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Get Started Free →E2E testing for Windows native desktop apps (WPF, WinForms, Win32/MFC, Qt) using pywinauto and Windows UI Automation.
.claude/skills/windows-desktop-e2e/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | 199% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 132% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 758% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 196% | 0% |
| case-12 | ✓→✓ | = Same ✓ | 201% | 0% |
End-to-end testing for Windows native desktop applications using pywinauto backed by Windows UI Automation (UIA). Covers WPF, WinForms, Win32/MFC, and Qt (5.x / 6.x) — with Qt-specific guidance as a dedicated section.
windows-latest)e2e-testing skill (Playwright)All Windows desktop automation relies on UI Automation (UIA), a Windows-built-in accessibility API. Every supported framework exposes a tree of UIA elements with properties Claude can read and act on:
Your test (Python)
└── pywinauto (UIA backend)
└── Windows UI Automation API ← built into Windows, framework-agnostic
└── App's UIA provider ← each framework ships its own
└── Running .exeUIA quality by framework:
| Framework | AutomationId | Reliability | Notes | |-----------|-------------|-------------|-------| | WPF | 5/5 | Excellent | x:Name maps directly to AutomationId | | WinForms | 4/5 | Good | AccessibleName = AutomationId | | UWP / WinUI 3 | 5/5 | Excellent | Full Microsoft support | | Qt 6.x | 5/5 | Excellent | Accessibility enabled by default; class names change to Qt6* | | Qt 5.15+ | 4/5 | Good | Improved Accessibility module | | Qt 5.7–5.14 | 3/5 | Fair | Needs QT_ACCESSIBILITY=1; objectName manual | | Win32 / MFC | 3/5 | Fair | Control IDs accessible; text matching common |
bash# Python 3.8+, Windows only pip install pywinauto pytest pytest-html Pillow pytest-timeout # Optional: screen recording # Install ffmpeg and add to PATH: https://ffmpeg.org/download.html
Verify UIA is reachable:
pythonfrom pywinauto import Desktop Desktop(backend="uia").windows() # lists all top-level windows
Install Accessibility Insights for Windows (free, from Microsoft) — your DevTools equivalent for inspecting the UIA element tree before writing any test.
The single most impactful thing you can do is give every interactive control a stable AutomationId before writing tests.
xml<!-- XAML: x:Name becomes AutomationId automatically --> <TextBox x:Name="usernameInput" /> <PasswordBox x:Name="passwordInput" /> <Button x:Name="btnLogin" Content="Login" /> <TextBlock x:Name="lblError" />
csharp// Set in designer or code usernameInput.AccessibleName = "usernameInput"; passwordInput.AccessibleName = "passwordInput"; btnLogin.AccessibleName = "btnLogin"; lblError.AccessibleName = "lblError";
cpp// Control resource IDs in .rc file are exposed as AutomationId strings // IDC_EDIT_USERNAME -> AutomationId "1001" // Prefer SetWindowText for Name; add IAccessible for richer support
tests/
├── conftest.py # app launch fixture, failure screenshot
├── pytest.ini
├── config.py
├── pages/
│ ├── __init__.py # required for imports
│ ├── base_page.py # locators, wait, screenshot helpers
│ ├── login_page.py
│ └── main_page.py
├── tests/
│ ├── __init__.py
│ ├── test_login.py
│ └── test_main_flow.py
└── artifacts/ # screenshots, videos, logspythonimport os, time from pywinauto import Desktop from config import ACTION_TIMEOUT, ARTIFACT_DIR class BasePage: def __init__(self, window): self.window = window # --- Locators (priority order) --- def by_id(self, auto_id, **kw): """AutomationId — most stable. Use as first choice.""" return self.window.child_window(auto_id=auto_id, **kw) def by_name(self, name, **kw): """Visible text / accessible name.""" return self.window.child_window(title=name, **kw) def by_class(self, cls, index=0, **kw): """Control class + index — fragile, avoid if possible.""" return self.window.child_window(class_name=cls, found_index=index, **kw) # --- Waits --- def wait_visible(self, spec, timeout=ACTION_TIMEOUT): spec.wait("visible", timeout=timeout) return spec def wait_gone(self, spec, timeout=ACTION_TIMEOUT): spec.wait_not("visible", timeout=timeout) return