Computer-Use Agent Taxonomy中文
R12.09.01.01 · TASK CLASS

Photo library organization & light edits

Make albums, tag people, fix dates and lightly edit photos.

20 project-authored proposals · taxonomy v1.1 · 0 new benchmark runs. Verifiers and partial-credit rules below are designs, not executed results.

Typical applications
Photos · Google Photos
Class GUI-need label
G3 · GUI-only

Task proposals · 20

Expand to inspect the complete original wording and proposed checks. Original proposal text remains English in both interfaces.

R12.09.01.01-T01 Create a trip album from GPS and date in Apple Photos

Original instruction

The test macOS user's Photos library holds 1,200 seeded photos. Create album 'Kyoto 2024' containing exactly the photos taken within 15 km of Kyoto Station between 2024-04-03 and 2024-04-09 (local time). Do not include photos from Osaka taken on the same days.

Platforms
mac · macOS
Applications
Photos
Interfaces
desk · Desktop GUI
GUI need · task setting
G3 · GUI-only
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
click · Point & click nav · Pan/zoom/scroll drag · Drag & drop
Work product
WP09 · Files & folders
Conditions
None declared
Proposed difficulty
2 / 5

Proposed verifier

Photos.sqlite read after quitting the app: album membership must equal the ground-truth UUID set (F1 = 1.0 for full credit). Automation permission for osascript/Terminal is denied and Photos scripting events are logged; a scripted album creation scores 0.

Proposed partial credit

20% album exists with exact name; 80% scaled by membership F1

R12.09.01.01-T02 Name and merge face clusters for a family member

Original instruction

In Apple Photos (test library), the People view shows Grandma split across three unnamed clusters, and one cluster mixes her with her sister. Name Grandma's clusters 'Rosa Alvarez', merge them, and remove the 14 misassigned photos of the sister from her person (use 'This is not Rosa'). Mark Rosa as a favorite person.

Platforms
mac · macOS
Applications
Photos
Interfaces
desk · Desktop GUI
GUI need · task setting
G3 · GUI-only
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
click · Point & click vis · Visual judgment drag · Drag & drop
Work product
WP10 · Annotations
Conditions
None declared
Proposed difficulty
4 / 5

Proposed verifier

Photos.sqlite person and face tables: one person 'Rosa Alvarez' whose face set has F1 ≥ 0.95 against the seeded identity labels, favorite flag set, and none of the 14 sister photos attached. Faces are not in Photos' AppleScript dictionary, and Terminal lacks Photos library access (TCC), so the library database cannot be edited outside the app.

Proposed partial credit

20% person named; 30% clusters merged; 30% misassigned faces removed; 20% favorite flag

R12.09.01.01-T03 Fix a camera clock offset on one camera's photos

Original instruction

52 photos in the Photos library were shot on a Canon EOS R6 whose clock was set 1 year and 3 hours behind. Select exactly those photos (other cameras were shot the same week) and use Adjust Date and Time to shift them so the Canon shots interleave correctly with the iPhone shots of the same events.

Platforms
mac · macOS
Applications
Photos
Interfaces
desk · Desktop GUI
GUI need · task setting
G3 · GUI-only
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
click · Point & click type · Text & forms nav · Pan/zoom/scroll
Work product
WP09 · Files & folders
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Photos.sqlite asset dates: the 52 Canon assets must each be shifted by +1 y +3 h ±1 min, and all other assets unchanged. Original files must keep their EXIF (Photos stores adjustments in the DB); edits made with exiftool on originals are detected by file hash. Automation permission for osascript/Terminal to control Photos is denied, so dates cannot be set by script.

Proposed partial credit

30% exactly the Canon set selected; 50% correct offset on all 52; 20% no other asset changed

R12.09.01.01-T04 Straighten a horizon and crop to 4:5 non-destructively

Original instruction

In Apple Photos, open IMG_2041 (a seascape with a tilted horizon). Straighten it so the horizon is level and crop to a 4:5 portrait aspect that keeps the lighthouse fully in frame. Keep the edit non-destructive (Revert to Original must remain available) and export a JPEG to ~/Desktop/IMG_2041_edit.jpg.

Platforms
mac · macOS
Applications
Photos
Interfaces
desk · Desktop GUI
GUI need · task setting
G2 · GUI-essential
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
geom · Precise geometry drag · Drag & drop vis · Visual judgment
Work product
WP03 · Visual layout
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Exported JPEG: aspect 0.800 ±0.005; horizon angle measured by Hough line on the export within ±0.3°; lighthouse bbox (ground truth transformed) fully inside the crop. Photos adjustment data must exist for the asset, so a file edited elsewhere and re-imported fails; Terminal lacks Photos library access (TCC), so that data cannot be written directly.

