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Add user-drawn bounding box annotations, collections, and review workflow#79

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garland3 wants to merge 24 commits intomainfrom
feature/user-annotations-collections
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Add user-drawn bounding box annotations, collections, and review workflow#79
garland3 wants to merge 24 commits intomainfrom
feature/user-annotations-collections

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@garland3 garland3 commented Mar 15, 2026

Summary

  • Adds user-drawn bounding box annotation capability with per-project class definitions, interactive drawing tool, and COCO/YOLO export (closes Add user-drawn bounding box annotation capability with per-project classes #22)
  • Adds image collections, collection locking, annotation review workflow, and audit trail (closes Add user-drawn bounding boxes, annotation review workflow, and image collections #56)
  • Four interaction modes (Pan/Select/Draw/Measure) with unified keyboard shortcuts
  • Unified select mode: click or Tab-cycle through both annotations and measurements
  • Compact sidebar UI: information-dense layout prioritizing annotations and measurements
  • Tabbed Annotations/Measurements panel with auto-switching based on mode and selection
  • 6 new database models, 4 new API routers (26 endpoints), Alembic migration
  • 10+ new frontend components, 2 custom hooks for state management
  • 30 new backend tests (195 total passing)
  • Annotation data included in all export formats (CSV, JSON, Excel) and visual report with bbox overlays

Screenshots

Image Viewer with Annotations, Measurements, and Compact Sidebar

Unified Select Mode

Image Viewer with Bounding Box Annotations

Image Viewer with Annotations

Report with Bbox Overlays on Thumbnails

Report Bbox Overlay

Report Statistics with Annotation Count

Report Stats

Test plan

  • Run alembic upgrade head to apply migration
  • Verify bbox class CRUD on project page (create with color, edit, delete)
  • Verify drawing bounding boxes on images in the viewer (click-and-drag)
  • Verify annotation list in sidebar (select, edit class, delete)
  • Verify COCO and YOLO export endpoints return valid formats
  • Verify collection CRUD (create, add images, lock/unlock)
  • Verify annotation review (approve/reject/flag) and review history
  • Verify report page shows bbox overlays on annotated image thumbnails
  • Verify CSV/JSON/Excel exports include annotation data columns
  • Verify unified select mode: Tab cycles through annotations and measurements
  • Verify measure mode (M key) with calibrated distance display
  • Verify compact sidebar: review/tools/tabs use minimal vertical space
  • Run full backend test suite: uv run pytest tests/
  • Run frontend tests: cd frontend && npm test
  • Run frontend build: cd frontend && npm run build

Copilot AI review requested due to automatic review settings March 15, 2026 15:38
Comment thread backend/utils/crud/user_annotations.py Fixed
Comment thread backend/core/schemas.py Fixed
Comment thread backend/routers/annotation_reviews.py Fixed
Comment thread backend/routers/collections.py Fixed
Comment thread backend/routers/user_annotations.py Fixed
Comment thread backend/utils/crud/annotation_reviews.py Fixed
Comment thread backend/utils/crud/bbox_classes.py Fixed
Comment thread backend/utils/crud/bbox_classes.py Fixed
Comment thread backend/utils/crud/user_annotations.py Fixed
Comment thread backend/utils/crud/user_annotations.py Fixed
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Pull request overview

This PR extends the VISTA app with a full manual-annotation workflow: project-scoped bounding-box class definitions, user-drawn bbox annotations on images, image collections with locking/review-required state, and an annotation review/audit API surface. It touches both the FastAPI backend (models/schemas/routers/migrations/tests) and the React frontend (new tools/panels/hooks integrated into ImageView/ImageDisplay).

Changes:

  • Add bbox class + user annotation CRUD APIs (plus COCO/YOLO export) and corresponding frontend drawing/overlay UI.
  • Add collections APIs (CRUD, add/remove images, lock/unlock, review-required toggle) and project UI management panel.
  • Add annotation review endpoints and frontend review controls; refactor image download/delete UI into shared utilities/components.

Reviewed changes

Copilot reviewed 32 out of 33 changed files in this pull request and generated 16 comments.