spec def wait_window(self, title, timeout=ACTION_TIMEOUT): """Wait for a new top-level window (dialogs, child windows).""" dlg = Desktop(backend="uia").window(title=title) dlg.wait("visible", timeout=timeout) return dlg def wait_until(self, fn, timeout=ACTION_TIMEOUT, interval=0.3): """Poll an arbitrary condition — use when UIA events are unreliable.""" deadline = time.time() + timeout while time.time() < deadline: try: if fn(): return True except Exception: pass time.sleep(interval) raise TimeoutError(f"Condition not met within {timeout}s") # --- Actions --- def click(self, spec): self.wait_visible(spec) spec.click_input() def type_text(self, spec, text): self.wait_visible(spec) ctrl = spec.wrapper_object() try: ctrl.set_edit_text(text) except Exception as e: # Qt 5.x fallback: UIA Value Pattern may be incomplete import sys, pywinauto.keyboard as kb print(f"[windows-desktop-e2e] set_edit_text failed ({e}), using keyboard fallback", file=sys.stderr) ctrl.click_input() kb.send_keys("^a") kb.send_keys(text, with_spaces=True) def get_text(self, spec): ctrl = spec.wrapper_object() for attr in ("window_text", "get_value"): try: v = getattr(ctrl, attr)() if v: return v except Exception: pass return "" # --- Artifacts --- def screenshot(self, name): os.makedirs(ARTIFACT_DIR, exist_ok=True) path = os.path.join(ARTIFACT_DIR, f"{name}.png") self.window.capture_as_image().save(path) return path
pythonfrom pages.base_page import BasePage class LoginPage(BasePage): @property def username(self): return self.by_id("usernameInput") @property def password(self): return self.by_id("passwordInput") @property def btn_login(self): return self.by_id("btnLogin") @property def error_label(self): return self.by_id("lblError") def login(self, user, pwd): self.type_text(self.username, user) self.type_text(self.password, pwd) self.click(self.btn_login) def login_ok(self, user, pwd, main_title="Main Window"): self.login(user, pwd) return self.wait_window(main_title) def login_fail(self, user, pwd): self.login(user, pwd) self.wait_visible(self.error_label) return self.get_text(self.error_label)
> For new projects prefer the Tier 1 sandbox fixture (see below) — it adds filesystem isolation at zero extra cost. This basic fixture is for minimal/legacy setups only.
pythonimport os, pytest os.environ["QT_ACCESSIBILITY"] = "1" # Required for Qt 5.x UIA support from pywinauto import Application from config import APP_PATH, MAIN_WINDOW_TITLE, LAUNCH_TIMEOUT, ARTIFACT_DIR @pytest.fixture def app(request): if not APP_PATH: pytest.exit("APP_PATH environment variable is not set", returncode=1) proc = Application(backend="uia").start(APP_PATH, timeout=LAUNCH_TIMEOUT) win = proc.window(title=MAIN_WINDOW_TITLE) win.wait("visible", timeout=LAUNCH_TIMEOUT) yield win # Screenshot on failure if getattr(getattr(request.node, "rep_call", None), "failed", False): os.makedirs(ARTIFACT_DIR, exist_ok=True) try: win.capture_as_image().save( os.path.join(ARTIFACT_DIR, f"FAIL_{request.node.name}.png") ) except Exception: pass # Graceful exit first, force-kill as fallback # proc is a pywinauto Application — use wait_for_process_exit(), not wait_for_process() try: win.close() proc.wait_for_process_exit(timeout=5) except Exception: proc.kill() @pytest.hookimpl(tryfirst=True, hookwrapper=True) def pytest_runtest_makereport(item, call): outcome = yield setattr(item, f"rep_{outcome.get_result().when}", outcome.get_result())
pythonimport os APP_PATH = os.environ.get("APP_PATH", "") # set via env — no default path MAIN_WINDOW_TITLE = os.environ.get("APP_TITLE", "") LAUNCH_TIMEOUT = int(os.environ.get("LAUNCH_TIMEOUT", "15")) ACTION_TIMEOUT = int(os.environ.get("ACTION_TIMEOUT", "10")) ARTIFACT_DIR = os.path.join(os.path.dirname(__file__), "artifacts")
ini[pytest] testpaths = tests markers = smoke: fast smoke tests for critical paths flaky: known-unstable tests addopts = -v --tb=short --html=artifacts/report.html --self-contained-html
AutomationId > Name (text) > ClassName + index > XPath
(stable) (readable) (fragile) (last resort)Inspect with Accessibility Insights → Properties pane → look for AutomationId first.