Proposed partial credit

35% horizon level; 30% aspect 4:5; 20% lighthouse inside crop; 15% edit stored non-destructively

R12.09.01.01-T05 Archive all screenshots in Google Photos on Android without deleting

Original instruction

On the Android emulator, Google Photos is signed in to a test account whose library has 300 items, 40 of them screenshots mixed into the camera timeline (some saved from other apps and not in the Screenshots folder). Archive all 40 screenshots so they leave the Photos view; do not delete anything and do not archive camera photos.

Platforms
and · Android
Applications
Google Photos
Interfaces
mob · Mobile touch
GUI need · task setting
G3 · GUI-only
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
touch · Touch gestures vis · Visual judgment
Work product
WP09 · Files & folders
Conditions
risk · Irreversible/risky
Proposed difficulty
3 / 5

Proposed verifier

Test account state read via the Google Photos Library API: archived set must equal the 40 seeded screenshot IDs (F1), trash must be empty and item count must remain 300. The archive flag is not writable by the Library API, and the agent holds no credentials or OAuth token for the test account, so it must be set in the app.

Proposed partial credit

70% scaled by archive F1; 30% no deletions

R12.09.01.01-T06 Make a Windows Photos album and set its cover

Original instruction

In the Windows Photos app on the test account, create album 'Lake House 2025' with the 18 photos from the folder Pictures\LakeHouse that show the lake (the folder also has 6 indoor shots). Set the photo of the dock at sunset as the album cover and mark it as a favorite.

Platforms
win · Windows
Applications
Photos
Interfaces
desk · Desktop GUI
GUI need · task setting
G3 · GUI-only
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
click · Point & click vis · Visual judgment
Work product
WP09 · Files & folders
Conditions
None declared
Proposed difficulty
2 / 5

Proposed verifier

Photos app database (MediaDb .v1.sqlite in the app LocalState) read after closing: album exists with exactly the 18 lake photos, cover item equals the dock photo, favorite flag set. The app exposes no scripting interface, and Python, PowerShell and sqlite3 are blocked by AppLocker, so MediaDb cannot be edited directly.

Proposed partial credit

20% album created; 50% membership F1; 15% cover set; 15% favorite flag

R12.09.01.01-T07 Merge true duplicates only in the Photos Duplicates album

Original instruction

Apple Photos lists 31 duplicate sets in its Duplicates album. 18 sets are true duplicates (same image, different files); 13 are burst variants or edits that the user wants kept separately (see input/keep_rules.txt). Merge only the 18 true duplicate sets. Deleted items go to Recently Deleted; do not empty it.

Platforms
mac · macOS
Applications
Photos
Interfaces
desk · Desktop GUI
GUI need · task setting
G3 · GUI-only
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
click · Point & click vis · Visual judgment nav · Pan/zoom/scroll
Work product
WP09 · Files & folders
Conditions
risk · Irreversible/risky
Proposed difficulty
4 / 5

Proposed verifier

Photos.sqlite: the 18 duplicate sets must each collapse to one asset with highest-resolution file kept; the 13 keep sets must be intact; Recently Deleted must not be purged. Each wrong merge subtracts credit. Merging is not in Photos' AppleScript dictionary, and Terminal lacks Photos library access (TCC), so Photos.sqlite cannot be edited outside the app.

Proposed partial credit

60% scaled by correct merges; 30% no wrong merges; 10% Recently Deleted intact

R12.09.01.01-T08 Build a smart album with four rules in Apple Photos

Original instruction

Create a Smart Album 'Print 2025' in Apple Photos that matches all of: camera model 'iPhone 15 Pro', keyword 'print', date between 2025-01-01 and 2025-12-31, and not a screenshot. Then add the keyword 'print' to the 9 photos listed by filename in input/print_list.txt so the album shows them.

Platforms
mac · macOS
Applications
Photos
Interfaces
desk · Desktop GUI
GUI need · task setting
G3 · GUI-only
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
click · Point & click type · Text & forms
Work product
WP09 · Files & folders
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Photos.sqlite smart-album query blob decoded: 4 conditions with the exact values and 'all' logic. Keyword table: 'print' attached to exactly the 9 listed assets. Evaluated album membership must equal the expected set. Automation permission for osascript/Terminal to control Photos is denied and Terminal lacks Photos library access (TCC), so keywords cannot be set by script.

