auto-qa-changes

name	auto-qa-changes
description	Launch Sculptor in a headless browser and interact with the UI via an HTTP API. Send commands via curl, get screenshots back, and visually inspect the result — like a human QA tester. Use when you need visual verification of UI changes, manual testing of features, or end-to-end testing with real Claude.

Manual Testing with Live Browser Control

This skill launches Sculptor's backend with a headless Chromium browser and serves an HTTP API for interactive control. You send commands via curl, get screenshots back, and reason about what to do next — like a human QA tester with programmatic precision.

The browser starts on the home page. Navigate to whatever page you need by clicking buttons — just like a real user.

Prerequisites

• The venv must have playwright installed (it already does in this repo)
• Chromium browser for Playwright must be installed
• Node.js and npm (for the Vite dev server)

Quick Start

Step 1: Determine the screenshots directory

WORKSPACE_ROOT=$(cd "$(pwd)/.." && pwd)
SCREENSHOTS_DIR="$WORKSPACE_ROOT/attachments/screenshots"
mkdir -p "$SCREENSHOTS_DIR"
echo "Screenshots: $SCREENSHOTS_DIR"

Step 2: Start the live browser server

Launch the server as a background process. The server auto-allocates a free port for the HTTP control API and prints it to the log:

# IMPORTANT: Use nohup to fully detach the server process.
# Do NOT use run_in_background — its 10-minute timeout will kill the server.
SERVER_LOG="$SCREENSHOTS_DIR/manual-test-server.log"
SERVER_PIDFILE="$SCREENSHOTS_DIR/manual-test-server.pid"
nohup uv run --project sculptor python -m sculptor.testing.manual_test_server \
  --screenshots-dir "$SCREENSHOTS_DIR" > "$SERVER_LOG" 2>&1 &
SERVER_PID=$!
echo "$SERVER_PID" > "$SERVER_PIDFILE"
echo "Server PID: $SERVER_PID (saved to $SERVER_PIDFILE)"

Wait for the server to start, then read the control port from the log:

# Poll until the control port is printed to the log
for i in $(seq 1 60); do
  PORT=$(grep -o 'MANUAL_TEST_CONTROL_PORT=[0-9]*' "$SERVER_LOG" | head -1 | cut -d= -f2)
  if [ -n "$PORT" ]; then
    echo "Control port: $PORT"
    break
  fi
  sleep 2
done

# Then poll until the server is ready
for i in $(seq 1 30); do
  if curl -s http://127.0.0.1:$PORT/status 2>/dev/null | grep -q '"success"'; then
    echo "Server ready!"
    break
  fi
  sleep 2
done

Step 3: Dismiss onboarding (if visible)

A fresh instance opens an onboarding modal that advances through a few steps — an email step and/or an installation check, depending on the build. Loop until it's gone: fill the email if shown, click whichever advance button is present, and stop after the final complete button:

loc() { curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d "{\"action\": \"locate\", \"selector\": \"[data-testid=$1]\"}" \
  | python3 -c "import json,sys; e=json.load(sys.stdin).get('elements',[]); print(f\"{e[0]['x']} {e[0]['y']}\" if e else '')"; }
click() { curl -s -X POST http://127.0.0.1:$PORT/execute -d "{\"action\": \"click\", \"x\": ${1% *}, \"y\": ${1#* }}" >/dev/null; }

for i in $(seq 1 8); do
  [ -n "$(loc ONBOARDING_EMAIL_INPUT)" ] && curl -s -X POST http://127.0.0.1:$PORT/execute \
    -d '{"action": "fill", "id": "ONBOARDING_EMAIL_INPUT", "text": "[e-mail]"}' >/dev/null
  CLICKED=0
  for id in ONBOARDING_EMAIL_SUBMIT ONBOARDING_COMPLETE_BUTTON; do
    COORD=$(loc $id); [ -n "$COORD" ] && { click "$COORD"; CLICKED=1; }
  done
  # No advance button on screen means the modal is gone — the flow has several
  # steps (email and/or an installation check), so keep going until none remain.
  [ "$CLICKED" -eq 0 ] && { echo "Onboarding dismissed"; break; }
  sleep 1
done

If no onboarding modal appears, this loop no-ops — skip to the next step.

