type-design-performance
Design .NET types for performance. Seal classes, use readonly structs, prefer static pure functions, avoid premature enumeration, and choose the right collection types.
What this skill does
# Type Design for Performance
## When to Use This Skill
Use this skill when:
- Designing new types and APIs
- Reviewing code for performance issues
- Choosing between class, struct, and record
- Working with collections and enumerables
---
## Core Principles
1. **Seal your types** - Unless explicitly designed for inheritance
2. **Prefer readonly structs** - For small, immutable value types
3. **Prefer static pure functions** - Better performance and testability
4. **Defer enumeration** - Don't materialize until you need to
5. **Return immutable collections** - From API boundaries
---
## Seal Classes by Default
Sealing classes enables JIT devirtualization and communicates API intent.
```csharp
// DO: Seal classes not designed for inheritance
public sealed class OrderProcessor
{
public void Process(Order order) { }
}
// DO: Seal records (they're classes)
public sealed record OrderCreated(OrderId Id, CustomerId CustomerId);
// DON'T: Leave unsealed without reason
public class OrderProcessor // Can be subclassed - intentional?
{
public virtual void Process(Order order) { } // Virtual = slower
}
```
**Benefits:**
- JIT can devirtualize method calls
- Communicates "this is not an extension point"
- Prevents accidental breaking changes
---
## Readonly Structs for Value Types
Structs should be `readonly` when immutable. This prevents defensive copies.
```csharp
// DO: Readonly struct for immutable value types
public readonly record struct OrderId(Guid Value)
{
public static OrderId New() => new(Guid.NewGuid());
public override string ToString() => Value.ToString();
}
// DO: Readonly struct for small, short-lived data
public readonly struct Money
{
public decimal Amount { get; }
public string Currency { get; }
public Money(decimal amount, string currency)
{
Amount = amount;
Currency = currency;
}
}
// DON'T: Mutable struct (causes defensive copies)
public struct Point // Not readonly!
{
public int X { get; set; } // Mutable!
public int Y { get; set; }
}
```
### When to Use Structs
| Use Struct When | Use Class When |
|-----------------|----------------|
| Small (≤16 bytes typically) | Larger objects |
| Short-lived | Long-lived |
| Frequently allocated | Shared references needed |
| Value semantics required | Identity semantics required |
| Immutable | Mutable state |
---
## Prefer Static Pure Functions
Static methods with no side effects are faster and more testable.
```csharp
// DO: Static pure function
public static class OrderCalculator
{
public static Money CalculateTotal(IReadOnlyList<OrderItem> items)
{
var total = items.Sum(i => i.Price * i.Quantity);
return new Money(total, "USD");
}
}
// Usage - predictable, testable
var total = OrderCalculator.CalculateTotal(items);
```
**Benefits:**
- No vtable lookup (faster)
- No hidden state
- Easier to test (pure input → output)
- Thread-safe by design
- Forces explicit dependencies
```csharp
// DON'T: Instance method hiding dependencies
public class OrderCalculator
{
private readonly ITaxService _taxService; // Hidden dependency
private readonly IDiscountService _discountService; // Hidden dependency
public Money CalculateTotal(IReadOnlyList<OrderItem> items)
{
// What does this actually depend on?
}
}
// BETTER: Explicit dependencies via parameters
public static class OrderCalculator
{
public static Money CalculateTotal(
IReadOnlyList<OrderItem> items,
decimal taxRate,
decimal discountPercent)
{
// All inputs visible
}
}
```
**Don't go overboard** - Use instance methods when you genuinely need state or polymorphism.
---
## Defer Enumeration
Don't materialize enumerables until necessary. Avoid excessive LINQ chains.
```csharp
// BAD: Premature materialization
public IReadOnlyList<Order> GetActiveOrders()
{
return _orders
.Where(o => o.IsActive)
.ToList() // Materialized!
.OrderBy(o => o.CreatedAt) // Another iteration
.ToList(); // Materialized again!