Proposed partial credit

40% four smart-album conditions correct; 30% keyword on exactly 9 photos; 30% evaluated membership correct

R12.09.01.01-T09 Assign locations to film scans by visual match with phone photos

Original instruction

Folder album 'Film Scans 2023' holds 24 scans without GPS. The same trip's iPhone photos (with GPS) show the same scenes in Hallstatt, Salzburg and Vienna. In Apple Photos, assign each scan the location of the matching city using Info > Assign a Location, and set each scan's date to the date of its matching iPhone scene.

Platforms
mac · macOS
Applications
Photos
Interfaces
desk · Desktop GUI
GUI need · task setting
G3 · GUI-only
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
vis · Visual judgment type · Text & forms click · Point & click
Work product
WP10 · Annotations
Conditions
None declared
Proposed difficulty
4 / 5

Proposed verifier

Photos.sqlite: each scan's location must be within 5 km of the ground-truth city and its date equal to the matching iPhone day. Ground truth was built by hand-matching scenes; there is no metadata link, so the match requires visual comparison. Automation permission for osascript/Terminal to control Photos is denied, so locations and dates cannot be set by script.

Proposed partial credit

50% scaled by correct locations; 40% scaled by correct dates; 10% no iPhone photos modified

R12.09.01.01-T10 Keyword-tag every photo that contains a dog

Original instruction

The Apple Photos test library has 500 photos; 63 contain a dog, some small or partly hidden. Add keyword 'dog' to every photo with a dog and to no others. Photos' own search for 'dog' returns several false positives and misses, so check results visually.

Platforms
mac · macOS
Applications
Photos
Interfaces
desk · Desktop GUI
GUI need · task setting
G3 · GUI-only
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
vis · Visual judgment click · Point & click nav · Pan/zoom/scroll
Work product
WP10 · Annotations
Conditions
long · Long-horizon
Proposed difficulty
4 / 5

Proposed verifier

Photos.sqlite keyword joins compared to human-labelled ground truth: F1 ≥ 0.95 for full credit. Seeded hard cases (dog in background, dog toy, wolf statue) measure precision. Keywords applied through osascript are blocked by denied Automation permission.

Proposed partial credit

50% F1 rising linearly from 0.70 to 0.825; 50% F1 rising linearly from 0.825 to 0.95 (full credit at 0.95)

R12.09.01.01-T11 Apply red-eye removal and exposure fixes to five portraits

Original instruction

In the Windows Photos app, open the five portraits in Pictures\Party (P01-P05). Remove red-eye on every affected eye, raise exposure on the two underexposed shots so the face region's mean luminance is 110-140, and save each as a copy with suffix '_fixed'. Originals must stay unchanged.

Platforms
win · Windows
Applications
Photos
Interfaces
desk · Desktop GUI
GUI need · task setting
G2 · GUI-essential
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
click · Point & click vis · Visual judgment geom · Precise geometry
Work product
WP03 · Visual layout
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

_fixed copies: red-eye regions (ground-truth pupil masks) have mean a* ≤ 20 in Lab; face-mask mean luminance 110-140 on the two dark shots; SSIM ≥ 0.9 elsewhere vs original. Originals' hashes unchanged. Python, PowerShell and cmd are blocked by AppLocker, and Sysmon logs the process that writes each _fixed file; it must be Photos.

Proposed partial credit

40% red-eye fixed on all eyes; 30% exposure targets met; 20% copies named correctly; 10% originals untouched

R12.09.01.01-T12 Hide photos of personal documents in iOS Photos

Original instruction

On the iOS Simulator, the Photos library has 220 images; 12 are photos of personal documents (passport, driver licence, bank card, tax letter). Move exactly those 12 to the Hidden album using the Photos app, and turn on 'Use Face ID' protection for Hidden and Recently Deleted.

Platforms
ios · iOS/iPadOS
Applications
Photos
Interfaces
mob · Mobile touch
GUI need · task setting
G3 · GUI-only
GUI need · ordinary access
G3 · GUI-only
Interaction primitives
touch · Touch gestures vis · Visual judgment
Work product
WP09 · Files & folders
Conditions
personal · Personal context
Proposed difficulty
3 / 5

Proposed verifier

Simulator Photos.sqlite: hidden flag set on exactly the 12 ground-truth assets (F1); Settings plist shows protection enabled. No deletions allowed. The agent reaches the Simulator only through its window: xcrun simctl and the host shell are not exposed, so the simulator's library database cannot be edited directly.

