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.
npx skills add inho-team/qe-mcp --skill qswift-expertgit clone --depth 1 https://github.com/inho-team/qe-mcpWrote 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/skills/inho-team/qe-mcp/qswift-expert)<a href="https://agentmods.dev/skills/inho-team/qe-mcp/qswift-expert"><img src="https://agentmods.dev/badge/skills/inho-team/qe-mcp/qswift-expert/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/skills/inho-team/qe-mcp/qswift-expert"><img src="https://agentmods.dev/badge/skills/inho-team/qe-mcp/qswift-expert.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 | $0.00099 | $0.02000 |
| Opus 5 | $0.00049 | $0.01000 |
| Sonnet 5 | $0.00020 | $0.00400 |
| Haiku 4.5 | $0.00010 | $0.00200 |
Grade A, and why
Qswift-expert scanned grade A with 1 finding 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
func fetch(id: T.ID) async throws -> T How it starts
The opening of the file, as written. The whole thing — 255 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Swift Expert
Core Workflow
- Architecture Analysis - Identify platform targets, dependencies, design patterns
- Design Protocols - Create protocol-first APIs with associated types
- Implement - Write type-safe code with async/await and value semantics
- Optimize - Profile with Instruments, ensure thread safety
- Test - Write comprehensive tests with XCTest and async patterns
Validation checkpoints: After step 3, run
swift buildto verify compilation. After step 4, runswift build -warnings-as-errorsto surface actor isolation and Sendable warnings. After step 5, runswift testand confirm all async tests pass.
Reference Guide
Load detailed guidance based on context:
| Topic | Reference | Load When |
|---|---|---|
| SwiftUI | references/swiftui-patterns.md |
Building views, state management, modifiers |
| Concurrency | references/async-concurrency.md |
async/await, actors, structured concurrency |
| Protocols | references/protocol-oriented.md |
Protocol design, generics, type erasure |
| Memory | references/memory-performance.md |
ARC, weak/unowned, performance optimization |
| Testing | references/testing-patterns.md |
XCTest, async tests, mocking strategies |
Code Patterns
1. Struct + Protocol Conformance (Basic)
/// A protocol defining repository behavior for generic entity types.
protocol DataRepository<T> {
/// The entity type this repository manages.
associatedtype T: Identifiable
/// Fetches an entity by its identifier.
/// - Parameters:
/// - id: The unique identifier of the entity.
/// - Returns: The fetched entity.
/// - Throws: `RepositoryError` if fetch fails.
func fetch(id: T.ID) async throws -> T
}
/// A concrete repository implementation for User entities.
struct UserRepository: DataRepository {
typealias T = User
func fetch(id: UUID) async throws -> User {
// Implementation with proper error handling
return User(id: id, name: "John")
}
}
What ships with it
5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 11d ago First seen · 255 lines · 99 tokens per session scan A 0b361caef672
Qswift-expert is a skill published in the GitHub repository inho-team/qe-mcp (0 stars, last pushed 2mo ago), licensed MIT. It adds 99 tokens to every session and 2,000 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-01.
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