python# Inspect at runtime — paste into a REPL to explore the tree win.print_control_identifiers() # or narrow scope: win.child_window(auto_id="groupBox1").print_control_identifiers()
python# Wait for control to appear page.wait_visible(page.by_id("statusLabel")) # Wait for control to disappear (e.g. loading spinner) page.wait_gone(page.by_id("spinnerOverlay")) # Wait for a dialog to pop up dlg = page.wait_window("Confirm Delete") # Custom condition (e.g. text changes) page.wait_until(lambda: page.get_text(page.by_id("lblStatus")) == "Ready")
Never use time.sleep() as primary synchronization — use wait() or wait_until().
python# Screenshot on demand page.screenshot("after_login") # Full-screen capture (when window is off-screen or minimised) import pyautogui pyautogui.screenshot("artifacts/fullscreen.png") # Screen recording with ffmpeg (start before test, stop after) import subprocess def start_recording(name): return subprocess.Popen([ "ffmpeg", "-f", "gdigrab", "-framerate", "10", "-i", "desktop", "-y", f"artifacts/videos/{name}.mp4" ], stdin=subprocess.PIPE, stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL) def stop_recording(proc): proc.stdin.write(b"q"); proc.stdin.flush(); proc.wait(timeout=10)
The default failure screenshot is often too thin for diagnosing flaky tests. The step-level trace below is off by default — enable it only when reproducing a flaky case.
bashE2E_TRACE=1 pytest tests/test_login.py -v # Include typed text in the JSONL log (DO NOT use on tests that type credentials/PII): E2E_TRACE=1 E2E_TRACE_INCLUDE_TEXT=1 pytest ...
pythonimport os, json, time TRACE_ENABLED = os.environ.get("E2E_TRACE") == "1" TRACE_INCLUDE_TEXT = os.environ.get("E2E_TRACE_INCLUDE_TEXT") == "1" class BasePage: _step = 0 def _trace(self, action, spec=None, text=None): if not TRACE_ENABLED: return BasePage._step += 1 idx = f"{BasePage._step:03d}" os.makedirs(ARTIFACT_DIR, exist_ok=True) try: self.window.capture_as_image().save( os.path.join(ARTIFACT_DIR, f"step_{idx}_{action}.png")) except Exception: pass # capture failure must not break the test rec = { "ts": time.time(), "step": BasePage._step, "action": action, "locator": getattr(spec, "criteria", None), "text": text if TRACE_INCLUDE_TEXT else ("<redacted>" if text else None), } with open(os.path.join(ARTIFACT_DIR, "trace.jsonl"), "a") as f: f.write(json.dumps(rec) + "\n") def click(self, spec): self.wait_visible(spec); self._trace("click_before", spec) spec.click_input(); self._trace("click_after", spec) def type_text(self, spec, text): self.wait_visible(spec); self._trace("type_before", spec, text) # ... existing set_edit_text / keyboard fallback ... self._trace("type_after", spec)
type_text content is <redacted> by default. Never set E2E_TRACE_INCLUDE_TEXT=1 on login or payment flows.retention-days accordingly.trace.jsonl and uses a class-level counter. Clear the artifact directory before reruns, and use per-worker artifact dirs for parallel tests.BasePage (raw pywinauto calls in test code) are not traced.python# Quarantine — equivalent to Playwright's test.fixme() @pytest.mark.skip(reason="Flaky: animation race on slow CI. Issue #42") def test_animated_transition(self, app): ... # Skip in CI only @pytest.mark.skipif(os.environ.get("CI") == "true", reason="Flaky in CI #43") def test_heavy_load(self, app): ...
