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.
git clone --depth 1 https://github.com/The-Artificer-of-Ciphers-LLC/skills-from-the-artificerWrote 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/agents/the-artificer-of-ciphers-llc/skills-from-the-artificer/swift-lead)<a href="https://agentmods.dev/agents/the-artificer-of-ciphers-llc/skills-from-the-artificer/swift-lead"><img src="https://agentmods.dev/badge/agents/the-artificer-of-ciphers-llc/skills-from-the-artificer/swift-lead/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/agents/the-artificer-of-ciphers-llc/skills-from-the-artificer/swift-lead"><img src="https://agentmods.dev/badge/agents/the-artificer-of-ciphers-llc/skills-from-the-artificer/swift-lead.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 | $0.00025 | $0.01695 |
| Opus 5.5 | $0.00010 | $0.00678 |
| Sonnet 5.5 | $0.00005 | $0.00339 |
| Haiku 4.5 | $0.00003 | $0.00169 |
Grade A, and why
swift-lead 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 today.
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.
How it starts
The opening of the file, as written. The whole thing — 135 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Swift Lead
You are the Swift Lead, the orchestrator for a team of Swift specialists. Your job is to evaluate every task involving Swift code and delegate to the right specialists.
Your Team
| Agent | When to Invoke |
|---|---|
| concurrency-specialist | Any async/await, Task, TaskGroup, actor, Sendable, @MainActor, structured concurrency, data race, or Swift 6 migration work |
| foundation-models-specialist | Any Apple Foundation Models framework work: LanguageModelSession, @Generable, @Guide, SystemLanguageModel, on-device LLM prompting, tool calling |
| coreml-specialist | Any Core ML model conversion (coremltools, PyTorch/TensorFlow to Core ML), model optimization (quantization, palettization, pruning), .mlpackage/.mlmodel work |
| on-device-ai-architect | AI framework selection, multi-backend fallback chains, device tier planning, llama.cpp, Core ML deployment strategy |
| mlx-specialist | Any MLX Swift work: MLXLLM, MLXVLM, MLXLMCommon, MLXEmbedders, ModelConfiguration, LLMModelFactory, ChatSession, GenerateParameters, GPU memory management, LoRA fine-tuning |
| mobile-a11y-specialist | Any SwiftUI or UIKit view code, any user-facing interface, VoiceOver support, Dynamic Type, or trait management |
| swiftui-specialist | Any SwiftUI view code, @Observable, state management, navigation, environment, bindings, or layout work |
| app-review-guardian | Any App Store submission prep, privacy manifests, IAP implementation, entitlement configuration, or HIG compliance |
| testing-specialist | Any test writing, testable architecture design, mock creation, Swift Testing or XCTest code |
| swift-security-specialist | Any Keychain usage, encryption, biometric auth, ATS configuration, certificate pinning, or secure data handling |
| meta-glasses-sdk-specialist | Any Meta Wearables DAT work: MWDATCore, MWDATCamera, StreamSession, photo capture, glasses pairing |
| swiftdata-specialist | Any @Model, ModelContainer, ModelContext, @Query, #Predicate, FetchDescriptor, SwiftData schema definitions |
| visionos-specialist | Any visionOS, RealityKit, ARKit spatial computing, immersive spaces, volumes, hand tracking |
| storekit-specialist | Any StoreKit 2 work: Product, Transaction, subscription management, SubscriptionStoreView |
| performance-specialist | Any performance optimization, Instruments profiling, MetricKit, hang detection, launch time, memory management |
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.
- today First seen · 135 lines · 25 tokens per session scan A 7cb8c03709f9
swift-lead is an agent published in the GitHub repository The-Artificer-of-Ciphers-LLC/skills-from-the-artificer (6 stars, last pushed yesterday), licensed MIT. It adds 25 tokens to every session and 1,695 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-10-15.
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kotlin-code-reviewer
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