Agent skill

R3 Reactive Extensions

by Aaronontheweb in Aaronontheweb/dotnet-skills

Build reactive/event-driven C with R3 (Cysharp's modern reimplementation of Reactive Extensions).

MITAuto-check passedBackend & APIs

Install R3 Reactive Extensions

skills CLI
$ npx skills add Aaronontheweb/dotnet-skills --skill r3-reactive-extensions -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install Aaronontheweb/dotnet-skills r3-reactive-extensions --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/Aaronontheweb/dotnet-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/r3-reactive-extensions .claude/skills/r3-reactive-extensions && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
r3-reactive-extensions
GitHub stars
1.2k
Used in
1 other repo
Token cost
~3.4k tokens
SKILL.md length
1,149 words
Files
4
Skills in repo
35
Repo updated
First seen
Licence
MIT

At a glance

Build reactive/event-driven C with R3 (Cysharp's modern reimplementation of Reactive Extensions).

  • Works in 5 steps: Exceptions silently kill subscriptions.… → IScheduler is heavy and confusing.… → Subscription leaks are hard to find. R3… → …
  • Tasks that involve Event-driven systems
  • SKILL.md covers When to Use This Skill, Reference Files, Why R3 Exists (the "why use it") and Install, plus 6 more sections
  • Calls dotnet

What it does

R3 Reactive Extensions is an agent skill from Aaronontheweb/dotnet-skills. Build reactive/event-driven C with R3 (Cysharp's modern reimplementation of Reactive Extensions). Covers the Observable<T/Observer<T model, the OnErrorResume error contract, async dispatch with AwaitOperation, Task/IAsyncEnumerable integration, TimeProvider/FrameProvider scheduling, the concurrency contract, and how R3 differs from System.Reactive (Rx.NET).

Its SKILL.md is about 3.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `async-and-integration-patterns.md`, `rx-net-differences.md` and `scheduling-and-concurrency.md`).

It sits in Backend & APIs, covering Event-driven systems. It works with C#. The repository describes itself as: Claude Code skills and sub-agents for .NET Developers. The licence is MIT.

When your agent uses it

  • Tasks that involve Event-driven systems

Example prompts

  • “/r3-reactive-extensions”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Exceptions silently kill subscriptions. In Rx, one exception in the pipeline calls
  2. IScheduler is heavy and confusing. ImmediateScheduler/Merge were measured causing
  3. Subscription leaks are hard to find. R3 makes every Observable an abstract class so
  4. Rx and async were awkwardly fused. R3 treats Rx as event-first and adds explicit
  5. One library, every UI. A platform-neutral core plus thin provider packages for Unity,

What it can do on your machine

Read from SKILL.md and the folder at commit 46003af. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • dotnet

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • github.com
    • neuecc.medium.com
    • nuget.org
    • learn.microsoft.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

R3 Reactive Extensions loads about 3.4k tokens when it runs. Until then it costs about 96 tokens; SKILL.md has 1,149 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~96
When it runs · the whole SKILL.md, loaded when a task matches
~3.4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from Aaronontheweb/dotnet-skills at commit 46003af, republished under its MIT licence (© Aaronontheweb). 1,149 words, ~3,434 tokens.

Download SKILL.mdSave it as .claude/skills/r3-reactive-extensions/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.
name
r3-reactive-extensions
description
Build reactive/event-driven C# with R3 (Cysharp's modern reimplementation of Reactive Extensions). Covers the Observable<T>/Observer<T> model, the OnErrorResume error contract, async dispatch with AwaitOperation, Task/IAsyncEnumerable integration, TimeProvider/FrameProvider scheduling, the concurrency contract, and how R3 differs from System.Reactive (Rx.NET).
user-invocable
false

R3: Modern Reactive Extensions for .NET

R3 is Cysharp's ground-up reimplementation of Reactive Extensions — "the new future of dotnet/reactive and UniRx." It keeps the LINQ-over-events programming model but rebuilds the core types, error contract, and scheduler to fix long-standing problems in System.Reactive (Rx.NET). Use this skill when composing event streams, UI input, timers, or push-based pipelines in C#.

