ax-swift-perf

ax-swift-perf is a skill for Claude Code from Kasempiternal/axiom-v2. It costs 40 tokens per session (3,306 once invoked), scanned A, original, MIT.

A guide to making Swift programs run faster by reducing unnecessary copying, memory use, and concurrency overhead.

In plain words
What is it for?
Use it when tuning Swift collections, memory ownership, generic code, data layouts, or concurrent operations.
Why use it?
It helps find performance costs that are easy to miss in normal Swift code, such as repeated array resizing or runtime type dispatch.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: positional $N argument.

Part of the axiom plugin — 40 skills, 8 commands, 12 agents, 2 hooks shipped together

Good fit Use it when tuning Swift collections, memory ownership, generic code, data layouts, or concurrent operations.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/kasempiternal/axiom-v2/ax-swift-perf
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 Kasempiternal/axiom-v2 --skill ax-swift-perf
Clone the repo
git clone --depth 1 https://github.com/Kasempiternal/axiom-v2

Made for: Claude Code.

Or install axiom, the plugin that ships this one along with the rest of its 40 skills, 8 commands, 12 agents, 2 hooks.

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.

agentmods badge for ax-swift-perf

README.md
[![agentmods](https://agentmods.dev/badge/skills/kasempiternal/axiom-v2/ax-swift-perf/github.svg)](https://agentmods.dev/skills/kasempiternal/axiom-v2/ax-swift-perf)
Your own site
<a href="https://agentmods.dev/skills/kasempiternal/axiom-v2/ax-swift-perf"><img src="https://agentmods.dev/badge/skills/kasempiternal/axiom-v2/ax-swift-perf/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.

agentmods 80×15 button for ax-swift-perf

Your own site · 80×15
<a href="https://agentmods.dev/skills/kasempiternal/axiom-v2/ax-swift-perf"><img src="https://agentmods.dev/badge/skills/kasempiternal/axiom-v2/ax-swift-perf.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 40 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,306 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 $0.00040 $0.03306
Opus 5 $0.00020 $0.01653
Sonnet 5 $0.00008 $0.00661
Haiku 4.5 $0.00004 $0.00331

Measured 11d ago against content hash 9865e55a4bd4, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

ax-swift-perf 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.

axiom-plugin/skills/ax-swift-perf/SKILL.md · 472 lines

How it starts

The opening of the file, as written. The whole thing — 472 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Swift Performance

Quick Patterns

Reserve Capacity

// BAD: ~14 reallocations for 10000 appends
var array: [Int] = []
for i in 0..<10000 { array.append(i) }

// GOOD: Single allocation
var array: [Int] = []
array.reserveCapacity(10000)
for i in 0..<10000 { array.append(i) }

ContiguousArray (15% faster)

// For pure Swift (no ObjC bridging)
var array: ContiguousArray<Int> = []
array.reserveCapacity(count)

Avoid Defensive Copies

class DataStore { var items: [Item] = [] }

// BAD: Swift may defensively copy store.items each iteration
func process(_ store: DataStore) {
    for item in store.items { handle(item) }
}

// GOOD: One explicit copy
func process(_ store: DataStore) {
    let items = store.items
    for item in items { handle(item) }
}

Unowned vs Weak (2x faster)

// Use unowned when child lifetime < parent lifetime
class Child {
    unowned let parent: Parent  // No atomic overhead
}

Generic over Existential (10x faster)

// BAD: Existential container + dynamic dispatch
func drawAll(shapes: [any Drawable]) { for s in shapes { s.draw() } }

// GOOD: Specializable, static dispatch
func drawAll<T: Drawable>(shapes: [T]) { for s in shapes { s.draw() } }

Batch Actor Calls

// BAD: 10000 actor hops
for _ in 0..<10000 { await counter.increment() }

// GOOD: Single actor hop
await counter.incrementBatch(10000)

Lazy Evaluation

// BAD: Processes entire array
let result = array.map { expensive($0) }.filter { $0 > 0 }.first

// GOOD: Stops at first match
let result = array.lazy.map { expensive($0) }.filter { $0 > 0 }.first

Decision Tree

Performance issue identified?
|
|-- Profiler shows excessive copying?
|   |-- Large types copied repeatedly -> Noncopyable Types
|   +-- COW triggers in loop -> Copy-on-Write optimization
|
|-- Retain/release overhead in Time Profiler?
|   +-- ARC Optimization (unowned, capture only what's needed)
|
|-- Generic code in hot path?
|   |-- Using `any Protocol`? -> Switch to `some` or generic <T>
|   +-- Cross-module? -> @inlinable, @_specialize
|
|-- Collection operations slow?
|   |-- Many reallocations? -> reserveCapacity
|   |-- Pure Swift? -> ContiguousArray
|   |-- Fixed size? -> InlineArray
|   +-- Short-circuit needed? -> .lazy
|
|-- Async/await overhead visible?
|   |-- Many actor hops? -> Batch operations
|   |-- Task per item? -> TaskGroup instead
|   +-- Sync func marked async? -> Remove async
|
|-- Struct vs class decision?
|   |-- <= 64 bytes, no identity -> Struct
|   |-- > 64 bytes or shared -> Class
|   +-- Large + value semantics -> COW wrapper
|
+-- Memory layout concerns?
    |-- Struct padding -> Reorder fields (largest first)
    |-- Cache misses -> ContiguousArray (not linked list)
    +-- Runtime exclusivity checks -> Move to struct

Read the full file on GitHub · 472 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. 11d ago First seen · 472 lines · 40 tokens per session scan A 9865e55a4bd4

Subscribe to this mod's changes

ax-swift-perf is a skill published in the GitHub repository Kasempiternal/axiom-v2 (4 stars, last pushed 6mo ago), licensed MIT. It adds 40 tokens to every session and 3,306 once invoked, about $0.0002 per session on Opus 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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