Step 4: Interact with the browser

Every command returns a JSON response with a screenshot field containing the absolute path to a PNG. Display the screenshot to the user with an <img> tag using the absolute file path as the src:

<img src="/absolute/path/to/screenshot.png" alt="Description of UI state">

This is the ONLY way to show images in the chat. The <img> tag must use an absolute local file path as the src attribute. HTTP URLs will not render.

Do not Read the screenshot yourself to inspect it — see "Context management" below. The <img> tag renders on the user's side without loading the image into your context; the Read tool pulls the full PNG into your context, and a few 2x retina screenshots will blow it out.

Context management: never Read screenshots directly

Screenshots are 2x retina PNGs at viewport size — each one is large, and a testing session produces dozens. Never call the Read tool on a screenshot yourself. Reading even a handful of them will blow out your context window long before the session ends.

Three rules:

1. Display to the user via <img> tag. This is free for your context — the tag renders on the user's side; no image data enters your context.

2. Verify state programmatically when you can. locate, wait, wait_for_hidden, and /status are enough to confirm "did the modal open?", "is the button there?", "is the agent done?" without any pixel inspection. Prefer them.

3. When you genuinely need visual inspection (alignment, what text appeared, whether a panel shows the expected content), delegate to a subagent with a narrow question:

   Agent(
     description="Describe screenshot",
     prompt="Read /path/to/screenshots/0012_get.png. Focus on the right
             panel: is the Agent Tasks panel open, are there at least two
             todo items visible, and does the first one show a green
             checkmark? Answer in 3-4 sentences."
   )
   

   The subagent's text response comes back to you; the image stays in the subagent's context and is discarded when it returns.

Describe-this-screenshot subagents are cheap. Use one per check. Never batch a "look at all these screenshots" prompt — that just moves the context blowout to the subagent.

Available Actions

All actions interact with the browser the same way a real user would — clicking, typing, scrolling, hovering, and dragging. There are no shortcuts that bypass the UI.

Take a screenshot

curl -s http://127.0.0.1:$PORT/screenshot | python3 -c "import json,sys; print(json.load(sys.stdin)['screenshot'])"

Display the screenshot to the user via an <img> tag. Do not Read it yourself — delegate visual inspection to a subagent (see "Context management" below).

Click at coordinates

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "click", "x": 450, "y": 320}'

Double-click

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "double_click", "x": 450, "y": 320}'

Type text

Types into whatever element currently has focus. This does not choose where the text goes — on a workspace page the agent terminal grabs focus on load, so a bare type (or click-then-type) can land in the terminal instead of the chat box. To type into a specific field, use fill (below); to send a chat message, use send_message.

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "type", "text": "Hello world"}'

Fill a field (focus + type into a named element)

Focuses a named element and types into it, replacing any existing contents. This targets the element directly, so it can't miss because another surface holds focus or the click landed on a non-editable container. Works for plain inputs and for the chat input (a ProseMirror rich editor). Identify the element by id (data-testid) or selector:

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "fill", "id": "CHAT_INPUT", "text": "Summarize the README"}'

Send a chat message

Types a prompt into the chat input and submits it. This is the reliable way to send a message: it clicks the send button (the real-user path), which sidesteps the platform send keybinding — plain Enter does not send (it inserts a newline; the default send binding is Cmd/Ctrl+Enter), and the send button stays disabled until the draft is non-empty. Pass no text to submit whatever is already in the box.

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "send_message", "text": "What does this repo do?"}'

Focus a named element

Moves keyboard focus to an element (by id or selector) so a subsequent type lands there. Use fill/send_message for text fields; reach for bare focus only when you specifically want type/press to follow.

