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SPICE simulation → oscilloscope → verification with Claude Code — Lucas Gerads GitHub - GainSec/AutoProber: Hardware hacker’s flying probe automation stack for agent-driven target discovery, microscope mapping, safety-monitored CNC motion, probe review, and controlled pin probing. Introducing Claude Opus 4.7 Qwen Studio The Future of Everything is Lies, I Guess: Where Do We Go From Here? 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GitHub - hpennington/agentswift
hpen · 2026-04-28 · via Hacker News: Front Page

Download AgentSwift-0.1.zip You must install the dependencies listed below in order for the binary to work. See below for setup commands.

Dependencies:

  • Xcode
  • Xcode command line tools
  • xcodebuildmcp
  • openspec

AgentSwift settings panel

AgentSwift

A native macOS app that runs an autonomous AI coding agent for Apple platform development. Describe what you want to build, and AgentSwift uses Claude to discover your project, implement changes, build, run, and validate — without you touching Xcode.

What it does

AgentSwift drives a multi-phase agentic workflow:

  1. Discover — Claude inspects your Xcode project structure and schemes
  2. Implement — edits source files to match your request
  3. Build — runs xcodebuildmcp to compile
  4. Launch / Validate — boots the app on a simulator or macOS, runs UI automation to verify behavior
  5. Archive — marks the task complete

Requirements

Dependencies

Install these two CLIs before running the agent:

xcodebuildmcp

Provides build, launch, and UI automation capabilities for Xcode projects.

npm install -g xcodebuildmcp

openspec

Tracks implementation specs across agent sessions.

npm install -g @fission-ai/openspec

Setup

  1. Build and run the app in Xcode.
  2. Open Settings and enter your Anthropic API key.
  3. Select a Project Folder (the root of your Xcode project).
  4. Optionally pick an iOS Simulator from the dropdown.
  5. Type what you want to build and press Cmd+Return.

On the first run the agent discovers your project's scheme and simulator target. Subsequent runs skip discovery and go straight to implementation.

Models

Model Use when
Claude Opus 4.7 Complex tasks, large codebases
Claude Sonnet 4.6 Faster iteration, lighter tasks

Key behaviors

  • Message queuing — if you send a new message while the agent is running, the latest supersedes earlier ones
  • Build caching — scheme, project path, and simulator ID are extracted after the first build and reused automatically
  • Error escalation — the agent attempts one fix on a failure, then surfaces the error to you rather than looping

Architecture

AgentSwiftApp.swift    — app entry point
ContentView.swift      — UI, view models, agentic loop
AnthropicService.swift — Anthropic API client (streaming SSE)
ToolExecutor.swift     — bash / read_file / write_file execution
Item.swift             — chat message model

No external Swift dependencies — pure SwiftUI + Foundation.