anycable-coder

Use when implementing real-time features requiring reliability, especially LLM streaming. Applies AnyCable patterns for message delivery guarantees, presence tracking, and Action Cable migration.

16 stars

Best use case

anycable-coder is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Use when implementing real-time features requiring reliability, especially LLM streaming. Applies AnyCable patterns for message delivery guarantees, presence tracking, and Action Cable migration.

Teams using anycable-coder should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/anycable-coder/SKILL.md --create-dirs "https://raw.githubusercontent.com/diegosouzapw/awesome-omni-skill/main/skills/development/anycable-coder/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/anycable-coder/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How anycable-coder Compares

Feature / Agentanycable-coderStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Use when implementing real-time features requiring reliability, especially LLM streaming. Applies AnyCable patterns for message delivery guarantees, presence tracking, and Action Cable migration.

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# AnyCable Coder

You are a senior Rails developer specializing in AnyCable for reliable real-time communication.

## Why AnyCable Over Action Cable

Action Cable provides "at-most once" delivery—messages can be lost on reconnection. For LLM streaming where every chunk matters, this is insufficient.

**AnyCable provides:**
- **At-least once delivery** - Messages are guaranteed to arrive
- **Message ordering** - Chunks arrive in correct sequence
- **Automatic reconnection** - With history recovery
- **Action Cable Extended Protocol** - Enhanced reliability on top of WebSockets

## Installation

```bash
bundle add anycable-rails
bin/rails g anycable:setup
```

```bash
# Client (replace @rails/actioncable)
npm install @anycable/web
```

## Server-Side Channels

### Basic LLM Streaming Channel

```ruby
class LlmStreamChannel < ApplicationCable::Channel
  def subscribed
    stream_for current_user
  end

  def generate(data)
    prompt = data["prompt"]

    llm_client.stream(prompt) do |chunk|
      LlmStreamChannel.broadcast_to(
        current_user,
        { type: "chunk", content: chunk }
      )
    end

    LlmStreamChannel.broadcast_to(
      current_user,
      { type: "complete" }
    )
  end
end
```

### With Presence Tracking

```ruby
class ChatChannel < ApplicationCable::Channel
  include AnyCable::Rails::Channel::Presence

  def subscribed
    stream_from "chat_#{params[:room_id]}"
    presence.join(current_user.id, name: current_user.name)
  end

  def unsubscribed
    presence.leave
  end
end
```

## Client-Side Implementation

### Migration from Action Cable

```javascript
// Before (Action Cable)
import { createConsumer } from "@rails/actioncable"

// After (AnyCable) - same API!
import { createConsumer } from "@anycable/web"

export default createConsumer()
```

### Modern AnyCable Client

```javascript
import { createCable } from "@anycable/web"

const cable = createCable()

// Class-based channel
import { Channel } from "@anycable/web"

class LlmStreamChannel extends Channel {
  static identifier = "LlmStreamChannel"

  async generate(prompt) {
    return this.perform("generate", { prompt })
  }
}

// Subscribe and handle chunks
const channel = new LlmStreamChannel()
cable.subscribe(channel)

await channel.ensureSubscribed()

channel.on("message", (msg) => {
  if (msg.type === "chunk") {
    appendToResponse(msg.content)
  } else if (msg.type === "complete") {
    finishResponse()
  }
})

channel.generate("Explain WebSockets")
```

### Direct Streams (Signed)

```javascript
// Subscribe directly to a stream without channel class
const cable = createCable()
const stream = cable.streamFrom("llm_response/user_123")

stream.on("message", (msg) => console.log(msg))
```

### Presence API

```javascript
const chatChannel = cable.subscribeTo("ChatChannel", { roomId: "42" })

// Join presence
chatChannel.presence.join(user.id, { name: user.name })

// Listen for presence events
chatChannel.presence.on("presence", (event) => {
  if (event.type === "join") {
    console.log("User joined:", event.id, event.info)
  } else if (event.type === "leave") {
    console.log("User left:", event.id)
  }
})

// Get current presence
const users = await chatChannel.presence.info()

// Leave presence
chatChannel.presence.leave()
```

## LLM Streaming Pattern

### Complete Implementation

```ruby
# app/channels/assistant_channel.rb
class AssistantChannel < ApplicationCable::Channel
  def subscribed
    stream_for current_user
  end

  def ask(data)
    conversation_id = data["conversation_id"]
    message = data["message"]

    # Broadcast start
    broadcast_event("start", conversation_id:)

    # Stream LLM response
    response = ""
    llm.chat(message) do |chunk|
      response += chunk
      broadcast_event("chunk", conversation_id:, content: chunk)
    end

    # Save and broadcast completion
    Message.create!(conversation_id:, role: "assistant", content: response)
    broadcast_event("complete", conversation_id:)
  rescue => e
    broadcast_event("error", conversation_id:, message: e.message)
  end

  private

  def broadcast_event(type, **payload)
    AssistantChannel.broadcast_to(current_user, { type:, **payload })
  end

  def llm
    @llm ||= OpenAI::Client.new
  end
end
```

```javascript
// app/javascript/channels/assistant_channel.js
import { Channel } from "@anycable/web"

export default class AssistantChannel extends Channel {
  static identifier = "AssistantChannel"

  constructor() {
    super()
    this.responseBuffer = ""
  }

  async ask(conversationId, message) {
    this.responseBuffer = ""
    return this.perform("ask", { conversation_id: conversationId, message })
  }

  // Override to handle message types
  receive(message) {
    switch (message.type) {
      case "start":
        this.onStart?.(message.conversation_id)
        break
      case "chunk":
        this.responseBuffer += message.content
        this.onChunk?.(message.content, this.responseBuffer)
        break
      case "complete":
        this.onComplete?.(this.responseBuffer, message.conversation_id)
        break
      case "error":
        this.onError?.(message.message)
        break
    }
  }
}
```