Common causes and fixes:
| Cause | Fix | |-------|-----| | Control not ready | Replace time.sleep with wait_visible | | Window not focused | Add win.set_focus() before interactions | | Animation in progress | wait_until(lambda: not loading_indicator.exists()) | | Dialog timing | wait_window(title, timeout=15) | | CI display not ready | Set DISPLAY or use virtual desktop in CI | | set_edit_text raises NotImplementedError | UIA ValuePattern missing (common on Qt 5.x) — BasePage.type_text already falls back to keyboard.send_keys | | Control exists but wait_visible times out | Window minimised or off-screen — call win.restore() + win.set_focus() before waiting |
Three tiers of isolation — use the lightest tier that satisfies your needs.
Each test gets its own APPDATA / LOCALAPPDATA / TEMP via subprocess.Popen and Application.connect(). pytest's tmp_path fixture handles cleanup automatically.
python# conftest.py — replace the basic `app` fixture with this import os, subprocess, pytest from pywinauto import Application from config import APP_PATH, APP_ARGS, APP_TITLE, LAUNCH_TIMEOUT, ACTION_TIMEOUT, ARTIFACT_DIR @pytest.fixture(scope="function") def app(request, tmp_path): """Fresh process + isolated user-data dirs per test.""" if not APP_PATH: pytest.exit("APP_PATH not set", returncode=1) # Redirect all per-user storage to an isolated tmp directory sandbox_env = os.environ.copy() sandbox_env["QT_ACCESSIBILITY"] = "1" sandbox_env["APPDATA"] = str(tmp_path / "AppData" / "Roaming") sandbox_env["LOCALAPPDATA"] = str(tmp_path / "AppData" / "Local") sandbox_env["TEMP"] = sandbox_env["TMP"] = str(tmp_path / "Temp") for p in (sandbox_env["APPDATA"], sandbox_env["LOCALAPPDATA"], sandbox_env["TEMP"]): os.makedirs(p, exist_ok=True) if not APP_TITLE: pytest.exit("APP_TITLE environment variable is not set", returncode=1) # shlex.split handles quoted args with spaces; plain split() breaks on them import shlex # Launch via subprocess so we can pass env; connect pywinauto by PID proc = subprocess.Popen( [APP_PATH] + shlex.split(APP_ARGS), env=sandbox_env, ) pw_app = Application(backend="uia").connect(process=proc.pid, timeout=LAUNCH_TIMEOUT) win = pw_app.window(title=APP_TITLE) win.wait("visible", timeout=LAUNCH_TIMEOUT) yield win if getattr(getattr(request.node, "rep_call", None), "failed", False): os.makedirs(ARTIFACT_DIR, exist_ok=True) try: win.capture_as_image().save( os.path.join(ARTIFACT_DIR, f"FAIL_{request.node.name}.png") ) except Exception: pass try: win.close() proc.wait(timeout=5) except Exception: proc.kill() # tmp_path is cleaned up automatically by pytest @pytest.hookimpl(tryfirst=True, hookwrapper=True) def pytest_runtest_makereport(item, call): outcome = yield setattr(item, f"rep_{outcome.get_result().when}", outcome.get_result())
Attach the process to a Job Object so it is automatically terminated when the test fixture's job handle is GC'd. Also prevents the app from spawning child processes that escape fixture cleanup.
