Inventory and test explicitly authorized network services with bounded discovery and protocol-aware validation.
Plan, implement, test, and diagnose observability for server-side Swift services, including Swift Logging, Swift Metrics, Swift Distributed Tracing, OpenTelemetry handoffs,…
Design, implement, and validate SwiftUI and AppKit macOS window behavior. Use when choosing window scenes, toolbar or title-bar treatment, drag regions, placement, resizing,…
Implement and maintain idiomatic Java backend services, including package structure, records, sealed types, nullability, optionals, exceptions, concurrency, dependency boundaries,…
Reproduce and evaluate refusal-direction ablation on controlled checkpoints. Use when estimating refusal representations, applying activation or weight orthogonalization,…
Discover local user-guide topics for installed Apple Mac apps through the Tips HelpViewer catalog, with app matching, installed-version capture, result verification, and…
Add or update Cardhop.app contacts through the bundled Cardhop.app Socket MCP server. Use when a user wants to create a contact, adjust an existing contact, or validate Cardhop…
Connect, expose, validate, and troubleshoot Agent2Agent (A2A) peers. Use for Agent Cards, peer authentication, message and task lifecycles, streaming, push notifications, or…
Plan and validate SwiftPM build or command plugins, macros, package traits, generated sources, permissions, and Xcode handoffs.
Plan, build, and validate consent-aware SMS, MMS, and RCS business messaging agents, including sender setup, webhooks, rich content, delivery, and fallback.
Build or refactor a SwiftUI app feature on top of SwiftASB using framework-owned SwiftUI state, SwiftASB thread and turn handles, observable companions, clear runtime diagnostics,…
Create Ghidra projects for compiled artifacts. Use for import, loader and analyzer choices, listings, functions, symbols, types, references, graphs, decompiler review, scripts,…
Plan, build, run, test, and diagnose Vapor server-side Swift services using current Vapor documentation, Vapor Toolbox project creation, SwiftPM-first commands, routing,…
Preserve and document security evidence before analysis, containment, or remediation changes it. Use for suspicious artifacts, volatile host state, vulnerability validation,…
Coordinate bounded work across in-run subagents or worker tasks. Use before spawning, resuming, steering, cancelling, or closing workers when the coordinator needs a structured…
Maintain canonical API.md files through deterministic audit and bounded apply modes. Use when a project API reference needs auditing, normalization, or bounded fixes for API…
Choose a supported chat, calling, business-messaging, or collaboration integration shape before implementation.
Build or modify idiomatic Python projects using uv, explicit package layout, typed configuration, focused tests, Ruff, mypy, and repo-local validation without overriding…
Build and diagnose custom macOS and Linux VM hosts with Apple's Virtualization framework. Use for platform and boot configuration, devices, VM bundles, lifecycle, save and…
Organize Swift source trees and oversized Swift files by feature, layer, and declaration group; split large files, normalize `// MARK:` sections, enforce plain-language…
Build or modify idiomatic F# .NET projects using explicit modules, domain types, functional data flow, file ordering, async/task interop, tests, and repo-local validation.
Guide remote-first tvOS SwiftUI and UIKit decisions: focus navigation, Large Text, Apple TV capability gates, and TVMLKit migration.
Assign worktree, branch, thread, artifact, write, validation, integration, and cleanup ownership before parallel repository work.
Validate Python package surfaces with pyproject metadata, uv-managed builds, dependency boundaries, local smoke checks, semantic versioning, and release-boundary guidance.
Plan, build, run, test, and diagnose Hummingbird server-side Swift services using current Hummingbird documentation, SwiftPM-first commands, routing, middleware, request contexts,…
Diagnose a running Apple app through Xcode’s active LLDB debugging session and assess the experimental Xcode 27 lldb-mcp executable.
Route language-model training, data, evaluation, checkpoint, representation, steering, ablation, jailbreak, tool-calling, Apple-runtime, and benchmark requests.
Run complete modernization and repair passes over existing Swift code, sequencing formatting, source inventory, file splitting, API cleanup, error handling cleanup, functional…
Route Apple app-extension work across extension points, targets, isolation, entitlements, shared containers, lifecycle, privacy, testing, signing, distribution, and handoffs.