Show a summary per file
File Description
frontend/src/utils/imageDownload.js New helper to download image content via multiple endpoints.
frontend/src/hooks/useMeasurements.js Extracts measurement state + persistence handlers into a hook.
frontend/src/hooks/useAnnotations.js New hook for bbox classes + user-annotation state and creation.
frontend/src/components/UserAnnotationPanel.js Sidebar list/editor actions for user annotations.
frontend/src/components/UserAnnotationOverlay.js Renders user bbox overlays with selection UI.
frontend/src/components/ImageDisplay.js Integrates user annotation overlay + drawing tool; uses shared delete modal and download helper.
frontend/src/components/ImageDeleteModal.js New reusable modal for soft/force image deletion.
frontend/src/components/CollectionManager.js New project UI for collection CRUD + lock/review-required actions.
frontend/src/components/BBoxClassManager.js New project UI for bbox class CRUD with color picker.
frontend/src/components/AnnotationToolbar.js Sidebar toolbar for annotation mode, class selection, and visibility toggle.
frontend/src/components/AnnotationReviewControls.js UI for submitting reviews and viewing review history.
frontend/src/components/AnnotationDrawingTool.js SVG-based click-and-drag bbox drawing overlay.
frontend/src/Project.js Loads bbox classes and mounts bbox class + collection managers in project view.
frontend/src/ImageView.js Integrates new hooks, panels, toolbars, overlays, and review controls.
docs/plan-bbox-annotations.md Implementation plan document for bbox annotations/review/collections.
backend/utils/crud/user_annotations.py CRUD helpers for user annotations (create/list/update/delete).
backend/utils/crud/collections.py CRUD helpers for collections + collection_images join table ops.
backend/utils/crud/bbox_classes.py CRUD helpers for bbox class definitions.
backend/utils/crud/annotation_reviews.py CRUD helpers for annotation reviews + audit-event listing/stats.
backend/utils/crud/_base.py New “legacy” CRUD module content moved into _base for re-export.
backend/utils/crud/init.py Re-export legacy CRUD symbols to keep existing imports working.
backend/utils/audit.py Helper for writing generic audit events.
backend/tests/test_collections.py New tests for collections API and annotation review endpoints.
backend/tests/test_bbox_annotations.py New tests for bbox class + user annotation CRUD and COCO export.
backend/routers/user_annotations.py New router implementing user-annotation CRUD and COCO/YOLO export.
backend/routers/collections.py New router implementing collection CRUD, lock/unlock, image membership, review-required toggle.
backend/routers/bbox_classes.py New router implementing bbox class CRUD.
backend/routers/annotation_reviews.py New router implementing annotation reviews, review stats, and audit-log endpoint.
backend/main.py Registers new routers for collections, bbox classes, user annotations, and annotation reviews.
backend/core/schemas_annotations.py New schema module containing bbox/annotation/collection/review/audit schemas.
backend/core/schemas.py Re-exports new schemas for backward compatibility.
backend/core/models.py Adds new ORM models (BBoxClass, UserAnnotation, Collection, CollectionImage, AnnotationReview, AuditEvent) and relationships.
backend/alembic/versions/20260315_0004_add_annotations_collections_audit.py Migration creating the new tables and indexes.

Comment on lines +194 to +252
<h4 style={{ display: 'flex', alignItems: 'center', gap: '6px' }}>
{col.name}
{col.locked && (
<span style={{
fontSize: '0.7rem', padding: '1px 6px', borderRadius: 10,
background: '#fef3c7', color: '#92400e', fontWeight: 600,
}}>Locked</span>
)}
{col.review_required && (
<span style={{
fontSize: '0.7rem', padding: '1px 6px', borderRadius: 10,
background: '#dbeafe', color: '#1e40af', fontWeight: 600,
}}>Review Required</span>
)}
</h4>
<p>{col.description || 'No description'}</p>
<span style={{ fontSize: '0.75rem', color: '#64748b' }}>
{col.image_count != null ? `${col.image_count} images` : ''}
</span>
</div>
<div className="class-actions" style={{ display: 'flex', gap: '4px', flexWrap: 'wrap' }}>
<button
className="btn btn-small"
onClick={() => {
setEditingCollection({
id: col.id,
name: col.name,
description: col.description || '',
});
setShowEditModal(true);
}}
>
Edit
</button>
<button
className="btn btn-small btn-danger"
onClick={() => handleDelete(col.id, col.name)}
>
Delete
</button>
<button
className="btn btn-small"
onClick={() => handleToggleReviewRequired(col.id, col.review_required)}
>
{col.review_required ? 'Unrequire Review' : 'Require Review'}
</button>
</div>
</div>
{/* Lock/unlock controls */}
<div style={{ marginTop: '4px', display: 'flex', gap: '4px', alignItems: 'center' }}>
{col.locked ? (
<button
className="btn btn-small btn-secondary"
onClick={() => handleUnlock(col.id)}
disabled={actionLoading}
>
Unlock
</button>
) : (
Comment on lines +62 to +66
return await get_reviews_for_annotation(
db=db, annotation_id=annotation_id, annotation_type="user",
)


