Install any skill in seconds. Free to start, no credit card required.
Get Started Free →Rescue a photo library drowning in duplicates, screenshots, and 40,000 unsorted items — the triage order that shrinks first (screenshots, bursts, dupes), the album-vs-search philosophy that ends over-organizing, and the backup rule that comes before any deleting. Use when asked organize my photo library, 40k photos help, delete duplicate photos safely, or set up a photo system that lasts. Produces the backup-first step, the shrink passes in order, the light organizing layer, and the monthly habi
.claude/skills/mohitagw15856-photo-library-rescue/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | 19% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 19% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 81% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 71% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 48% | 0% |
Photo libraries induce a special paralysis: 40,000 items, emotional stakes, and no obvious start. The rescue order matters — backup before touching anything, then shrink by category (screenshots, bursts, blur, duplicates — the low-sentiment bulk), and only then organize what remains, lightly, because modern search (dates, places, faces, content) does more than albums ever did. The goal isn't a curated museum; it's a library where the good photos are findable and the cruft stopped multiplying.
Ask for these if not provided:
screenshot, review-delete in bulk — they're 10–30% of most libraries and 0% of the memories) → burst/near-duplicate sets (keep best-of, platforms surface these) → blur and pocket shots → exact duplicates last (dedupe tools where available, always into a reviewable album before final delete).The second copy plan · the restore-a-sample verification · nothing proceeds before this line clears]
| Pass | How | Est. reduction | |---|---|---| Screenshots · bursts · blur · exact dupes — each with the platform's mechanism]
Favorites discipline · the ≤10 purpose-albums · the documents split · search-first retrieval note]
The three moves, calendared]
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→fail | 28,679 | 31,626 | +10% | 1 | 1 | 0% | 3,581 | 4,312 | +20% | 0 | 0 | — |
case-02 | fail→pass | 28,356 | 23,897 | -16% | 1 | 1 | 0% | 3,013 | 3,574 | +19% | 0 | 0 | — |
case-03 | fail→pass | 25,101 | 25,501 | +2% | 1 | 1 | 0% | 3,154 | 3,749 | +19% | 0 | 0 | — |
case-04 | fail→fail | 21,499 | 23,759 | +11% | 1 | 1 | 0% | 2,404 | 3,792 | +58% | 0 | 0 | — |
case-05 | fail→pass | 18,717 | 19,536 | +4% | 1 | 1 | 0% | 1,762 | 3,185 | +81% | 0 | 0 | — |
case-06 | pass→pass | 28,828 | 22,491 | -22% | 1 | 1 | 0% | 2,383 | 3,677 | +54% | 0 | 0 | — |
case-07 | fail→pass | 17,661 | 21,234 | +20% | 1 | 1 | 0% | 1,931 | 3,308 | +71% | 0 | 0 | — |
case-08 | pass→pass | 18,806 | 21,070 | +12% | 1 | 1 | 0% | 2,131 | 3,129 | +47% | 0 | 0 | — |
case-09 | pass→pass | 20,852 | 20,581 | -1% | 1 | 1 | 0% | 2,071 | 3,125 | +51% | 0 | 0 | — |
case-10 | fail→pass | 14,964 | 14,681 | -2% | 1 | 1 | 0% | 1,437 | 2,129 | +48% | 0 | 0 | — |
case-11 | fail→pass | 14,865 | 14,942 | +1% | 1 | 1 | 0% | 1,925 | 2,124 | +10% | 0 | 0 | — |
case-12 | pass→pass | 12,277 | 12,152 | -1% | 1 | 1 | 0% | 1,780 | 2,551 | +43% | 0 | 0 | — |
case-13 | fail→fail | 31,362 | 20,981 | -33% | 1 | 1 | 0% | 1,891 | 2,959 | +56% | 0 | 0 | — |
case-14 | fail→pass | 21,964 | 13,585 | -38% | 1 | 1 | 0% | 1,800 | 2,160 | +20% | 0 | 0 | — |
case-15 | pass→pass | 21,693 | 23,912 | +10% | 1 | 1 | 0% | 2,396 | 3,430 | +43% | 0 | 0 | — |
case-16 | pass→pass | 29,174 | 18,551 | -36% | 1 | 1 | 0% | 2,211 | 2,870 | +30% | 0 | 0 | — |
case-17 | pass→pass | 15,866 | 14,853 | -6% | 1 | 1 | 0% | 1,572 | 2,253 | +43% | 0 | 0 | — |
case-18 | pass→pass | 18,877 | 19,491 | +3% | 1 | 1 | 0% | 2,089 | 3,075 | +47% | 0 | 0 | — |
case-19 | pass→fail | 17,626 | 20,202 | +15% | 1 | 1 | 0% | 2,365 | 3,547 | +50% | 0 | 0 | — |
case-20 | pass→fail | 23,756 | 25,144 | +6% | 1 | 1 | 0% | 3,197 | 3,716 | +16% | 0 | 0 | — |
case-21 | pass→pass | 41,080 | 24,176 | -41% | 1 | 1 | 0% | 2,660 | 3,855 | +45% | 0 | 0 | — |
case-22 | pass→pass | 21,736 | 20,904 | -4% | 1 | 1 | 0% | 2,128 | 2,967 | +39% | 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 +23 percentage points is the difference between those two pass rates over the 22 comparable cases. 2 cases got worse with the skill loaded, and they are included in that figure.
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.
Other measured skills in the registry, with their headline benchmark lift.