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "focus", "id": "CHAT_INPUT"}'

Press a key

Accepts modifier combos joined with +. Use ControlOrMeta for the platform command key (Cmd on macOS, Ctrl elsewhere):

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "press", "key": "Enter"}'

# Send a chat message via the keybinding instead of the button:
curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "press", "key": "ControlOrMeta+Enter"}'

Hover

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "hover", "x": 450, "y": 320}'

Scroll

# Scroll down by 300px (negative delta_y = scroll down)
curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "scroll", "delta_y": -300}'

Drag

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "drag", "from_x": 100, "from_y": 200, "to_x": 300, "to_y": 200}'

Restart the application

Stops and restarts the Sculptor backend and Vite dev server while preserving the browser, database, config, and repository. Use this to test persistence- related features — e.g., verifying that data survives a shutdown/restart cycle.

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "restart"}'

After restart, the browser navigates to the freshly started application. The screenshot in the response shows the home page after the restart completes. The database, config files, and git repo are preserved — only the backend and frontend processes are recycled.

Resize viewport

For testing responsive layouts at different screen sizes:

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "resize", "width": 800, "height": 600}'

Locate an element

Find the coordinates of elements without bypassing the UI. Use this instead of guessing coordinates from screenshots — screenshots may render at a different size than the actual 1400x900 viewport.

By CSS selector:

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "locate", "selector": "[data-testid=SEND_BUTTON]"}'

By visible text:

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "locate", "text": "hello.txt"}'

Returns a list of matching elements with their center coordinates:

{
  "success": true,
  "screenshot": "/path/to/screenshots/0005_locate.png",
  "elements": [
    {"x": 450, "y": 320, "width": 80, "height": 24, "text": "hello.txt"}
  ]
}

Then click the element using the returned coordinates:

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "click", "x": 450, "y": 320}'

Wait for an element to appear

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "wait", "id": "CHAT_PANEL", "timeout": 15000}'

Wait for an element to disappear

curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "wait_for_hidden", "id": "THINKING_INDICATOR", "timeout": 30000}'

Get page status

curl -s http://127.0.0.1:$PORT/status

Waiting for the agent to finish

After submitting a prompt, the agent may take seconds to minutes to complete. Do NOT guess when it's done. Use wait_for_hidden with the THINKING_INDICATOR test ID:

# Wait up to 6 minutes for the agent to finish
curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "wait_for_hidden", "id": "THINKING_INDICATOR", "timeout": 360000}'

If you need to poll with progress updates instead of a single blocking call:

for i in $(seq 1 120); do
  RESULT=$(curl -s -X POST http://127.0.0.1:$PORT/execute \
    -d '{"action": "wait_for_hidden", "id": "THINKING_INDICATOR", "timeout": 3000}' \
    | python3 -c "import json,sys; print(json.load(sys.stdin).get('success','false'))")
  if [ "$RESULT" = "True" ] || [ "$RESULT" = "true" ]; then
    echo "Agent finished!"
    break
  fi
  echo "Still thinking... ($i)"
done

Agent state test IDs (useful for wait and wait_for_hidden):

Test ID	When visible
THINKING_INDICATOR	Agent is running (thinking, streaming, or calling tools)
STOP_BUTTON	Agent is running (click to interrupt)
STATUS_PILL_LABEL	Shows current state text: "Thinking...", "Streaming...", "Calling tools...", or "" when idle

Testing Workflow

How to navigate

Navigate the UI the same way a user would — by clicking buttons:

1. Use locate to find elements by their visible text or CSS selector
2. Use click with the returned coordinates
3. Use wait if you need to wait for a page transition to complete
4. Repeat

For example, to navigate to settings: locate the settings icon, click it, and wait for the settings page to load.

CRITICAL: Narrated visual walkthrough protocol

Every visual testing session MUST be narrated as a step-by-step walkthrough that the user can follow along with. This serves three purposes:

1. The user can watch your progress in real-time and intervene if needed
2. The screenshots + narration become proof-of-work for MR descriptions
3. The narration forces careful visual inspection at each step

For EVERY screenshot you take, you MUST:

1. Display the screenshot to the user with an HTML <img> tag using the absolute file path as src. This is the ONLY way the user can see images. Example: <img src="/path/to/screenshots/0001_get.png" alt="Home page">
2. Describe what you see — layout, visible elements, state of the UI. Do not Read the image yourself to get this description. Either infer state from the locate/wait/status responses you already have, or — when you need pixel-level detail — delegate to a subagent (see "Context management" above) and paraphrase its answer.
3. Call out any issues — visual bugs, misalignments, unexpected states
4. Announce your next action — what you're about to click/type and why

WARNING: The <img> tag is the only way the user sees images. Do not substitute a Read call for it — Read pulls the PNG into your context (bad) without showing anything to the user (also bad).