Proposed partial credit

70% scaled by hidden-set F1; 20% protection setting on; 10% no deletions

R12.09.01.01-T13 Correct orientation of mis-rotated scans only

Original instruction

Folder Pictures/Scans1998 contains 30 scanned prints imported into Apple Photos; 11 are sideways or upside down. Rotate only the 11 wrong ones so people and horizons are upright. Leave correctly oriented scans untouched.

Platforms
mac · macOS
Applications
Photos
Interfaces
desk · Desktop GUI
GUI need · task setting
G3 · GUI-only
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
vis · Visual judgment click · Point & click
Work product
WP09 · Files & folders
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

Photos.sqlite orientation/adjustment per asset compared to ground truth (exact quarter turns). Any rotation on a correct scan counts as an error. Rotating originals in Finder or with sips is detected by file hash change.

Proposed partial credit

80% scaled by correctly rotated scans; 20% no rotations on correct scans

R12.09.01.01-T14 Choose the key frame and loop effect for Live Photos

Original instruction

In Apple Photos, three Live Photos (LP_01-LP_03) of a group show people blinking in the default key frame. For each, scrub the Live Photo frames and set the key photo to a frame where all faces have open eyes. Then set LP_02's effect to Loop.

Platforms
mac · macOS
Applications
Photos
Interfaces
desk · Desktop GUI
GUI need · task setting
G3 · GUI-only
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
av · Audio/video over time vis · Visual judgment drag · Drag & drop
Work product
WP05 · Time-based media
Conditions
None declared
Proposed difficulty
4 / 5

Proposed verifier

Photos.sqlite adjustment data: key-frame timestamp for each Live Photo must fall in a ground-truth eyes-open interval (labelled per frame); LP_02 playback style must be Loop and the others unchanged. Key photo and playback style are not in Photos' AppleScript dictionary, and Terminal lacks Photos library access (TCC), so Photos.sqlite cannot be edited outside the app.

Proposed partial credit

25% LP_01 key frame valid; 25% LP_02 key frame valid; 25% LP_03 key frame valid; 25% LP_02 set to Loop

R12.09.01.01-T15 Name a person and fix face assignments in a self-hosted photo server

Original instruction

In the Immich web UI (self-hosted, test account), people recognition produced two clusters for the child 'Leo' and put 6 of his cousin's photos into one of them. Merge Leo's clusters, name him 'Leo', set his birthday to 2019-05-14, reassign the 6 cousin photos to person 'Mateo', and hide the 'unknown' cluster of a statue.

Platforms
web · Any OS (web)
Applications
Immich
Interfaces
brow · Browser
GUI need · task setting
G2 · GUI-essential
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
click · Point & click vis · Visual judgment type · Text & forms
Work product
WP10 · Annotations
Conditions
None declared
Proposed difficulty
4 / 5

Proposed verifier

Immich Postgres: person 'Leo' with birthDate 2019-05-14 whose faces have F1 ≥ 0.95 vs labels; 6 faces assigned to 'Mateo'; statue person isHidden = true. The API key page is disabled for the test user and API calls without the web session are logged.

Proposed partial credit

30% merge and name; 10% birthday; 35% cousin faces reassigned; 25% statue hidden

R12.09.01.01-T16 Write titles and captions from a CSV in digiKam

Original instruction

In digiKam, open album 'Exhibition'. Using input/captions.csv (filename, title, caption, 1-5 rating), set the title, caption and star rating for each of its 20 photos through the digiKam Captions and Rating panels, and have digiKam write the metadata to XMP sidecar files. This task is the GUI half of the pair with T17.

Platforms
mac · macOS win · Windows
Applications
digiKam
Interfaces
desk · Desktop GUI
GUI need · task setting
G2 · GUI-essential
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
type · Text & forms click · Point & click multi · Cross-app
Work product
WP10 · Annotations
Conditions
multiapp · Multi-app
Proposed difficulty
3 / 5

Proposed verifier

digikam4.db ImageComments and ImageInformation rows must match the CSV for all 20 images, and each .xmp sidecar must carry the same dc:title, dc:description and xmp:Rating. Sidecars without DB rows fail; the process writing the DB is logged (FSEvents on macOS, Sysmon on Windows), and any writer other than digiKam is detected.

Proposed partial credit

40% titles; 40% captions; 20% ratings (each scaled over 20 photos)

R12.09.01.01-T17 Control: write the same titles and captions with exiftool

Original instruction

Control pair of T16. In a terminal, use exiftool to write title, caption and rating from input/captions.csv into XMP sidecars for the 20 photos in ~/Pictures/Exhibition without modifying the original image files. Produce one .xmp per image.