Canonical sources (link to these from code and docs):

When to Use This Skill

Use this skill when:

  • Composing events over time — UI input, sensor/feed updates, websocket messages, domain events
  • You need operators like debounce, throttle, merge, combine-latest, distinct-until-changed
  • Building MVVM state with ReactiveProperty / BindableReactiveProperty
  • Bridging push-based streams with Task / async and IAsyncEnumerable
  • Migrating from System.Reactive, UniRx, or IObservable<T> code
  • You hit Rx pain points: subscriptions dying on exceptions, scheduler overhead, or leak hunting

Not the right tool for: request/response I/O (use async/await), bounded producer/consumer with backpressure (use System.Threading.Channels), or server-side stream processing with batching/backpressure (use Akka.NET Streams). R3, like all Rx, is push-based with no backpressure. See the csharp-concurrency-patterns skill for choosing between these.

Reference Files

  • rx-net-differences.md: Every meaningful difference vs System.Reactive (Rx.NET) — the new core types, the error model, operator renames, dropped APIs, the scheduler swap, and a migration checklist.
  • async-and-integration-patterns.md: Common patterns — async dispatch with AwaitOperation, Task integration, IAsyncEnumerable round-tripping, ReactiveProperty/MVVM, subjects, and subscription lifecycle.
  • scheduling-and-concurrency.md: How R3 handles concurrent updates (the threading contract, Synchronize, ObserveOn), TimeProvider vs FrameProvider, when each is necessary, and deterministic testing with fake providers.

Everything in this skill was validated empirically against R3 1.3.1. Captured output appears in the reference files as evidence.


Why R3 Exists (the "why use it")

The author (neuecc) built R3 to fix concrete defects in System.Reactive:

  1. Exceptions silently kill subscriptions. In Rx, one exception in the pipeline calls OnError and unsubscribes forever — "a billion-dollar mistake" for long-lived event streams (a single bad UI event tears down the whole subscription). R3 routes errors to OnErrorResume and keeps the subscription alive by default.
  2. IScheduler is heavy and confusing. ImmediateScheduler/Merge were measured causing real server memory/CPU bloat. R3 deletes IScheduler and uses .NET 8's TimeProvider (wall-clock) plus a new FrameProvider (frame-clock).
  3. Subscription leaks are hard to find. R3 makes every Observable<T> an abstract class so all subscriptions funnel through one place, enabling ObservableTracker to list every live subscription with stack traces.
  4. Rx and async were awkwardly fused. R3 treats Rx as event-first and adds explicit bridges (AwaitOperation, FromAsync, ToAsyncEnumerable) instead of pretending events are pull-based sequences.
  5. One library, every UI. A platform-neutral core plus thin provider packages for Unity, Godot, WPF, WinForms, Avalonia, WinUI3, MAUI, Stride, MonoGame, and Blazor.

Install

bash
dotnet add package R3
# Platform glue (pick what applies): R3.WPF, R3.Avalonia, R3.WinForms, R3.Unity (UPM),
# R3.Godot, ObservableCollections.R3, etc. See the repo README for the full list.
csharp
using R3;

The Mental Model

R3 replaces Rx's interfaces with abstract classes, and replaces Rx's two-method error contract with a single completion that carries a result.

csharp
public abstract class Observable<T>
{
    public IDisposable Subscribe(Observer<T> observer);     // tracked centrally
    protected abstract IDisposable SubscribeCore(Observer<T> observer);
}

public abstract class Observer<T> : IDisposable               // the observer IS the subscription
{
    public void OnNext(T value);
    public void OnErrorResume(Exception error);               // error WITHOUT unsubscribing
    public void OnCompleted(Result result);                   // success OR failure terminates
}

The grammar is (OnNext | OnErrorResume)* OnCompleted(Result)?. Note the difference from Rx's OnNext* (OnError | OnCompleted)?: errors and termination are decoupled. An error is just a notification; only OnCompleted ends the stream, and it carries a Result that is either Result.Success or Result.Failure(exception).

Quick start
csharp
using R3;

var subscription = Observable
    .EveryValueChanged(model, m => m.SearchText)   // emits when the property changes
    .Debounce(TimeSpan.FromMilliseconds(300))      // Rx called this "Throttle" (see differences)
    .DistinctUntilChanged()
    .SubscribeAwait(async (text, ct) =>
    {
        var results = await _api.SearchAsync(text, ct);
        Render(results);
    }, AwaitOperation.Switch);                      // cancel the in-flight search on a new keystroke

// Dispose to unsubscribe; or route into a DisposableBag / AddTo(token).
subscription.Dispose();

Core Behavior, Verified

Errors do not terminate by default
csharp
var subject = new Subject<int>();
subject.Select(x => 100 / x).Subscribe(
    onNext:        x => Console.WriteLine($"next {x}"),
    onErrorResume: e => Console.WriteLine($"errorResume {e.GetType().Name}"),
    onCompleted:   (Result r) => Console.WriteLine($"completed IsSuccess={r.IsSuccess}"));

subject.OnNext(2);   // next 50
subject.OnNext(0);   // errorResume DivideByZeroException   <-- NOT terminated
subject.OnNext(5);   // next 20                             <-- subscription is still alive!
subject.OnCompleted(); // completed IsSuccess=True

This is the single biggest behavioral change from Rx. To opt back into classic "an error terminates the sequence" behavior, insert .OnErrorResumeAsFailure() — the error then flows to OnCompleted(Result.Failure(e)) and downstream OnNexts stop. Recover with Catch. Full captured runs and the (deliberately absent) Retry story are in rx-net-differences.md.

