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 ComeOnOliver/skillshub --skill akka-best-practicesgit clone --depth 1 https://github.com/ComeOnOliver/skillshubWrote 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/comeonoliver/skillshub/akka-best-practices)<a href="https://agentmods.dev/skills/comeonoliver/skillshub/akka-best-practices"><img src="https://agentmods.dev/badge/skills/comeonoliver/skillshub/akka-best-practices/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/comeonoliver/skillshub/akka-best-practices"><img src="https://agentmods.dev/badge/skills/comeonoliver/skillshub/akka-best-practices.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00046 | $0.02887 |
| Opus 5 | $0.00023 | $0.01443 |
| Sonnet 5 | $0.00009 | $0.00577 |
| Haiku 4.5 | $0.00005 | $0.00289 |
Grade A, and why
akka-net-best-practices 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 11d 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.
This is a copy
100% identical to akka-net-best-practices — 1 line differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 385 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Akka.NET Best Practices
When to Use This Skill
Use this skill when:
- Designing actor communication patterns
- Deciding between EventStream and DistributedPubSub
- Implementing error handling in actors
- Understanding supervision strategies
- Choosing between Props patterns and DependencyResolver
- Designing work distribution across nodes
- Creating testable actor systems that can run with or without cluster infrastructure
- Abstracting over Cluster Sharding for local testing scenarios
Reference Files
- work-distribution-patterns.md: Database queues, Akka.Streams throttling, outbox pattern
- cluster-local-abstractions.md: GenericChildPerEntityParent, IPubSubMediator, execution mode wiring
- async-cancellation-patterns.md: Actor-scoped CancellationToken, linked CTS, timeout handling
1. EventStream vs DistributedPubSub
Critical: EventStream is LOCAL ONLY
Context.System.EventStream is local to a single ActorSystem process. It does NOT work across cluster nodes.
// BAD: This only works on a single server
// When you add a second server, subscribers on server 2 won't receive events from server 1
Context.System.EventStream.Subscribe(Self, typeof(PostCreated));
Context.System.EventStream.Publish(new PostCreated(postId, authorId));
When EventStream is appropriate:
- Logging and diagnostics within a single process
- Local event bus for truly single-process applications
- Development/testing scenarios
Use DistributedPubSub for Multi-Node
For events that must reach actors across multiple cluster nodes, use Akka.Cluster.Tools.PublishSubscribe:
using Akka.Cluster.Tools.PublishSubscribe;
public class TimelineUpdatePublisher : ReceiveActor
{
private readonly IActorRef _mediator;
public TimelineUpdatePublisher()
{
// Get the DistributedPubSub mediator
_mediator = DistributedPubSub.Get(Context.System).Mediator;
Receive<PublishTimelineUpdate>(msg =>
{
// Publish to a topic - reaches all subscribers across all nodes
_mediator.Tell(new Publish($"timeline:{msg.UserId}", msg.Update));
});
}
}
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.
- 11d ago First seen · 385 lines · 46 tokens per session scan A 047d05d50933
akka-net-best-practices is a skill published in the GitHub repository ComeOnOliver/skillshub (63 stars, last pushed 2mo ago), licensed MIT. It adds 46 tokens to every session and 2,887 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to akka-net-best-practices, differing in 1 line, and is treated as a copy.
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