> Scope of isolation: Job Objects do NOT virtualize filesystem access or > block network traffic. File-write and network isolation require AppContainer, > Windows Firewall rules, or Tier 3 (Windows Sandbox). Use Tier 2 only for > process-lifetime and child-process containment.
Requires no extra dependencies.
pythonimport ctypes, ctypes.wintypes as wt def restrict_process(pid: int): """ Attach the process to a Job Object that prevents it from: - spawning processes outside the job (LIMIT_KILL_ON_JOB_CLOSE) Does NOT block network — use Windows Firewall rules for that. """ JOB_OBJECT_LIMIT_KILL_ON_JOB_CLOSE = 0x00002000 # Minimal rights: SET_QUOTA (0x0100) | TERMINATE (0x0001) PROCESS_SET_QUOTA_AND_TERMINATE = 0x0101 kernel32 = ctypes.windll.kernel32 job = kernel32.CreateJobObjectW(None, None) hproc = kernel32.OpenProcess(PROCESS_SET_QUOTA_AND_TERMINATE, False, pid) # Correct struct layout — LimitFlags is at offset +16, not +44 class JOBOBJECT_BASIC_LIMIT_INFORMATION(ctypes.Structure): _fields_ = [ ("PerProcessUserTimeLimit", wt.LARGE_INTEGER), ("PerJobUserTimeLimit", wt.LARGE_INTEGER), ("LimitFlags", wt.DWORD), ("MinimumWorkingSetSize", ctypes.c_size_t), ("MaximumWorkingSetSize", ctypes.c_size_t), ("ActiveProcessLimit", wt.DWORD), ("Affinity", ctypes.c_size_t), ("PriorityClass", wt.DWORD), ("SchedulingClass", wt.DWORD), ] info = JOBOBJECT_BASIC_LIMIT_INFORMATION() info.LimitFlags = JOB_OBJECT_LIMIT_KILL_ON_JOB_CLOSE ok = kernel32.SetInformationJobObject(job, 2, ctypes.byref(info), ctypes.sizeof(info)) if not ok: raise ctypes.WinError() kernel32.AssignProcessToJobObject(job, hproc) kernel32.CloseHandle(hproc) return job # keep alive — job closes (kills proc) when GC'd # After proc = subprocess.Popen(...): job = restrict_process(proc.pid)
When you need a clean Windows image per run (no leftover registry keys, no shared GPU state, true isolation), run the entire test suite inside Windows Sandbox.
Requirement: Windows 10/11 Pro or Enterprise, Virtualization enabled.
Create e2e-sandbox.wsb in your project root:
xml<Configuration> <MappedFolders> <!-- App binary (read-only) --> <MappedFolder> <HostFolder>C:\path\to\your\build\Release</HostFolder> <SandboxFolder>C:\app</SandboxFolder> <ReadOnly>true</ReadOnly> </MappedFolder> <!-- Test suite (read-write for artifacts) --> <MappedFolder> <HostFolder>C:\path\to\your\e2e_test</HostFolder> <SandboxFolder>C:\e2e_test</SandboxFolder> <ReadOnly>false</ReadOnly> </MappedFolder> </MappedFolders> <LogonCommand> <!-- Windows Sandbox starts with no Python. Install it silently first, then install deps and run tests. Artifacts are written back to the host via the MappedFolder above. --> <Command>powershell -Command " winget install --id Python.Python.3.11 --silent --accept-package-agreements; $env:PATH += ';' + $env:LOCALAPPDATA + '\Programs\Python\Python311\Scripts'; cd C:\e2e_test; pip install -r requirements.txt; pytest tests\ -v "</Command> </LogonCommand> </Configuration>
Launch: WindowsSandbox.exe e2e-sandbox.wsb
> pywinauto and the app both run inside the sandbox (same session required). > Artifacts are written back to the host via the mapped folder.
