database-driver-design/SKILL.md
Expert guidance on building Swift database client libraries. Use when developers mention: (1) building a database driver, (2) wire protocol implementation, (3) connection pooling design, (4) state machines for protocol handling, (5) NIO channel handlers for databases, (6) backpressure in result streaming, (7) actor executor alignment with NIO.
npx skillsauth add wendylabsinc/claude-skills database-driver-designInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
This skill provides expert guidance on building production-quality database client libraries in Swift, covering wire protocol implementation, connection management, type-safe APIs, and integration with Swift Concurrency. Patterns are derived from exemplary implementations: valkey-swift and postgres-nio.
ExpressibleByStringInterpolation to convert values to bindingsunownedExecutor to align with NIO event loopsDefine commands as types with associated response types for compile-time safety:
public protocol DatabaseCommand: Sendable, Hashable {
associatedtype Response: Decodable
static var name: String { get }
func encode(into encoder: inout CommandEncoder)
}
public struct GET: DatabaseCommand {
public typealias Response = String?
public static var name: String { "GET" }
public let key: String
public func encode(into encoder: inout CommandEncoder) {
encoder.encode(Self.name, key)
}
}
public struct Query: ExpressibleByStringInterpolation {
public var sql: String
public var bindings: Bindings
public struct StringInterpolation: StringInterpolationProtocol {
var sql: String = ""
var bindings: Bindings = Bindings()
public mutating func appendLiteral(_ literal: String) {
sql.append(literal)
}
public mutating func appendInterpolation<T: Encodable>(_ value: T) {
bindings.append(value)
sql.append("$\(bindings.count)")
}
}
}
// Usage: let query: Query = "SELECT * FROM users WHERE id = \(userId)"
// Result: sql = "SELECT * FROM users WHERE id = $1", bindings = [userId]
Eliminate context switches by aligning actor executor with NIO event loop:
public final actor Connection: Sendable {
nonisolated public let unownedExecutor: UnownedSerialExecutor
init(channel: any Channel) {
self.unownedExecutor = channel.eventLoop.executor.asUnownedSerialExecutor()
}
}
Manage complex protocol state with explicit transitions and actions:
struct ConnectionStateMachine {
enum State {
case idle
case executing(QueryStateMachine)
case closing
case closed
case modifying // Prevents COW during mutations
}
enum Action {
case sendMessage(Message)
case forwardResult(Result)
case closeConnection
case none
}
private var state: State = .idle
mutating func handle(_ message: Message) -> Action {
switch (state, message) {
case (.idle, .query(let q)):
state = .executing(QueryStateMachine(q))
return .sendMessage(.parse(q))
// ... other transitions
}
}
}
Write length-prefixed data with placeholder and backfill:
extension Encodable {
func encodeRaw(into buffer: inout ByteBuffer) throws {
// Write placeholder for length (4 bytes for Int32)
let lengthIndex = buffer.writerIndex
buffer.writeInteger(Int32(0))
// Record position before encoding
let startIndex = buffer.writerIndex
// Encode the actual value
try self.encode(into: &buffer)
// Calculate and write actual length
let length = buffer.writerIndex - startIndex
buffer.setInteger(Int32(length), at: lengthIndex)
}
}
Design tiered protocols for different encoding guarantees:
// Base: runtime-determined type, may throw
public protocol ThrowingDynamicTypeEncodable: Sendable {
func encode(into byteBuffer: inout ByteBuffer) throws
var dataType: DataType { get }
}
// Non-throwing variant
public protocol DynamicTypeEncodable: ThrowingDynamicTypeEncodable {
func encode(into byteBuffer: inout ByteBuffer)
}
// Static type info known at compile time
public protocol StaticTypeEncodable: ThrowingDynamicTypeEncodable {
static var dataType: DataType { get }
}
// Non-throwing + static type info (most efficient)
public protocol NonThrowingEncodable: StaticTypeEncodable, DynamicTypeEncodable {}