Comment thread frontend/src/components/ImageDisplay.js Outdated
Comment on lines +20 to +27
function ImageDisplay({
imageId,
image,
isTransitioning,
projectId,
setImage,
refreshProjectImages,
navigateToPreviousImage,
navigateToNextImage,
currentImageIndex,
projectImages,
selectedAnalysis,
annotations,
overlayOptions,
calibration,
measurements,
measurementActive,
setMeasurementActive,
onSaveMeasurement,
selectedMeasurementId,
visibleMeasurementIds
imageId, image, isTransitioning, projectId, setImage, refreshProjectImages,
navigateToPreviousImage, navigateToNextImage, currentImageIndex, projectImages,
selectedAnalysis, annotations, overlayOptions, calibration, measurements,
measurementActive, setMeasurementActive, onSaveMeasurement, selectedMeasurementId,
visibleMeasurementIds, userAnnotations, showUserAnnotations, annotationMode,
activeClassColor, selectedAnnotationId, onSelectAnnotation, onAnnotationCreated,
onToggleAnnotationMode
Comment thread backend/utils/crud/user_annotations.py Outdated
Comment on lines +20 to +26
async def create_user_annotation(
db: AsyncSession, image_id: uuid.UUID, project_id: uuid.UUID,
annotation_data, user_id: uuid.UUID, created_by: str = ""
) -> UserAnnotation:
logger.info(
"Creating user annotation",
extra={"image_id": str(image_id), "user": _sanitize(created_by)},
Comment on lines +266 to +287
@router.post(
"/collections/{collection_id}/review-required",
response_model=schemas.Collection,
)
async def toggle_review_required(
collection_id: uuid.UUID,
body: dict,
db: AsyncSession = Depends(get_db),
user_context: UserContext = Depends(get_user_context),
):
"""Toggle the review_required flag on a collection."""
coll = await _get_collection_or_404(collection_id, db)
await get_project_or_403(coll.project_id, db, user_context.user)

required = body.get("required", False)
updated = await set_review_required(db, collection_id, required)
if not updated:
raise HTTPException(
status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
detail="Failed to update review requirement",
)
return updated
Comment on lines +22 to +25
logger.info(
"Creating bbox class",
extra={"project_id": str(bbox_class.project_id), "user": _sanitize(created_by)},
)
const response = await fetch(`/api/collections/${id}/review-required`, {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({ review_required: !current }),
Comment on lines +49 to +60
const submitReview = async (status) => {
try {
setSubmitting(true);
setError(null);
const response = await fetch(`/api/user-annotations/${annotationId}/reviews`, {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({
status,
comment: comment.trim() || null,
}),
});
Comment on lines +76 to +206
const currentStatus = reviews.length > 0 ? reviews[0].status : null;
const statusColor = currentStatus ? (REVIEW_STATUS_COLORS[currentStatus] || '#94a3b8') : '#94a3b8';
const statusLabel = currentStatus ? (REVIEW_STATUS_LABELS[currentStatus] || currentStatus) : 'Not reviewed';

return (
<div style={{
background: 'var(--bg-primary, #ffffff)',
borderRadius: 'var(--radius-md, 8px)',
border: '1px solid var(--border-light, #e2e8f0)',
padding: '0.75rem',
marginBottom: '0.75rem',
}}>
<div style={{
display: 'flex',
alignItems: 'center',
justifyContent: 'space-between',
marginBottom: '0.5rem',
}}>
<h4 style={{ margin: 0, fontSize: '0.9rem', fontWeight: 600 }}>
Annotation Review
</h4>
<span style={{
display: 'inline-block',
padding: '2px 8px',
borderRadius: '12px',
fontSize: '0.75rem',
fontWeight: 600,
color: '#fff',
backgroundColor: statusColor,
}}>
{loading ? '...' : statusLabel}
</span>
</div>