Platforms
mac · macOS win · Windows lin · Linux
Applications
exiftool
Interfaces
term · Terminal
GUI need · task setting
CL · CLI-sufficient
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
code · Code & commands
Work product
WP10 · Annotations
Conditions
None declared
Proposed difficulty
2 / 5

Proposed verifier

Each .xmp must carry dc:title, dc:description and xmp:Rating equal to the CSV row; original image hashes unchanged. Used as the CLI control for T16 to measure the GUI gap on the same data.

Proposed partial credit

40% titles; 40% captions; 20% ratings, scaled per image; 0 if any original changes

R12.09.01.01-T18 Export a wedding selects album to a web-ready spec

Original instruction

Export album 'Wedding selects' (48 photos) from Apple Photos to ~/Export/Wedding as JPEG, quality High, longest edge 2048 px, with location information removed and filenames as a sequence 'Wedding_001' to 'Wedding_048' in the album's manual sort order (not capture date).

Platforms
mac · macOS
Applications
Photos
Interfaces
desk · Desktop GUI
GUI need · task setting
G3 · GUI-only
GUI need · ordinary access
G2 · GUI-essential
Interaction primitives
click · Point & click type · Text & forms
Work product
WP09 · Files & folders
Conditions
None declared
Proposed difficulty
3 / 5

Proposed verifier

48 JPEGs: max(width, height) = 2048; no GPS EXIF tags; filename index n must hash-match (perceptual) the nth photo of the album's custom order. Exports made from originals with sips lack the album order and are caught by the order check. Automation permission for osascript/Terminal to control Photos is denied, so the album cannot be exported by script.

Proposed partial credit

20% 48 files exported; 25% size spec; 20% GPS stripped; 35% names follow album order

R12.09.01.01-T19 Import a second library into folders and monthly albums without duplicates

Original instruction

An external drive folder 'Dad_iPhone_2019' holds 860 photos and videos, 140 of which are already in the Apple Photos library. Import it with 'Don't import duplicates', then create folder 'Family/2019' containing 12 albums '2019-01' to '2019-12', each holding exactly the imported items from that month (videos included).

Platforms
mac · macOS
Applications
Photos
Interfaces
desk · Desktop GUI
GUI need · task setting
G3 · GUI-only
GUI need · ordinary access
CL · CLI-sufficient
Interaction primitives
click · Point & click drag · Drag & drop nav · Pan/zoom/scroll
Work product
WP09 · Files & folders
Conditions
long · Long-horizon
Proposed difficulty
5 / 5

Proposed verifier

Photos.sqlite: library gains exactly 720 assets; folder hierarchy Family/2019 with 12 albums; album membership by capture month equals ground truth (F1 per album). Duplicate imports reduce the import score. Automation permission for osascript/Terminal to control Photos is denied and Terminal lacks Photos library access (TCC), so imports and albums cannot be scripted.

Proposed partial credit

30% 720 new assets, no duplicates; 20% folder and 12 albums; 50% scaled by mean album F1

R12.09.01.01-T20 Curate twelve monthly albums of best shots for a family photo book

Original instruction

From the 2,000-photo 2025 library in Apple Photos, build albums 'Book-01' to 'Book-12', each with 10 photos from that month that are sharp, show at least one face with eyes open, and are not near-duplicates of each other. First fix the 70 photos from a camera with a wrong date (see input/notes.txt) so they land in the right month.

Platforms
mac · macOS
Applications
Photos
Interfaces
desk · Desktop GUI
GUI need · task setting
G3 · GUI-only
GUI need · ordinary access
HY · Hybrid
Interaction primitives
vis · Visual judgment click · Point & click nav · Pan/zoom/scroll drag · Drag & drop
Work product
WP09 · Files & folders
Conditions
long · Long-horizon hidden · Hidden/stale state
Proposed difficulty
5 / 5

Proposed verifier

Per album: 10 assets from the right month (after the date fix); each passes Laplacian-variance sharpness ≥ threshold and a face detector with eyes-open classifier; pairwise pHash distance > 8. Date fix checked in Photos.sqlite. Album creation by script is blocked and logged.

Proposed partial credit

20% date fix; 20% 12 albums × 10 photos in correct months; 40% quality checks pass rate; 20% no near-duplicates

Mapped research references

Existing benchmark-to-class links from the research catalog. They are not record-level annotations, executions or product endorsements.

In this workflow family