Borrowing it
Nothing to install: this file belongs to yaalalabs/agent-kernel. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/yaalalabs/agent-kernel/develop/.agents/skills/ak-dev-new-queue-transport/SKILL.mdgit clone --depth 1 https://github.com/yaalalabs/agent-kernelWrote 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/yaalalabs/agent-kernel/ak-dev-new-queue-transport)<a href="https://agentmods.dev/skills/yaalalabs/agent-kernel/ak-dev-new-queue-transport"><img src="https://agentmods.dev/badge/skills/yaalalabs/agent-kernel/ak-dev-new-queue-transport/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/yaalalabs/agent-kernel/ak-dev-new-queue-transport"><img src="https://agentmods.dev/badge/skills/yaalalabs/agent-kernel/ak-dev-new-queue-transport.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to medium
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 →
- medium Agent Snooping · line 165 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
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 | $0.00105 | $0.02609 |
| Opus 5.5 | $0.00042 | $0.01044 |
| Sonnet 5.5 | $0.00021 | $0.00522 |
| Haiku 4.5 | $0.00011 | $0.00261 |
Grade A, and why
ak-dev-new-queue-transport scanned grade A with 1 finding 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 1mo 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
- `TransportConsumer`: `fetch(batch_size, wait_seconds)`, `ack`, `nack`, `dead_letter`, How it starts
The opening of the file, as written. The whole thing — 185 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Adding a New Queue Transport
This guide walks through adding a new queue transport to the pipeline
(ak-py/src/agentkernel/pipeline/). Use the shipped implementations as references, in
increasing order of complexity:
transport/in_memory.py: the semantics in their purest form, no brokertransport/sqs.py: a broker with native FIFO groups, visibility timeout, and deduptransport/nats.py: a broker where per-session ordering is built client-side (partitioned subjects, one durable consumer per partition,max_ack_pending=1)transport/kafka.py+transport/bookkeeping.py: a broker with no per-message acknowledgement model, so receive counts and dedup are rebuilt on a bookkeeping store
Read .agents/skills/ak-dev-architecture (the pipeline section) first if you have not.
The Semantics Contract
Every transport must reproduce the SQS FIFO semantics the pipeline was extracted from
(docs/specs/495-onprem-kubernetes/research/current-queue-mode.md):
- Per-group FIFO with one in-flight message per group:
group_idis the session id; a session's turns never run concurrently or out of order, while distinct sessions run in parallel. - Bounded at-least-once redelivery with an exact
receive_count: theConsumerLoopcompares it tomax_receive_countto fire the permanent-failure hook, so it must be exact, not approximate. - Publish-time deduplication on
dedup_idwithin a window (SQS parity: 5 minutes). - Attribute round-tripping:
QueueMessage.attributes(request id, user id, status code) must survive the trip byte-identically. - Batch fetch with a bounded wait, returning fewer than
batch_sizerather than blocking past the wait. - Queue isolation: INPUT and OUTPUT never see each other's messages.
Where the broker genuinely cannot provide a guarantee, the contract suite has an explicit,
documented opt-out (see timeout_redelivery in pipeline/testing.py, which Kafka sets to
False because its consumer model has no visibility timeout). Never fake a guarantee; declare
its absence and justify it in the subclass.
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.
- 1mo ago Changed · +5 lines dd0d2201a671
- 1mo ago Changed · +3 lines 50cf1f614d36
- 2mo ago Changed · +7 lines e001efeb0a58
- 2mo ago First seen · 170 lines · 105 tokens per session scan A 1fc978d9d2a9
ak-dev-new-queue-transport is a skill published in the GitHub repository yaalalabs/agent-kernel (192 stars, last pushed yesterday), licensed Apache-2.0. It adds 105 tokens to every session and 2,609 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
ak-dev-new-queue-transport compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| ak-dev-new-queue-transportyaalalabs/agent-kernel | Skill | 192 | yesterday | Apache-2.0 | A | 105 | Claude Code, Codex |
| notionArvo-AI/aurora | Skill | 454 | yesterday | Apache-2.0 | A | 23 | Claude Code |
| datadogArvo-AI/aurora | Skill | 454 | yesterday | Apache-2.0 | A | 28 | Claude Code |
| postmortemArvo-AI/aurora | Skill | 454 | yesterday | Apache-2.0 | A | 23 | Claude Code, Codex |
| corootArvo-AI/aurora | Skill | 454 | yesterday | Apache-2.0 | A | 35 | Claude Code |
| githubArvo-AI/aurora | Skill | 454 | yesterday | Apache-2.0 | A | 24 | Claude Code |
| slackArvo-AI/aurora | Skill | 454 | yesterday | Apache-2.0 | A | 13 | Claude Code, Codex |