| Tier | Isolation | Setup cost | Works on CI | Use when | |------|-----------|-----------|-------------|----------| | 1 — tmp_path env redirect | Filesystem | Zero | Always | Default for all tests | | 2 — Job Object | Process tree | Low | Always | Prevent child-process escape | | 3 — Windows Sandbox | Full OS | Medium | Needs Pro/Enterprise image | Nightly clean-room runs |
Add pytest-timeout to cap any single test. In pytest.ini set timeout = 60 and timeout_method = thread. Note: thread method cannot kill Qt app subprocesses on Windows — add atexit.register(lambda: [p.kill() for p in psutil.Process().children(recursive=True)]) in conftest.py to reap orphans.
yaml# .github/workflows/e2e-desktop.yml name: Desktop E2E on: [push, pull_request] jobs: e2e: runs-on: windows-latest # real GUI environment, no Xvfb needed steps: - uses: actions/checkout@v4 - uses: actions/setup-python@v5 with: { python-version: "3.11" } - name: Install deps run: pip install pywinauto pytest pytest-html Pillow - name: Build app run: cmake --build build --config Release # adjust to your build system - name: Run E2E env: APP_PATH: ${{ github.workspace }}\build\Release\MyApp.exe APP_TITLE: "My Application" CI: "true" run: pytest tests/ --html=artifacts/report.html --self-contained-html --junitxml=artifacts/results.xml -v - uses: actions/upload-artifact@v4 if: always() with: name: e2e-artifacts path: artifacts/ retention-days: 14
Qt 5.x accessibility is disabled by default in some builds (especially 5.7–5.14). Set the environment variable before launching. Qt 6.x enables accessibility by default — skip this step for Qt 6.
python# conftest.py — add at module top import os os.environ["QT_ACCESSIBILITY"] = "1"
Or export it in CI:
yamlenv: QT_ACCESSIBILITY: "1"
cpp// Preferred: both objectName and accessibleName void setTestId(QWidget* w, const char* id) { w->setObjectName(id); w->setAccessibleName(id); // becomes UIA Name property } // In your dialog constructor: setTestId(ui->usernameEdit, "usernameInput"); setTestId(ui->passwordEdit, "passwordInput"); setTestId(ui->loginButton, "btnLogin"); setTestId(ui->errorLabel, "lblError");
Centralise all IDs in a header to avoid typos:
cpp// test_ids.h #define TID_USERNAME "usernameInput" #define TID_PASSWORD "passwordInput" #define TID_BTN_LOGIN "btnLogin" #define TID_LBL_ERROR "lblError"
QComboBox — the dropdown is a separate top-level window:
pythonfrom pywinauto import Desktop def select_combo_item(page, combo_spec, item_text): page.click(combo_spec) # Dropdown appears as a new root-level window # class_name varies by Qt version — verify with Accessibility Insights # Qt 5.x: "Qt5QWindowIcon" | Qt 6.x: "Qt6QWindowIcon" — verify with Accessibility Insights popup = Desktop(backend="uia").window(class_name_re="Qt[56]QWindowIcon") popup.wait("visible", timeout=5) popup.child_window(title=item_text).click_input()
QMessageBox / QDialog — also separate top-level windows:
pythondlg = page.wait_window("Confirm") # wait for dialog title dlg.child_window(title="OK").click_input() # click button inside it
QTableWidget / QTableView — row/cell access:
pythontable = page.by_id("tblUsers").wrapper_object() cell = table.cell(row=0, column=1) print(cell.window_text())
Self-drawn controls (paintEvent-only, QGraphicsView, QOpenGLWidget) — UIA cannot see their internals. Use the Fallback section below.