## Configuration

### AnyCable Server

```yaml
# config/anycable.yml
production:
  broadcast_adapter: nats
  redis_url: <%= ENV.fetch("REDIS_URL") %>

  # Enable reliable streams
  streams_history_size: 100
  streams_history_ttl: 300
```

### Cable URL

```erb
<!-- app/views/layouts/application.html.erb -->
<%= action_cable_meta_tag %>
```

```javascript
// Auto-detects from meta tag, or specify explicitly
import { createCable } from "@anycable/web"
createCable("wss://cable.example.com/cable")
```

## Deployment

### Procfile

```yaml
web: bundle exec puma -C config/puma.rb
anycable: bundle exec anycable
ws: anycable-go
```

### Docker Compose

```yaml
services:
  web:
    command: bundle exec puma
  anycable:
    command: bundle exec anycable
  ws:
    image: anycable/anycable-go:1.6
    environment:
      ANYCABLE_RPC_HOST: anycable:50051
      ANYCABLE_REDIS_URL: redis://redis:6379
```

## Action Cable vs AnyCable

| Feature | Action Cable | AnyCable |
|---------|--------------|----------|
| Delivery guarantee | At-most once | At-least once |
| Message ordering | Not guaranteed | Guaranteed |
| History on reconnect | No | Yes (configurable) |
| Presence tracking | Manual | Built-in |
| Performance | Ruby threads | Go server |
| LLM streaming | Unreliable | Reliable |

## Anti-Patterns

| Anti-Pattern | Problem | Solution |
|--------------|---------|----------|
| Action Cable for LLM streaming | Lost chunks on reconnect | Use AnyCable |
| Ignoring message ordering | Garbled responses | AnyCable handles automatically |
| Manual reconnection logic | Complex, error-prone | Use AnyCable client |
| No presence tracking | Unknown user state | Use built-in presence API |

## Output Format

When implementing real-time features with AnyCable:

1. **Channel** - Server-side Ruby channel with broadcasting
2. **Client** - JavaScript subscription with message handling
3. **Configuration** - anycable.yml and deployment setup
4. **Error Handling** - Graceful degradation patterns

Related Skills

atcoder-client

16
from diegosouzapw/awesome-omni-skill

Interface with AtCoder for Japanese competitive programming contests

anyway-config-coder

16
from diegosouzapw/awesome-omni-skill

Implement type-safe configuration with anyway_config gem. Use when creating configuration classes, replacing ENV access, or managing application settings. Triggers on configuration, environment variables, settings, secrets, or ENV patterns.

active-job-coder

16
from diegosouzapw/awesome-omni-skill

Use when creating or refactoring Active Job background jobs. Applies Rails 8 conventions, Solid Queue patterns, error handling, retry strategies, and job design best practices.

action-policy-coder

16
from diegosouzapw/awesome-omni-skill

Use proactively for authorization with ActionPolicy. Creates policies, scopes, and integrates with GraphQL/ActionCable. Preferred over Pundit for composable, cacheable authorization.

action-mailer-coder

16
from diegosouzapw/awesome-omni-skill

Use when creating or refactoring Action Mailer emails. Applies Rails 7.1+ conventions, parameterized mailers, preview workflows, background delivery, and email design best practices.

backend-security-coder

16
from diegosouzapw/awesome-omni-skill

Expert in secure backend coding practices specializing in input validation, authentication, and API security. Use PROACTIVELY for backend security implementations or security code reviews.

agentDevCoder

16
from diegosouzapw/awesome-omni-skill

Use this skill in the scenario of intelligent agent application development.

bgo

10
from diegosouzapw/awesome-omni-skill

Automates the complete Blender build-go workflow, from building and packaging your extension/add-on to removing old versions, installing, enabling, and launching Blender for quick testing and iteration.

Coding & Development

Buffer Overflow Payload Generator

16
from diegosouzapw/awesome-omni-skill

Generates a buffer overflow attack payload with a specific stack layout (padding, return address, NOP sled, shellcode) and saves it to a file.

browser-testing

16
from diegosouzapw/awesome-omni-skill

Use when testing web applications, debugging browser console errors, automating form interactions, or verifying UI implementations. Load for localhost testing, authenticated app testing (Gmail, Notion), or recording demo GIFs. Requires Chrome extension 1.0.36+, Claude Code 2.0.73+, paid plan.

browser-fetch

16
from diegosouzapw/awesome-omni-skill

Delegate browser automation to a lightweight subagent (Haiku) to reduce context consumption. Also provides web clipping (HTML→Markdown) via clipper.

Browser Automation Expert

16
from diegosouzapw/awesome-omni-skill

浏览器自动化与网页测试专家。支持基于 MCP 工具(Puppeteer/Playwright)的实时交互,以及基于 Python 脚本的复杂自动化流实现。