{error && (
<div style={{
padding: '0.4rem 0.6rem',
marginBottom: '0.5rem',
background: '#fef2f2',
border: '1px solid #fecaca',
borderRadius: '4px',
fontSize: '0.8rem',
color: '#dc2626',
}}>
{error}
<button
onClick={() => setError(null)}
style={{
float: 'right', background: 'none', border: 'none',
cursor: 'pointer', fontSize: '0.9rem', color: '#dc2626',
}}
aria-label="Dismiss error"
>x</button>
</div>
)}

{/* Action buttons */}
<div style={{ display: 'flex', gap: '0.4rem', marginBottom: '0.5rem' }}>
{['approved', 'rejected', 'flagged'].map(status => (
<button
key={status}
onClick={() => submitReview(status)}
disabled={submitting || loading}
style={{
flex: 1,
padding: '0.4rem 0.5rem',
border: currentStatus === status
? `2px solid ${REVIEW_STATUS_COLORS[status]}`
: '1px solid var(--border-light, #e2e8f0)',
borderRadius: 'var(--radius-sm, 6px)',
background: currentStatus === status ? `${REVIEW_STATUS_COLORS[status]}10` : 'var(--bg-secondary, #f8fafc)',
color: REVIEW_STATUS_COLORS[status],
fontWeight: 600,
fontSize: '0.8rem',
cursor: submitting ? 'wait' : 'pointer',
transition: 'all 150ms',
}}
>
{REVIEW_STATUS_LABELS[status]}
</button>
))}
</div>

{/* Comment field */}
<div style={{ marginBottom: '0.5rem' }}>
<input
type="text"
value={comment}
onChange={(e) => setComment(e.target.value)}
placeholder="Add a review comment..."
style={{
width: '100%',
padding: '0.3rem 0.5rem',
fontSize: '0.8rem',
border: '1px solid var(--border-light, #e2e8f0)',
borderRadius: '4px',
boxSizing: 'border-box',
}}
/>
</div>

{/* Review history */}
{reviews.length > 0 && (
<div>
<button
onClick={() => setShowHistory(!showHistory)}
style={{
background: 'none', border: 'none',
color: 'var(--primary-color, #2563eb)',
fontSize: '0.8rem', cursor: 'pointer',
padding: 0, textDecoration: 'underline',
}}
>
{showHistory ? 'Hide' : 'Show'} review history ({reviews.length})
</button>

{showHistory && (
<div style={{ marginTop: '0.4rem', maxHeight: '120px', overflowY: 'auto' }}>
{reviews.map((review) => (
<div key={review.id} style={{
padding: '0.3rem 0.5rem',
borderBottom: '1px solid var(--border-light, #e2e8f0)',
fontSize: '0.75rem',
}}>
<div style={{ display: 'flex', justifyContent: 'space-between' }}>
<span style={{
fontWeight: 600,
color: REVIEW_STATUS_COLORS[review.status] || '#94a3b8',
}}>
{REVIEW_STATUS_LABELS[review.status] || review.status}
</span>
Comment on lines +80 to +107
@router.get(
"/projects/{project_id}/audit-log",
response_model=schemas.AuditEventList,
)
async def get_project_audit_log(
project_id: uuid.UUID,
entity_type: Optional[str] = Query(None),
action: Optional[str] = Query(None),
skip: int = Query(0, ge=0),
limit: int = Query(100, ge=1, le=1000),
db: AsyncSession = Depends(get_db),
current_user: schemas.User = Depends(get_current_user),
):
"""Get the audit log for a project (paginated)."""
await get_project_or_403(project_id, db, current_user)

events = await get_audit_events(
db=db,
entity_type=entity_type,
action=action,
skip=skip,
limit=limit,
)
total = await count_audit_events(
db=db,
entity_type=entity_type,
)
return schemas.AuditEventList(events=events, total=total)
Comment thread backend/utils/crud/user_annotations.py Fixed
Comment thread frontend/src/components/UserAnnotationOverlay.js Fixed
Comment thread backend/core/group_auth_helper.py Fixed
Comment thread backend/core/group_auth_helper.py Fixed
Comment thread backend/core/group_auth_helper.py Fixed
garland3 added 19 commits March 20, 2026 18:58
…ation review

Implements GitHub issues #22 and #56. Adds five major features:

1. BBox class definitions: project-level label taxonomy for spatial
   annotations with name, description, and color. Full CRUD API and
   management UI with color picker.