Format each step like this:

<img src="/absolute/path/to/screenshots/0001_screenshot.png" alt="Home page - empty state">

**Step 1: Home page (empty state)**
I see the home page with "No workspaces yet" centered in the content area.
The top bar shows the home icon, "+" button, search, settings gear, and help
icon. Spacing and alignment look correct. The dark theme renders cleanly with
no visual artifacts.

No issues found.

**Next:** I'll click the "+" button to open the workspace creation form.

Do NOT skip screenshots. Do NOT batch multiple actions without showing the result of each one. The user should be able to reconstruct your entire testing session from the output alone.

Naming screenshots for MR reuse

Give screenshots descriptive alt text so they're useful when attached to MRs later. Good alt text describes the page state, not the action:

• Good: alt="Workspace creation form with prompt filled in"
• Good: alt="Settings page - keybindings section at 800px viewport"
• Bad: alt="screenshot" or alt="step 3"

What to look for

Prioritize in this order — a functionality bug always trumps a cosmetic nit.

Tier 1: Functionality

Does the feature actually work?

• Actions produce results: Clicking buttons, submitting forms, navigating links — does the expected thing happen?
• Data appears correctly: Are lists populated? Do values match what was entered? Are counts accurate?
• Error handling: What happens with invalid input, empty fields, or network errors? Does the UI show a helpful message or silently fail?
• State transitions: After an action, does the UI update? (e.g., after creating a workspace, does it appear in the list? After agent finishes, does "Thinking..." disappear?)
• Navigation: Can you get to every page? Does the back button work? Do deep links load the right view?

Tier 2: Visual correctness

Does it look right?

• Alignment: Are controls lined up? Are labels aligned with their inputs? Are icons vertically centered with adjacent text?
• Spacing: Is padding/margin consistent between similar elements? Compare spacing in repeated items (e.g., list rows, card grids) — inconsistency is easy to spot.
• Text rendering: Is any text clipped, truncated unexpectedly, or overflowing its container? Are long values (filenames, commit messages) handled gracefully with ellipsis or wrapping?
• Color & contrast: Do colors match the dark theme? Is text readable against its background? Are selected/active states visually distinct from unselected?
• Borders & dividers: Are section boundaries clear? Are there missing or extra separator lines?
• Responsive layout: Use the resize action to test at smaller viewports (e.g., 800x600). Do panels collapse or stack correctly? Does anything overflow or become unreachable?
• Overlapping elements: Are any controls hidden behind other elements? Check especially around dropdowns, modals, and floating panels.

Tier 3: Polish & edge cases

The difference between "it works" and "it's good."

• Hover & focus states: Do interactive elements change appearance on hover? Is focus visible for keyboard navigation? Use the hover action to test.
• Empty states: Do empty lists, panels, or search results show a helpful message instead of blank space?
• Loading states: Are spinners or skeletons shown during async operations? Or does the UI feel frozen?
• Transitions & animations: Do elements appear/disappear smoothly, or do they pop in jarringly?
• Keyboard interaction: Can you Tab through controls? Does Enter submit forms? Do keyboard shortcuts work?
• Scroll behavior: Does content scroll when it should? Is scroll contained to the right panel, or does the whole page scroll unexpectedly?

You do not need to check every item on every screenshot — focus on what's relevant to the current view. But always describe what you see before moving on. When reporting issues, note the tier so the reader can prioritize.

Example: Full narrated visual test session

Here's how a visual test session should look in the chat output. Each step shows the screenshot, describes the UI, and announces the next action.

