python-message-bus-outbox

python-message-bus-outbox is a skill for Claude Code, Codex from denyszhak/pystack-skills. It costs 218 tokens per session (4,423 once invoked), scanned A, original, MIT.

A guide for Python services that send or receive messages through a message broker, or use an internal event bus to separate follow-up work from the main task. It also covers an outbox, a saved list of messages that can be published after a database change.

In plain words
What is it for?
Use it when building producers or consumers for Kafka, RabbitMQ, Redis Streams, NATS, or Amazon SQS, or when organizing in-process events, workflows, and side effects.
Why use it?
It helps prevent events from being lost when a service crashes and keeps parts of an application independent. It also provides a consistent structure when several systems need to react to the same event.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it when building producers or consumers for Kafka, RabbitMQ, Redis Streams, NATS, or Amazon SQS, or when organizing in-process events, workflows, and side effects.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/denyszhak/pystack-skills/python-message-bus-outbox
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 denyszhak/pystack-skills --skill python-message-bus-outbox
Clone the repo
git clone --depth 1 https://github.com/denyszhak/pystack-skills

Made for: Claude Code, Codex.

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.

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README.md
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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.

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Your own site · 80×15
<a href="https://agentmods.dev/skills/denyszhak/pystack-skills/python-message-bus-outbox"><img src="https://agentmods.dev/badge/skills/denyszhak/pystack-skills/python-message-bus-outbox.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 218 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,423 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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00218 $0.04423
Opus 5.5 $0.00087 $0.01769
Sonnet 5.5 $0.00044 $0.00885
Haiku 4.5 $0.00022 $0.00442

Measured 1mo ago against content hash 3e823b2d5b00, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

python-message-bus-outbox 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 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.

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.

skills/python-message-bus-outbox/SKILL.md · 481 lines

How it starts

The opening of the file, as written. The whole thing — 481 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Message bus and outbox

Event-driven architecture is a first-class option, not an exotic one. If your service publishes events to Kafka, consumes from RabbitMQ, or even just decouples in-process side effects via a local bus, this skill encodes the canonical shape.

The pattern earns its keep when:

  • Multiple consumers need the same event (place order → email + analytics + webhook + warehouse)
  • Side effects must survive crashes — the outbox ensures at-least-once delivery even if the publishing process dies after commit
  • You're crossing process boundaries (publishing to Kafka / RabbitMQ / Redis Streams / NATS / SQS)
  • You want loose coupling between use cases (saga / process manager)
  • You're integrating with external services that already publish events you can subscribe to

The pattern is overkill when your service has exactly one consumer of an event AND no cross-process needs — await self._emailer.send(...) directly works fine for that case. The line is "do I need pub/sub semantics, or am I just sequencing function calls?"

This skill encodes the in-process bus + outbox + consumer/producer layout modernized for async Python.

When to use this skill

  • The service is event-driven (publishes, consumes, or both)
  • You're adding Kafka / RabbitMQ / Redis Streams / NATS / SQS integration
  • You need at-least-once delivery via the outbox pattern
  • You're building a saga / process manager
  • You want to decouple in-process side effects from the use case that triggered them

Layout — where things go

Inbound and outbound are different concerns; the layout reflects that.

app/
  clients/                  # OUTBOUND: anything we call or publish TO
    openai.py
    stripe.py
    kafka.py                # KafkaProducer wrapper (publish methods only)
    rabbitmq.py             # publisher side
  consumers/                # INBOUND: anything we subscribe TO
    __init__.py             # provide_consumers() — registers consumers in lifespan
    order_consumer.py       # subscribes to "orders" topic, dispatches to services
    payment_consumer.py
  events/                   # in-process domain events (frozen dataclasses)
    order.py                # OrderPlaced, OrderCancelled
  schemas/
    events.py               # CROSS-PROCESS event wire shapes (Pydantic, for serialization)
  outbox/                   # outbox table model + dispatcher worker
    __init__.py
    model.py                # OutboxEntry (SA model)
    dispatcher.py           # background worker that drains the outbox
  handlers/                 # in-process handlers (for the local message bus)
    email_on_order_placed.py
    analytics_on_order_placed.py
  common/
    message_bus.py          # the in-process bus

Read the full file on GitHub · 481 lines

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.

  1. 1mo ago First seen · 481 lines · 218 tokens per session scan A 3e823b2d5b00

Subscribe to this mod's changes

python-message-bus-outbox is a skill published in the GitHub repository denyszhak/pystack-skills (4 stars, last pushed 5mo ago), licensed MIT. It adds 218 tokens to every session and 4,423 once invoked, about $0.0009 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.

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