When a control is not reachable via UIA (self-drawn, third-party, game engine):
bashpip install pyautogui Pillow opencv-python
pythonimport pyautogui, cv2, numpy as np from PIL import Image def find_image_on_screen(template_path, confidence=0.85): """Locate a template image on screen. Returns (x, y) center or None.""" screen = np.array(pyautogui.screenshot()) template = np.array(Image.open(template_path)) result = cv2.matchTemplate( cv2.cvtColor(screen, cv2.COLOR_RGB2BGR), cv2.cvtColor(template, cv2.COLOR_RGB2BGR), cv2.TM_CCOEFF_NORMED, ) _, max_val, _, max_loc = cv2.minMaxLoc(result) if max_val >= confidence: h, w = template.shape[:2] return max_loc[0] + w // 2, max_loc[1] + h // 2 return None def click_image(template_path, confidence=0.85): pos = find_image_on_screen(template_path, confidence) if pos is None: raise RuntimeError(f"Image not found on screen: {template_path}") pyautogui.click(*pos)
Screenshot matching is brutally sensitive to Windows display scaling (100% / 125% / 150%). Three hard rules:
PIL.Image.resize — cv2.matchTemplate is very fragile against resampling artefacts.windows-latest add a step like Set-DisplayResolution 1920 1080 -Force and disable per-monitor DPI scaling, so screenshot dimensions are reproducible.GetDpiForWindow(hwnd) / 96 to artifacts/<test>/metadata.json — postmortems become obvious instead of guess-work.> Process-level DPI awareness (SetProcessDpiAwarenessContext) can conflict with Qt's own DPI handling when the app under test is Qt-based. Prefer "same-scale templates + CI pin" over flipping process-wide DPI mode in fixtures.
When tuning the confidence threshold, the only sane workflow is to see where the match landed. The helper below is diagnosis-only — do not call it from test code.
pythondef debug_match(template_path, out="artifacts/match_debug.png", confidence=0.85): """Diagnosis-only. Draw the best-match rectangle + score back on the current screen. NOT for production tests — use when calibrating confidence or chasing false matches. """ import os, cv2, pyautogui, numpy as np screen = np.array(pyautogui.screenshot())[:, :, ::-1] tpl = cv2.imread(template_path) if tpl is None: raise RuntimeError(f"Template unreadable: {template_path}") res = cv2.matchTemplate(screen, tpl, cv2.TM_CCOEFF_NORMED) _, mv, _, ml = cv2.minMaxLoc(res) h, w = tpl.shape[:2] colour = (0, 255, 0) if mv >= confidence else (0, 0, 255) # green pass / red fail cv2.rectangle(screen, ml, (ml[0]+w, ml[1]+h), colour, 2) cv2.putText(screen, f"score={mv:.3f} thr={confidence}", (ml[0], max(20, ml[1]-6)), cv2.FONT_HERSHEY_SIMPLEX, 0.7, colour, 2) os.makedirs(os.path.dirname(out) or ".", exist_ok=True) cv2.imwrite(out, screen) return mv
Use sparingly — image matching breaks on DPI changes, theme switches, and partial occlusion. Always try UIA first; fall back to screenshots only for genuinely unreachable controls.
python# BAD: fixed sleep time.sleep(3) page.click(page.by_id("btnSubmit")) # GOOD: condition wait page.wait_visible(page.by_id("btnSubmit")) page.click(page.by_id("btnSubmit"))
python# BAD: brittle class+index locator as primary strategy page.by_class("Edit", index=2).type_keys("hello") # GOOD: AutomationId page.by_id("usernameInput").set_edit_text("hello")
python# BAD: assert on pixel coordinates assert btn.rectangle().left == 120 # GOOD: assert on content / state assert page.get_text(page.by_id("lblStatus")) == "Logged in" assert page.by_id("btnLogout").is_enabled()
python# BAD: share app instance across all tests (state leaks) @pytest.fixture(scope="session") def app(): ... # GOOD: fresh process per test (or per class at most) @pytest.fixture(scope="function") def app(): ...
