macOS 14+ · Apple Silicon & Intel · ~12 MB
awizemann.github.io/harness · Wiki · All releases
A native macOS developer tool that drives an iOS Simulator, a macOS app, or a web app with an AI agent so you can run user tests — not scripted UI tests, but real-user simulation.
You write a goal in plain language ("I want to sign up and create my first list", "delete my account", "find a vegetarian restaurant near me and save it") and a persona ("first-time user, never seen this app"). Harness builds (or just launches) your target, and an LLM agent reads screenshots, clicks/types/scrolls, and pursues the goal — narrating what it sees, flagging UX friction (dead ends, ambiguous labels, unresponsive controls), and stopping when it succeeds, fails, or would give up.
Three artifacts come out of every run:
- Did the goal complete? — success / failure / blocked + summary
- What was the path? — replayable sequence of screens + actions
- Where was the friction? — timestamped events the agent flagged as confusing
| Kind | How Harness drives it |
|---|---|
| iOS Simulator | xcodebuild your project + scheme; simctl boot/install/launch; WebDriverAgent for input. |
| macOS app | NSWorkspace launch (pre-built .app or xcodebuild macOS scheme). Contained input by default — AX actions (AXPress / AXSetValue) first, then CGEvent.postToPid to the app's own queue for scroll / shortcuts / raw clicks; the real pointer never moves, focus is never stolen, no app but the target is touched, and there's no global-HID fallback (unreachable controls fail honestly). Set HARNESS_MACOS_INPUT=hid to restore the legacy global-HID + foregrounding backend. CGWindowListCreateImage for capture (grabs the window even in the background). |
| Web app | Embedded WKWebView at a chosen viewport (default 1280×1600 tall desktop, or 375×812 mobile); JS-synthesised events for input; WKWebView.takeSnapshot for capture. The mirror shows a flat browser chrome (no device bezel) so the screenshot fills the full pane and one snapshot covers more page — fewer scrolls per goal, lower API cost. |
Per-app setting: each Application declares its kind once at create time. The agent's tool schema (clicks vs swipes vs key shortcuts vs navigate) and the system-prompt context block re-shape per platform. Run history, replay, and friction reporting are platform-neutral.
Status: v0.8.1 (alpha). Drive Harness from an agent via the MCP server — either autonomous runs (surfaced as first-class, badged history) or step-level UI sessions that let an external client see and act on a web, iOS, or macOS target directly, with no LLM loop and no API key. The
harness-mcpbinary is now standalone and relocatable — bundle it inside another product and run it from anywhere. Sparkle auto-update built in. All three platforms wired end-to-end with Set-of-Mark targeting on iOS, macOS, and web (numbered overlays on interactive elements; agent clicks by id, not pixel; agent-only, never on disk); Local Mac inference via Ollama (Qwen3-VL 8B, Gemma 4 Vision 9B, Llama 3.2 Vision 11B, plus a custom-model field) alongside cloud providers (Anthropic Opus 4.7 / Sonnet 4.6 / Haiku 4.5; OpenAI GPT-5 Mini / GPT-4.1 Nano; Google Gemini 2.5 Flash / Flash Lite); per-Application credential storage; per-provider Keychain storage; configurable per-model token budgets; unlimited-step option;harness-clidev-time driver. macOS needs Screen Recording + Accessibility permission. Web is WebKit-only; Chrome via CDP is on the roadmap. Seedocs/ROADMAP.md.
- Authenticated web sessions — inject and export session state. Web sessions stay fresh-user by default, but SSO-only products were unreachable.
start_ui_sessiongains web-onlyvisible: true(the session window comes on screen for a human to log in — password, SSO, MFA) andsession_state(cookies +localStorage, injected before the first navigation). The newexport_ui_session_statetool returns the live session's state in exactly the shapesession_stateaccepts, so a human-authenticated visible session round-trips into later headless ones. Cookie values follow thefill_credentialprecedent: never logged, never insteps.jsonl, never on disk, never on the persisted run model. SeeHarnessMCP/README.md. - Mark labels come from the label, not the placeholder. The web probe now resolves an accessible name the way a screen reader would (
aria-label→labelledby→<label>→placeholder→title→value→ text →name) and each structured mark reports which rule won aslabel_source(declared in theoutputSchema; web only). No more selectors keyed on sample placeholder data. act_uisettles on the DOM change, not just on navigation. Observation is armed before dispatch and the gate drains the page's own pending work (setTimeout≤ 2s, in-flightfetch/XHR), so a same-URL React state swap lands in the action's own observation instead of the pre-action frame. Idle pages still return at the 250ms floor; ceiling 3s.- 359 unit tests passing (326 at 0.8.0), plus three new live-smoke phases: label priority, the 500ms same-URL swap captured by
act_uiitself, and the injection → export round trip with asteps.jsonlsecret check.
Notes for earlier versions live on the Releases page.
Harness vendors appium/WebDriverAgent as a git submodule under vendor/WebDriverAgent (it's how we drive the iOS Simulator's responder chain). The Xcode project is generated from project.yml via xcodegen.
git clone https://github.com/awizemann/harness.git
cd harness
git submodule update --init --recursive
brew install xcodegen
xcodegen generate
open Harness.xcodeprojThe first run builds WDA against your simulator's iOS runtime (~1–2 min). Result is cached under ~/Library/Application Support/Harness/wda-build/<iOS-version>/ and reused on subsequent runs.
Full setup: see Build-and-Run on the Wiki.
standards/INDEX.md— development, code, and architecture standards. Read these before adding code.- GitHub Wiki — "where things live, why, and how to extend them." Maintained per PR alongside code.
docs/ARCHITECTURE.md— system architecture overview.docs/ROADMAP.md— build order and milestones.docs/PROMPTS/— canonical agent prompts (loaded as a bundle resource at runtime).HarnessDesign/— design system tokens, primitives, and screen layouts.
PRs welcome. Read CONTRIBUTING.md first — it covers setup, the architecture rules (MVVM-F, Swift 6 strict concurrency, single subprocess actor), and the public-surfaces sync rule (code changes that affect README / wiki / site update them in the same PR).
MIT — see LICENSE.