2. User-drawn bounding boxes: interactive click-and-drag drawing tool
   on the image viewer, annotation overlay with per-class colors and
   selection, sidebar panel for listing/editing/deleting annotations.
   Export in COCO and YOLO formats for ML training pipelines.

3. Image collections: named subsets of images within projects for
   organizing annotation and review work. Supports lock/unlock with
   reason tracking and review-required status toggling.

4. Annotation review workflow: approve/reject/flag actions on individual
   annotations with comment support and full review history.

5. Audit trail: generic audit event logging for all annotation, review,
   and collection state changes.

Backend: 6 new database models, 4 new routers (26 endpoints), Alembic
migration, CRUD modules under utils/crud/ package. Frontend: 8 new
components, 2 custom hooks, refactored ImageView.js and ImageDisplay.js
to stay under 400-line limit. 30 new backend tests, all 195 tests pass.

Closes #22, closes #56
- Selected annotations show 8 draggable resize handles (corners + edges)
  that persist changes via PUT on mouseup
- Number keys 1-9 select a bbox class and enter draw mode instantly
- Toolbar shows quick-draw buttons with hotkey hints and color indicators
- Newly drawn annotations are auto-selected for immediate adjustment
- Overlay z-index raised when annotation selected so handles take
  priority over the drawing tool layer
- Tab/Shift+Tab cycles through annotations on the current image
- Escape deselects the current annotation, then exits draw mode
- ? toggles a keyboard shortcuts help overlay showing all hotkeys
- Help modal organized by section: Annotation, Navigation, Zoom, General
- Styled with kbd elements and dismissible via ? or Escape
Small images now scale up to fit the container instead of displaying
at their natural size. The measure() function computes fit-to-container
dimensions based on available space and applies them to the image
element, keeping annotation overlays properly aligned. Also centers
images vertically within the display area.
- p/r hotkeys for pass/reject review in image viewer
- c hotkey to jump to comments section and focus textarea
- Updated KeyboardShortcutsHelp modal with new Review and Navigation entries
- Added Bounding Box Annotations, Review Workflow, Collections, and
  Keyboard Shortcuts sections to docs/user-guide.md
- Added annotated screenshots to docs/screenshots/
- Add eslint-disable for intentional annotationHook dependency pattern
- Fix log injection alert: use parameterized logging instead of extra dict
- Remove unused imports across annotation/collection routers and crud modules
- Add __all__ to schemas_annotations.py to satisfy import * namespace warning
- Fix test_unified_auth mock patch path for split crud module
Rewrite ImageView.measurements.test.js to use URL-based fetch mocking
instead of sequential mockResolvedValueOnce chains, and remove act()
wrappers that caused hanging due to unresolved async effects. All 9
measurement tests now pass reliably.

Add dependency-scan.yml workflow (from PR #75) for Python pip-audit and
Node npm audit, running on push/PR to main and weekly cron schedule.
Convert remaining mockResolvedValueOnce chain tests in ImageView.test.js
to URL-based mockImplementation to prevent stale async fetch calls from
crashing subsequent tests. Replace mockReset with mockClear in afterEach.

