery
retry task and ARQ/FastAPI integration patterns.
Upstream coverage (do not restate)
Fetch these when you need product mechanics. The right-hand column is the part we keep, because it is a house threshold, a working config or an ordering constraint that upstream cannot know.
What ships with it
15 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.
- metadata.json 384 B
- references/anti-patterns.md 1.0 KB
- references/capability-details.md 1.6 KB
- references/celery-config.md 3.3 KB
- references/ork-delta.md 11 KB
- references/quick-start-examples.md 1.7 KB
- rules/_sections.md 982 B
- rules/_template.md 339 B
- rules/celery-canvas.md 2.2 KB
- rules/jobs-monitoring.md 2.2 KB
- rules/jobs-scheduling.md 2.2 KB
- rules/jobs-task-queue.md 3.0 KB
- rules/temporal-activities.md 3.9 KB
- rules/temporal-workflows.md 4.2 KB
- test-cases.json 4.9 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.
- 22d ago Changed · -1 lines 7508cbd55d07
- 1mo ago Changed · -5 lines 6053897ed8ef
- 1mo ago Changed · -1 lines 3a806b099028
- 1mo ago Changed 642c8ffe6e44
- 1mo ago Changed 61ea6956372c
- 1mo ago First seen · 217 lines · 42 tokens per session scan A 6ec1a99d3243
async-jobs is a skill published in the GitHub repository yonatangross/orchestkit (299 stars, last pushed today), licensed MIT. It adds 42 tokens to every session and 2,446 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 2026-09-03.
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