}
// GOOD: Defer until the end
public IReadOnlyList<Order> GetActiveOrders()
{
return _orders
.Where(o => o.IsActive)
.OrderBy(o => o.CreatedAt)
.ToList(); // Single materialization
}
// GOOD: Return IEnumerable if caller might not need all items
public IEnumerable<Order> GetActiveOrders()
{
return _orders
.Where(o => o.IsActive)
.OrderBy(o => o.CreatedAt);
// Caller decides when to materialize
}
```
### Async Enumeration
Be careful with async and IEnumerable:
```csharp
// BAD: Async in LINQ - hidden allocations
var results = orders
.Select(async o => await ProcessOrderAsync(o)) // Task per item!
.ToList();
await Task.WhenAll(results);
// GOOD: Use IAsyncEnumerable for streaming
public async IAsyncEnumerable<OrderResult> ProcessOrdersAsync(
IEnumerable<Order> orders,
[EnumeratorCancellation] CancellationToken ct = default)
{
foreach (var order in orders)
{
ct.ThrowIfCancellationRequested();
yield return await ProcessOrderAsync(order, ct);
}
}
// GOOD: Batch processing for parallelism
var results = await Task.WhenAll(
orders.Select(o => ProcessOrderAsync(o)));
```
---
## ValueTask vs Task
Use `ValueTask` for hot paths that often complete synchronously. For real I/O, just use `Task`.
```csharp
// DO: ValueTask for cached/synchronous paths
public ValueTask<User?> GetUserAsync(UserId id)
{
if (_cache.TryGetValue(id, out var user))
{
return ValueTask.FromResult<User?>(user); // No allocation
}
return new ValueTask<User?>(FetchUserAsync(id));
}
// DO: Task for real I/O (simpler, no footguns)
public Task<Order> CreateOrderAsync(CreateOrderCommand cmd)
{
// This always hits the database
return _repository.CreateAsync(cmd);
}
```
**ValueTask rules:**
- Never await a ValueTask more than once
- Never use `.Result` or `.GetAwaiter().GetResult()` before completion
- If in doubt, use Task
---
## Span and Memory for Bytes
Use `Span<T>` and `Memory<T>` instead of `byte[]` for low-level operations.
```csharp
// DO: Accept Span for synchronous operations
public static int ParseInt(ReadOnlySpan<char> text)
{
return int.Parse(text);
}
// DO: Accept Memory for async operations
public async Task WriteAsync(ReadOnlyMemory<byte> data)
{
await _stream.WriteAsync(data);
}
// DON'T: Force array allocation
public static int ParseInt(string text) // String allocated
{
return int.Parse(text);
}
```
### Common Span Patterns
```csharp
// Slice without allocation
ReadOnlySpan<char> span = "Hello, World!".AsSpan();
var hello = span[..5]; // No allocation
// Stack allocation for small buffers
Span<byte> buffer = stackalloc byte[256];
// Use ArrayPool for larger buffers
var buffer = ArrayPool<byte>.Shared.Rent(4096);
try
{
// Use buffer...
}
finally
{
ArrayPool<byte>.Shared.Return(buffer);
}
```
---
## Collection Return Types
### Return Immutable Collections from APIs
```csharp
// DO: Return immutable collection
public IReadOnlyList<Order> GetOrders()
{
return _orders.ToList(); // Caller can't modify internal state
}
// DO: Use frozen collections for static data (.NET 8+)
private static readonly FrozenDictionary<string, Handler> _handlers =
new Dictionary<string, Handler>
{
["create"] = new CreateHandler(),
["update"] = new UpdateHandler(),
}.ToFrozenDictionary();
// DON'T: Return mutable collection
public List<Order> GetOrders()
{
return _orders; // Caller can modify!
}
```
### Internal Mutation is Fine
```csharp
public IReadOnlyList<OrderItem> BuildOrderItems(Cart cart)
{
var items = new List<OrderItem>(); // Mutable internally
foreach (var cartItem in cart.Items)
{
items.Add(CreateOrderItem(cartItem));
}
return items; // Return as IReadOnlyList
}
```
### Collection Guidelines
| Scenario | Return TypeRelated in Design
contribute
IncludedLocal-only OSS contribution command center. Auto-refreshes the user's in-flight PR and issue state on invoke so conversations start with full context — no need to brief Claude on what's in flight. Helps the user find issues to contribute to on GitHub, builds per-repo dossiers of what each upstream expects (CLA, DCO, branch convention, AI policy, draft-first, review bots, issue templates), runs deterministic gates before any external action so AI-assisted contributions don't reach maintainers as slop. State is markdown-only: candidate files at ~/.contribute-system/candidates/, repo dossiers at ~/.contribute-system/research/, append-only event log at ~/.contribute-system/log.jsonl. No database, no cloud calls. Use when the user asks about their PRs / issues / contributions, wants to find new work to take on, claim an issue, build/refresh a repo's dossier, or draft a Design Issue or PR. Trigger with "/contribute", "what's my PR status", "find a contribution", "claim issue X", "draft a Design Issue for Y", "refresh dossier for Z".