Set up, run, and improve Python tests in uv projects and workspaces. Use for pytest configuration, focused and package-targeted runs, fixtures, parametrization, async and…
Automate repeatable Hopper analysis with its installed Python SDK or extension APIs. Use for deterministic queries, controlled annotations, structured exports, or a scriptable…
Capture and interpret reproducible iOS Simulator performance and memory evidence. Use when an iOS issue needs ETTrace/symbolication, a memgraph, leak ownership traces, or…
Audit or align a GitHub repository's server-side settings, including repository features, merge methods, branch protection or rulesets, Dependabot, secret scanning, push…
Prepare and reset persistent Linux development guests on macOS. Use when comparing container machine, Lima or Colima, and full VMs for distros, init systems, services, custom…
Guide Swift Testing, XCTest holdouts, xctestplan handoff conditions, async test design, semantic accessibility-test boundaries, test-fixture organization, and package…
Choose the right SwiftASB integration shape for a SwiftUI app, AppKit app, command-line tool, helper service, package library, test harness, or mixed Swift project before…
Select and operate Apple Game Porting Toolkit 3 or 4 for bringing an existing Windows game or engine to Apple platforms.
Build or modify a Falco web application in idiomatic F#, using functional routing, request and response helpers, explicit ASP.NET Core integration, security boundaries, and…
Build a local-first Java or Kotlin Google ADK agent service with explicit tools, model capability checks, evaluation fixtures, and draft-before-write promotion.
Run, filter, debug, and explain .NET tests for F#, C#, and mixed solutions using dotnet test while respecting repo-local test framework choices.
Plan, implement, test, and diagnose WebRTC work, including W3C and IETF source checks, browser and native runtime support, signaling boundaries, ICE/STUN/TURN, DTLS, SRTP, SDP…
Validate .NET package surfaces for F# and C# libraries with project metadata, dotnet pack, local package smoke checks, semantic versioning, and release-boundary guidance.
Design causal research into model activations, features, attention, residual streams, probes, and circuits.
Prepare, stage, and safely submit high-signal Apple Feedback Assistant bug reports, crash reports, enhancement requests, and Foundation Models feedback attachments.
Review generated pseudocode or disassembly without presenting it as original source. Use when Codex must interpret, compare, annotate, validate, or summarize output from Cutter,…
Guide Core Haptics and game feedback work for Apple games. Use when Codex designs, implements, repairs, or validates CHHapticEngine, CHHapticPattern, audio-haptic feedback,…
Plan and validate Google Meet add-ons, conference REST integrations, event subscriptions, artifacts, and preview media API work.
Write a reproducible security assessment or penetration-test report from validated evidence. Use when technical findings, negative results, scope, methodology, limitations,…
Maintain canonical CONTRIBUTING.md files through deterministic audit and bounded apply modes. Use when a project contribution guide needs auditing, normalization, or bounded fixes…
Design, implement, migrate, test, and integrate SwiftData persistence in Apple apps using current Apple documentation.
Eradicate verified compromise mechanisms, restore trusted service, and monitor after a cybersecurity incident.
Use installed Objective-See macOS security tools as thin evidence adapters. Use for KnockKnock persistence inventory, BlockBlock persistence alerts, LuLu network decisions,…
Implement reusable Rust library crates after the project shape is chosen, including public API design, module visibility, error types, feature flags, documentation examples, unit…
Guide legacy Core Audio and Audio Toolbox modernization and repair, including AudioUnit, AudioQueue, AudioConverter, AudioStreamBasicDescription, AudioComponentDescription,…
Design and repair secure inbound events, webhooks, interactions, retries, acknowledgements, and delivery observability for messaging and collaboration platforms.
Diagnose modern network protocol failures with evidence, including HTTP version negotiation, QUIC and UDP reachability, TLS and ALPN, Alt-Svc, browser networking, WebRTC…
Plan and align Codex GUI worktree-first workflows, local environments, actions, permanent worktrees, and handoffs to Git or Worktrunk worktrees.
Guide ARKit world tracking, anchors, planes, ray casting, feature points, scene depth, smoothed depth, LiDAR scene reconstruction, meshes, classification, environment texturing,…
Design and diagnose macOS file access. Use for App Sandbox, App Groups, user selection, security-scoped bookmarks across relaunches, helpers or extensions, stale access, TCC…
Prepare language-model training, preference, red-team, or evaluation datasets. Use when collecting, filtering, deduplicating, templating, splitting, or auditing examples for…