Decode multiple columns type-safely using parameter packs:
extension Row {
func decode<each T: Decodable>(
_ types: (repeat each T).Type
) throws -> (repeat each T) {
var index = 0
return (repeat try decodeColumn((each T).self, at: &index))
}
}
// Usage: let (id, name, email) = try row.decode((Int.self, String.self, String.self))
Implement adaptive buffer strategy for result streaming:
struct AdaptiveBuffer: BackPressureStrategy {
var lowWatermark: Int
var highWatermark: Int
var currentTarget: Int
mutating func didYield(bufferDepth: Int) -> Bool {
// Shrink target if buffer too deep
if bufferDepth > currentTarget * 2 {
currentTarget = max(lowWatermark, currentTarget / 2)
}
return bufferDepth < currentTarget
}
mutating func didConsume(bufferDepth: Int) -> Bool {
// Grow target if buffer drains completely
if bufferDepth == 0 {
currentTarget = min(highWatermark, currentTarget * 2)
}
return bufferDepth < currentTarget
}
}
Conform connections to pool protocols:
extension Connection: PooledConnection {
public typealias ConnectionID = Int
}
struct KeepAliveBehavior: ConnectionKeepAliveBehavior {
typealias Connection = Connection
let frequency: Duration
func runKeepAlive(for connection: Connection) async throws {
_ = try await connection.ping()
}
}
final class ClientMetrics: ConnectionPoolObservabilityDelegate {
func connectionCreated(id: Int) { /* metrics */ }
func connectionLeased(id: Int) { /* metrics */ }
func connectionReleased(id: Int) { /* metrics */ }
func connectionClosed(id: Int) { /* metrics */ }
}
Prevent stack overflow with nested structures:
mutating func parseToken(maxDepth: Int = 100) throws -> Token {
guard maxDepth > 0 else {
throw ParsingError.tooDeeplyNested
}
switch tokenType {
case .array:
var elements: [Token] = []
for _ in 0..<count {
elements.append(try parseToken(maxDepth: maxDepth - 1))
}
return .array(elements)
// ... other cases
}
}
Implementing wire protocol encoding/decoding?
Designing type-safe query API?
ExpressibleByStringInterpolation for injection preventionEncodable/Decodable protocol hierarchies for type coercionManaging connections?
Implementing connection pooling?
PooledConnection protocol"SQL Injection vulnerability"
ExpressibleByStringInterpolation on query type$1, $2... parameter placeholders"Type mismatch when decoding results"
Decodable protocol with typed throws"Connection state corruption"
.modifying sentinel to prevent COW issues"Backpressure not working"
unownedExecutordevelopment
Autonomous continuous integration loop for the Wendy Cloud repository. Use when asked to: (1) iterate on the cloud stack, (2) find and fix bugs in Wendy Cloud, (3) run the cloud test loop, (4) continuously test the Swift broker, (5) scan for regressions after new features. This skill manages the full local dev stack autonomously including starting Docker, the Swift broker, pki-core, running tests, diagnosing failures, and applying fixes.
development
Expert guidance on Swift best practices, patterns, and implementation. Use when developers mention: (1) Swift configuration or environment variables, (2) swift-log or logging patterns, (3) OpenTelemetry or swift-otel, (4) Swift Testing framework or @Test macro, (5) Foundation avoidance or cross-platform Swift, (6) platform-specific code organization, (7) Span or memory safety patterns, (8) non-copyable types (~Copyable), (9) API design patterns or access modifiers.
tools
Expert guidance on building and deploying apps to WendyOS edge devices. Use when developers mention: (1) Wendy or WendyOS, (2) wendy CLI commands, (3) wendy.json or entitlements, (4) deploying apps to edge devices, (5) remote debugging Swift on ARM64, (6) NVIDIA Jetson or Raspberry Pi apps, (7) cross-compiling Swift for ARM64.
development
Curated Swift package ecosystem for WendyOS and Linux. Use when developers mention: (1) Swift packages for Linux or ARM64/AMD64, (2) choosing a Swift library, (3) Swift Package Index, (4) swiftpackageindex.com, (5) what Swift library to use, (6) Swift on WendyOS dependencies, (7) edge computing Swift libraries.