Step 1: Take the initial screenshot.

curl -s http://127.0.0.1:$PORT/screenshot

Then display it with an <img> tag (if you need a description beyond what locate/status already told you, delegate to a subagent per "Context management"):

<img src="/path/to/screenshots/0001_get.png" alt="Home page - no workspaces">

**Step 1: Home page (empty state)**
The home page shows "No workspaces yet" with a folder icon. The left sidebar
shows the repo group, a "New workspace" button, and the footer links
(settings, help). Layout is centered and clean.

**Next:** I'll locate and click the "New workspace" button in the sidebar.

Step 2: Locate the "New workspace" button and click it.

# Find the button's coordinates
curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "locate", "selector": "[data-testid=SIDEBAR_NEW_WORKSPACE_BUTTON]"}'
# Click at the returned coordinates
curl -s -X POST http://127.0.0.1:$PORT/execute \
  -d '{"action": "click", "x": 72, "y": 52}'

Then display it with an <img> tag (if you need a description beyond what locate/status already told you, delegate to a subagent per "Context management"):

<img src="/path/to/screenshots/0003_click_72_52.png" alt="Workspace creation form">

**Step 2: Workspace creation form**
The "Create new workspace" form is showing. I can see:
- Workspace name input (placeholder: "Untitled workspace (optional)...")
- Prompt input area (placeholder: "Enter a prompt (optional)...")
- Repo selector showing "manual_test_repo"
- Branch selector showing "testing"
- Model dropdown showing "Opus"
- Blue submit arrow button at bottom right

Form layout looks correct. All controls are visible and properly spaced.

**Next:** I'll click the workspace name input and type a name.

Step 3: Continue with the next action, and so on for every step.

Summary at the end

After completing your visual testing, write a brief summary:

## Visual Testing Summary

**Pages tested:** Home page, workspace creation form, settings page
**Viewport sizes tested:** 1400x900 (default), 800x600
**Issues found:**
- [Issue description, with screenshot reference]
- None found (if clean)

**Screenshots saved to:** /path/to/screenshots/
These screenshots can be attached to the MR description.

Displaying screenshots to the user

CRITICAL: To show a screenshot to the user, you MUST output an HTML <img> tag in your text response. This is the ONLY method that works:

<img src="/absolute/path/to/attachments/screenshots/0001_get.png" alt="Home page - empty workspace list">

• The src MUST be an absolute local file path (starting with /)
• HTTP URLs will NOT render
• Do NOT Read the image to inspect it — that pulls a large PNG into your context and does not show anything to the user. Delegate inspection to a subagent (see "Context management") if locate/status isn't enough.
• Always include descriptive alt text for reuse when sharing

Screenshots are saved to $SCREENSHOTS_DIR.

Useful test IDs

These data-testid attributes can be used with locate and wait/wait_for_hidden. Use locate to find coordinates, then click to interact:

Test ID	Element
TASK_INPUT	New task prompt input on home page
WORKSPACE_NAME_INPUT	Workspace name input field
CHAT_INPUT	Message input in chat
SEND_BUTTON	Send message button
CHAT_PANEL	The chat message area
WORKSPACE_SIDEBAR	The workspace sidebar
SIDEBAR_NEW_WORKSPACE_BUTTON	"New workspace" button in the sidebar
SIDEBAR_WORKSPACE_ROW	Workspace row in the sidebar
SIDEBAR_HOME_LINK	Home link in the sidebar
NEW_WORKSPACE_PROMPT_TEXTAREA	Prompt input on the new-workspace form
NEW_WORKSPACE_CREATE_BUTTON	Create button on the new-workspace form
WORKSPACE_ROW	Workspace row in home list
MODEL_SELECTOR	Model dropdown selector
SETTINGS_SIDEBAR	Settings page sidebar
COMPACTION_BAR	Context remaining bar at bottom
COMPACTION_PANEL	The popover from the context bar
CLEAR_CONTEXT_BUTTON	Clear Context button in popover
CONTEXT_SUMMARY	Collapsed context summary message
CONTEXT_SUMMARY_HEADER	Clickable header to expand summary
ONBOARDING_WELCOME_STEP	Onboarding modal (if visible)
ONBOARDING_EMAIL_INPUT	Email field in onboarding
ONBOARDING_EMAIL_SUBMIT	"Get Started" button
ONBOARDING_COMPLETE_BUTTON

Full list of test IDs is in sculptor/sculptor/constants.py (the ElementIDs enum).