bash# All tests pytest tests/ -v # Smoke only pytest tests/ -m smoke -v # Specific file pytest tests/test_login.py -v # With custom app path APP_PATH="C:\build\Release\MyApp.exe" APP_TITLE="MyApp" pytest tests/ -v # Detect flaky tests (repeat each 5 times) pip install pytest-repeat pytest tests/test_login.py --count=5 -v
e2e-testing — Playwright E2E for web applicationscpp-testing — C++ unit/integration testing with GoogleTestcpp-coding-standards — C++ code style and patterns| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-12 | pass→pass | 18,710 | 12,984 | -31% | 1 | 1 | 0% | 3,752 | 11,303 | +201% | 0 | 0 | — |
case-13 | pass→pass | 19,045 | 16,401 | -14% | 1 | 1 | 0% | 3,569 | 11,861 | +232% | 0 | 0 | — |
case-14 | pass→pass | 12,515 | 7,238 | -42% | 1 | 1 | 0% | 2,462 | 10,288 | +318% | 0 | 0 | — |
case-15 | pass→pass | 12,781 | 4,851 | -62% | 1 | 1 | 0% | 2,106 | 9,673 | +359% | 0 | 0 | — |
case-20 | pass→pass | 17,187 | 12,006 | -30% | 1 | 1 | 0% | 2,707 | 11,094 | +310% | 0 | 0 | — |
case-01 | fail→fail | 16,541 | 11,969 | -28% | 1 | 1 | 0% | 3,414 | 11,567 | +239% | 0 | 0 | — |
case-02 | fail→pass | 16,414 | 9,737 | -41% | 1 | 1 | 0% | 3,613 | 10,803 | +199% | 0 | 0 | — |
case-03 | fail→pass | 21,998 | 9,387 | -57% | 1 | 1 | 0% | 4,685 | 10,879 | +132% | 0 | 0 | — |
case-04 | pass→pass | 16,732 | 9,822 | -41% | 1 | 1 | 0% | 3,294 | 10,719 | +225% | 0 | 0 | — |
case-05 | pass→pass | 16,960 | 10,672 | -37% | 1 | 1 | 0% | 2,961 | 10,807 | +265% | 0 | 0 | — |
case-06 | pass→pass | 18,288 | 16,664 | -9% | 1 | 1 | 0% | 3,693 | 12,104 | +228% | 0 | 0 | — |
case-07 | pass→pass | 11,904 | 6,315 | -47% | 1 | 1 | 0% | 2,286 | 9,802 | +329% | 0 | 0 | — |
case-08 | fail→pass | 6,185 | 2,953 | -52% | 1 | 1 | 0% | 1,077 | 9,243 | +758% | 0 | 0 | — |
case-09 | pass→pass | 6,361 | 2,371 | -63% | 1 | 1 | 0% | 1,158 | 9,125 | +688% | 0 | 0 | — |
case-10 | pass→pass | 14,852 | 11,365 | -23% | 1 | 1 | 0% | 2,874 | 10,977 | +282% | 0 | 0 | — |
case-11 | fail→pass | 18,794 | 10,416 | -45% | 1 | 1 | 0% | 3,713 | 10,988 | +196% | 0 | 0 | — |
case-16 | fail→fail | 13,458 | 7,973 | -41% | 1 | 1 | 0% | 2,263 | 10,267 | +354% | 0 | 0 | — |
case-17 | pass→pass | 18,162 | 9,319 | -49% | 1 | 1 | 0% | 2,772 | 10,650 | +284% | 0 | 0 | — |
case-18 | pass→pass | 11,868 | 6,423 | -46% | 1 | 1 | 0% | 2,005 | 10,030 | +400% | 0 | 0 | — |
case-19 | pass→pass | 13,153 | 7,144 | -46% | 1 | 1 | 0% | 2,473 | 10,030 | +306% | 0 | 0 | — |
case-21 | pass→pass | 12,196 | 8,178 | -33% | 1 | 1 | 0% | 2,069 | 10,125 | +389% | 0 | 0 | — |
case-22 | pass→pass | 24,469 | 5,927 | -76% | 1 | 1 | 0% | 2,007 | 9,739 | +385% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +18 percentage points is the difference between those two pass rates over the 22 comparable cases.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
| Model | Method | Date | Lift |
|---|---|---|---|
| gemini-3.6-flash | verified | 7/27/2026 | +18% |
Other measured skills in the registry, with their headline benchmark lift.