architectural-analysis
IncludedUser-triggered deep architectural analysis of a codebase or scoped subtree across eight modes — information architecture, data flow, integration points, UI surfaces, interaction patterns, data model, control flow, and failure modes. This skill should be used when the user asks to "diagram this codebase," "map the architecture," "show the data flow," "give me an ERD," "trace control flow," "find the integration points," "verify the layout pattern," "audit the UX architecture," or any similar request whose primary deliverable is mermaid diagrams plus cited reports under docs/architecture/. Dispatches haiku/sonnet sub-agents in parallel for per-mode exploration, then verifies every citation mechanically before any node lands in a diagram. Not for one-off prose explanations of code (use code-explanation) or for high-level system design from scratch (use system-design).
mcp
IncludedModel Context Protocol (MCP) server development and tool management. Languages: Python, TypeScript. Capabilities: build MCP servers, integrate external APIs, discover/execute MCP tools, manage multi-server configs, design agent-centric tools. Actions: create, build, integrate, discover, execute, configure MCP servers/tools. Keywords: MCP, Model Context Protocol, MCP server, MCP tool, stdio transport, SSE transport, tool discovery, resource provider, prompt template, external API integration, Gemini CLI MCP, Claude MCP, agent tools, tool execution, server config. Use when: building MCP servers, integrating external APIs as MCP tools, discovering available MCP tools, executing MCP capabilities, configuring multi-server setups, designing tools for AI agents.
react-native-skia
IncludedDesign, build, debug, and optimise high-polish animated graphics in React Native or Expo using @shopify/react-native-skia, Reanimated, and Gesture Handler. Use when the user wants canvas-driven UI, shaders, paths, rich text, image filters, sprite fields, Skottie, video frames, snapshots, web CanvasKit setup, or performance tuning for custom motion-heavy elements such as loaders, hero art, cards, charts, progress indicators, particle systems, or gesture-driven surfaces. Also use when the user asks for fluid, glow, glass, blob, parallax, 60fps/120fps, or GPU-friendly animated effects in React Native, even if they do not explicitly say "Skia". Do not use for ordinary form/layout work with standard views.
plaid
IncludedProduct Led AI Development — guides founders from idea to launched product. Six capabilities: Idea (discover a product idea), Validate (pressure-test the idea against fatal flaws, problem reality, competition, and 2-week MVP feasibility), Plan (vision intake + document generation), Design (translate image references into a design.md spec), Launch (go-to-market strategy), and Build (roadmap execution). Use when someone says "PLAID", "plaid idea", "help me find an idea", "product idea", "idea from my business", "idea from my expertise", "plaid validate", "validate my idea", "pressure-test", "is this idea good", "find fatal flaws", "validate the problem", "plan a product", "define my vision", "generate a PRD", "product strategy", "plaid design", "design from image", "translate image to design", "create design.md", "extract design tokens", "plaid launch", "go-to-market", "launch plan", "GTM strategy", "launch playbook", "plaid build", "build the app", "start building", or "execute the roadmap".
nextjs-framer-motion-animations
IncludedAdds production-safe Motion for React or Framer Motion animations to Next.js apps, including reveal, hover and tap micro-interactions, whileInView, stagger, AnimatePresence, layout and layoutId transitions, reorder, scroll-linked UI, and lightweight route-content transitions. Use when the user asks to add, refactor, or debug Motion or Framer Motion in App Router or Pages Router codebases, especially around server/client boundaries, reduced motion, LazyMotion, bundle size, hydration, or route transitions. Avoid for GSAP-style timelines, WebGL or 3D scenes, heavy scroll storytelling, or CSS-only effects unless Motion is explicitly requested.