Additional options

--project-path /path/to/repo

By default the server creates a small test git repository. Pass --project-path to point Sculptor at a real repository instead.

Gotchas

• Typing into the chat input: On a workspace page, the agent terminal grabs keyboard focus on load, so a bare type — or click-then-type at the chat box's center, which hits the toolbar/padding rather than the editable region — lands in the terminal instead. Use fill with id: CHAT_INPUT to type into the chat box, and send_message to submit. Plain Enter inserts a newline (the default send binding is Cmd/Ctrl+Enter, i.e. ControlOrMeta+Enter), and the send button stays disabled until the draft is non-empty — so a send-button click does nothing while the box is empty.

• Use real Claude, not Fake Claude: The manual test server passes through your local API keys, so real Claude models work out of the box. Use whatever model is selected by default (typically Claude Opus). Do NOT switch to "Fake Claude" — the whole point of manual testing is to exercise the real end-to-end flow that integration tests cannot cover.

• Wait for server readiness: The backend takes ~20-30 seconds to start. Always poll /status before sending commands.

• Screenshots are numbered: Files are named 0001_step.png, 0002_click_100_200.png, etc. The counter increments for each action.

• time.sleep in actions: Each action has a short built-in delay after execution to let animations settle. For longer waits, use wait or wait_for_hidden.

• Finding element coordinates: Do NOT estimate coordinates by eyeballing screenshots — the screenshot image may render at a different size than the actual 1400x900 viewport, leading to completely wrong click targets. Always use locate to find precise coordinates first, then click.

• Port allocation: All ports (backend, Vite, control API) are auto-allocated via PortManager, which coordinates across processes using a file lock. No port conflicts with other agents or just start.

• Hot reload: The harness uses the Vite dev server, so CSS and component changes appear in the next screenshot without restarting. If you edit a .tsx or .scss file, just take another screenshot to see the change.

Reading backend logs (when something fails)

The server log you started with nohup ($SERVER_LOG) only captures the backend's startup output. Once the server is ready, the backend's runtime logs — request handling, git commands, and the full traceback + stderr of any backend error (e.g. a WorktreeError from git worktree add) — go only to the backend's own structured log file under its temp data folder, not to $SERVER_LOG. If the UI shows an error but $SERVER_LOG looks empty after startup, that's expected; look here instead.

Find the backend's data folder (printed at startup) and read its JSONL log:

# The temp sculptor folder is printed once at startup, e.g. in the "Using DB:" line.
SCULPTOR_FOLDER=$(grep -oE '/[^ ]*sculptor_manual_test_[A-Za-z0-9_]+' "$SERVER_LOG" | head -1)
BACKEND_LOG="$SCULPTOR_FOLDER/internal/logs/server/logs.jsonl"
echo "Backend log: $BACKEND_LOG"

# Pull out errors / a specific failure (each line is a JSON record; print the message):
grep -aE '\|ERROR|Traceback|fatal:|WorktreeError' "$BACKEND_LOG" | python3 -c "
import json,sys
for line in sys.stdin:
    try: print(json.loads(line).get('text',''))
    except Exception: print(line.rstrip())
" | tail -40

This is the authoritative place to find why a workspace, agent, or git operation failed — the agent panel truncates the message and $SERVER_LOG won't have it.

Cleanup

IMPORTANT: The server runs as a detached nohup process — it will keep running even after your conversation ends. Always clean up when done:

# Kill the server using the PID file (survives conversation compaction)
kill $(cat "$SCREENSHOTS_DIR/manual-test-server.pid") 2>/dev/null

The server's signal handler automatically cleans up temp directories and the Sculptor backend process when it receives SIGTERM.

The PID file is saved inside $SCREENSHOTS_DIR so it stays local to this workspace and won't interfere with other agents' servers.

NEVER delete screenshot files. They are referenced by <img> tags in the user's chat history. Deleting them turns those into broken image links that cannot be recovered. Leave all screenshots in $SCREENSHOTS_DIR — they are small and the user may want to attach them to MRs later.