Async dispatch is explicit

R3's async operators (SubscribeAwait, SelectAwait, WhereAwait, …) take an AwaitOperation that decides what happens when values arrive faster than the async work completes:

AwaitOperationOverlap behaviorTypical use
Sequential (default)Queue values, run one at a timeOrdered processing
DropIgnore new values while one is runningDebounced submit / cooldown
SwitchCancel the running one, start the newSearch-as-you-type, latest-wins
ParallelRun all concurrentlyIndependent fan-out
SequentialParallelRun concurrently, emit results in orderParallel map, ordered output
ThrottleFirstLastRun first + last of a burstLeading/trailing sampling

These were verified to behave exactly as described (including Switch cancelling the superseded operation's CancellationToken). See async-and-integration-patterns.md.

Task and IAsyncEnumerable bridges
csharp
// Task -> Observable
await Observable.FromAsync(async ct => await LoadAsync(ct)).FirstAsync();

// Observable -> Task (terminal operators return Task<T>)
List<int> all = await source.ToListAsync();
int last      = await source.LastAsync();

// IAsyncEnumerable -> Observable, and back
await asyncEnumerable.ToObservable().ForEachAsync(Handle);
await foreach (var x in source.ToAsyncEnumerable()) { /* ... */ }

All verified working. Details and the full terminal-operator list are in async-and-integration-patterns.md.


Show full SKILL.md (460 more words)Show less

How R3 Handles Concurrent Updates

R3 does not serialize concurrent producers. Like Rx, it assumes the Rx grammar: OnNext must not be called concurrently or re-entrantly from multiple threads. Operators (Where, Select, Subject, …) are not internally locked. Pushing OnNext from many threads at once into a stateful downstream corrupts state — in testing, 20,000 concurrent OnNext calls into a List<T> subscriber lost ~half the items and threw inside the operator chain.

The fix is to make the boundary explicit:

csharp
// Multiple producer threads -> one serialized consumer
subject.Synchronize()                  // lock-based gate; delivery becomes single-threaded
       .Where(x => x.IsValid)
       .Subscribe(Handle);             // verified: 10000/10000 items, no corruption

// Or marshal onto a context/threadpool, which also serializes delivery:
source.ObserveOnThreadPool().Subscribe(Handle);

// For shared MVVM state written from many threads:
var counter = new SynchronizedReactiveProperty<int>(0);   // thread-safe writes

Practical rule: if more than one thread can publish into a stream, put Synchronize() (or an ObserveOn*) immediately after the source, or use SynchronizedReactiveProperty. Full race reproductions and outputs are in scheduling-and-concurrency.md.


Time vs Frames: TimeProvider and FrameProvider

R3 has two notions of "when," and both are abstractions you can fake in tests:

  • TimeProvider (the .NET 8 BCL type) = wall-clock time. Used by Delay, Debounce, Interval, Timer, Timeout. This is what server/business code uses.
  • FrameProvider (R3-specific) = a frame clock. Used by EveryUpdate, DelayFrame(n), IntervalFrame(n), etc.

When is a FrameProvider necessary? Whenever "progress" is measured in render/update ticks instead of elapsed time:

  • Game engines (Unity, Godot, Stride, MonoGame) — logic ticks with the engine's update loop, so it respects pause and time-scale and stays in lockstep with rendering.
  • UI render loops (WPF/Avalonia/WinUI composition frames) — react per frame.
  • Deterministic tests — FakeFrameProvider.Advance(n) drives frames with zero real time, exactly as FakeTimeProvider.Advance(timeSpan) drives the clock.

Plain server/business code virtually never needs FrameProvider — that's TimeProvider territory. Both fakes make time-dependent pipelines fully deterministic; examples in scheduling-and-concurrency.md.