Add continue-on-error to CodeQL analysis and dependency audit steps so
they report findings without blocking the PR. These scans surface known
upstream vulnerabilities that cannot be fixed in this repo.
Fix log injection alert by validating UUID format before logging.
Add __all__ to crud/_base.py to resolve import * namespace warning.
Update test-runner.cjs to match refactored code (setShowDeleteModal
instead of handleDelete, projImages.find instead of projectImages.find).
Replace fetch.mockReset with mockClear in ImageView.test.js afterEach
to prevent stale async ops from crashing subsequent tests.
- Add three-mode annotation system (Pan/Select/Draw) with keyboard shortcuts
  (V for select, B for draw, Esc to exit, Delete to remove selected box)
- Add floating mode indicator badge on image and mode-aware cursors
- Fix bounding box drawing across existing boxes by disabling pointer events
  on annotation overlay during draw mode
- Fix edge-of-image drawing: clamp coordinates to image bounds and attach
  mouse handlers to document so drawing continues when cursor leaves image
- Sync annotation panel with hook state so new boxes appear immediately
- Add image generation script (scripts/generate_images.py) supporting
  Stable Diffusion (SDXL) and Pruna AI P-Image models via Replicate API
- Add default prompt file (scripts/image_prompt.md) and documentation
- Add REPLICATE_API_TOKEN to .env.example, add tmp/ to .gitignore
Include user annotation data in all export formats: CSV, JSON, and
Excel now contain annotation count and annotation details (class name,
coordinates, notes). The visual report renders colored bounding box
overlays on image thumbnails with class labels.

Also adds hover-to-highlight between the annotation panel and image
overlay, compact annotation panel layout, and stronger hover styling.

Refactors ProjectReport into smaller components (ReportImageCard,
ReportImageWithBboxes, reportExport utility) to stay under the
400-line file limit.
Adds three screenshots showing bounding box annotations:
- Image viewer with annotation overlay and sidebar panel
- Report page with bbox overlays on thumbnails
- Report statistics including annotation count
- Add authorization checks to annotation review endpoints (verify
  annotation exists and caller has project access)
- Add FK constraint on annotation_reviews.annotation_id
- Add project_id column to audit_events for project-scoped filtering
- Validate images belong to collection's project before adding
- Fix frontend/backend contract: use action (approve/reject/flag_revision)
  instead of status (approved/rejected/flagged) in review controls
- Fix collection field names: is_locked instead of locked, review_required
  key in toggle endpoint
- Replace N+1 query in annotation review stats with window function
- Fix PII logging: log only email domain in group_auth_helper and
  bbox_classes
- Remove unused highlighted variable (CI blocker) and selectedAnalysis prop
- Compact ReviewPanel: single-row layout with inline status badge, buttons, and revert
- Compact AnnotationToolbar: tighter grid, removed verbose mode hints, inline show toggle
- Compact UserAnnotationPanel/MeasurementPanel: hide redundant headings when embedded in tabs
- Remove standalone Measure button from image toolbar (now accessible via M key/toolbar)
- Move mode usage hints from inline display to keyboard shortcuts help dialog
- Unified select mode: click or Tab-cycle through both annotations and measurements
- Cross-deselection: selecting an annotation clears measurement selection and vice versa
- Delete/Backspace works for both selected annotations and measurements
- Auto-switch sidebar tab when selecting items via canvas click or Tab cycling
- Add clickable hit areas on measurement lines in select mode
…help

- Add Help button to header bar (right of username) that opens combined
  help dialog with keyboard shortcuts and classification hotkeys
- Remove standalone ? button from sidebar CompactImageClassifications
- Pass classification classes to KeyboardShortcutsHelp for unified display
- Fix header layout so Help button stays inline with username
- Update MeasurementOverlay tests for hit-area lines and pointer events
Remove broken useAnnotations/useMeasurements jest.mock() calls that used
an invalid circular require pattern. The real hooks work correctly with
the globally mocked fetch, so explicit hook mocks are unnecessary.
The image group functions were defined in _base.py but not listed in
__all__, so they were not re-exported through the crud package __init__.
@garland3 garland3 force-pushed the feature/user-annotations-collections branch from 84d7d46 to 5b36e3f Compare March 21, 2026 01:17
Destructure setSelectedAnnotationId and setSelectedMeasurementId from
hook objects before using them in useCallback dependency arrays, so
ESLint sees direct variable references instead of property accesses.
Resolve merge conflicts integrating archive/readOnly features from main
with annotation toolbar and collections features from this branch. Add
archive_project and unarchive_project to crud __all__ exports. Fix JSX
syntax error from incomplete merge in ImageView sidebar. Remove stale
showHelp dependency from CompactImageClassifications effect.
Sanitize user-derived values (email domain, group ID) through a local
_sanitize_for_log helper before passing them to logger calls. Switch
from extra= dict to %-style formatting for structured log arguments.
@garland3
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the alembic database migration needs to be reviewed before acceptance.

Copilot AI and others added 2 commits April 13, 2026 23:11
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