Best Practices Summary

DO
  • Treat OnErrorResume as the default: design streams that survive individual bad events.
  • Add .OnErrorResumeAsFailure() when you genuinely want an error to terminate the stream.
  • Choose an AwaitOperation deliberately for every async operator (Switch for latest-wins, Sequential for ordering, Drop for cooldowns).
  • Put Synchronize() / ObserveOn* after any source that multiple threads publish into.
  • Pass a TimeProvider to time operators and a FrameProvider to frame operators so tests can use FakeTimeProvider / FakeFrameProvider.
  • Manage lifetime: route subscriptions into a DisposableBag, CompositeDisposable, or .AddTo(cancellationToken); turn on ObservableTracker in dev to catch leaks.
  • Use ReactiveProperty for de-duplicated observable state; BindableReactiveProperty for XAML-bound state.
DON'T
  • Don't assume an exception ends the stream (that's Rx, not R3).
  • Don't reach for Rx names that R3 renamed: it's Debounce (not Throttle), ThrottleLast (not Sample), Chunk (not Buffer). Retry, GroupBy, Finally, and plain Buffer are absent in 1.3.1 — see the differences file for replacements.
  • Don't call OnNext concurrently/re-entrantly from multiple threads without Synchronize().
  • Don't use R3 for backpressured throughput pipelines — use Channels or Akka.NET Streams.
  • Don't block on terminal operators (.Result/.Wait()); they return Task<T> — await them.

Additional Resources

© Aaronontheweb, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 3 other files in skills/r3-reactive-extensions of Aaronontheweb/dotnet-skills.

  • SKILL.md
  • async-and-integration-patterns.md
  • rx-net-differences.md
  • scheduling-and-concurrency.md

Open the folder on GitHubat commit 46003af

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in Aaronontheweb/dotnet-skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

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Works with

Categories

Questions about R3 Reactive Extensions

What does R3 Reactive Extensions do?

Build reactive/event-driven C with R3 (Cysharp's modern reimplementation of Reactive Extensions). R3 Reactive Extensions is an agent skill from Aaronontheweb/dotnet-skills. Build reactive/event-driven C with R3 (Cysharp's modern reimplementation of Reactive Extensions).

When should I use R3 Reactive Extensions?

R3 Reactive Extensions fits situations like: tasks that involve Event-driven systems.

How do I install R3 Reactive Extensions in Claude Code?

Run `npx skills add Aaronontheweb/dotnet-skills --skill r3-reactive-extensions -a claude-code`. Or copy the skill folder (skills/r3-reactive-extensions in Aaronontheweb/dotnet-skills) into .claude/skills/r3-reactive-extensions in your project. Claude Code loads it when a task matches its description.

How do I install R3 Reactive Extensions in Codex?

Run `npx skills add Aaronontheweb/dotnet-skills --skill r3-reactive-extensions -a codex`. Or copy the skill folder (skills/r3-reactive-extensions in Aaronontheweb/dotnet-skills) into .agents/skills/r3-reactive-extensions in your project. Codex loads it when a task matches its description.

Can I use R3 Reactive Extensions in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Aaronontheweb/dotnet-skills --skill r3-reactive-extensions -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/r3-reactive-extensions, .gemini/skills/r3-reactive-extensions, .github/skills/r3-reactive-extensions and .opencode/skills/r3-reactive-extensions in your project.

What does R3 Reactive Extensions need to run?

Going by SKILL.md and its folder, R3 Reactive Extensions needs the command-line tools its instructions call (dotnet).

Does R3 Reactive Extensions access the network?

SKILL.md names 4 domains. As links in the text: github.com, neuecc.medium.com, nuget.org and learn.microsoft.com. This is read from the text; nothing was executed.

Is R3 Reactive Extensions safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does R3 Reactive Extensions use?

R3 Reactive Extensions is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does R3 Reactive Extensions use?

About 3.4k tokens (SKILL.md is roughly 14k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to R3 Reactive Extensions?

Skills that share tags, products or a category with R3 Reactive Extensions: Foundationdb Advanced Layers (SnowBankSDK/foundationdb-dotnet-client, 158 stars), Dotnet Expert (LeoYeAI/openclaw-master-skills, 2.2k stars), Event Bus (jame581/GodotPrompter, 805 stars) and Csharp Signals (jame581/GodotPrompter, 805 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains R3 Reactive Extensions?

Aaronontheweb (a GitHub user) maintains it in Aaronontheweb/dotnet-skills, which has 1,206 GitHub stars. The repository holds 35 skills in this directory. The repository was last updated on October 10, 2026.

Source: Aaronontheweb/dotnet-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.