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Get Started Free →USE FOR Google-backed image discovery via Serper.dev. Returns image URLs, page URLs, titles, and source domains.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | 27% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 19% | 0% |
| case-14 | ✗→✓ | ▲ Improved | -69% | 0% |
| case-18 | ✗→✓ | ▲ Improved | -33% | 0% |
| case-22 | ✓→✗ | ▼ Worse | -63% | 0% |
Use this skill to search for candidate images via Serper.dev.
Standard image search:
bashpython3 {baseDir}/scripts/serper_image_search.py "QUERY" --num 10
Image URLs only:
bashpython3 {baseDir}/scripts/serper_image_search.py "QUERY" --num 10 --image-urls-only --limit 5
Page URLs only:
bashpython3 {baseDir}/scripts/serper_image_search.py "QUERY" --num 10 --page-urls-only --limit 5
Raw JSON:
bashpython3 {baseDir}/scripts/serper_image_search.py "QUERY" --num 10 --json
Save raw JSON to a file for later inspection:
bashpython3 {baseDir}/scripts/serper_image_search.py "QUERY" --num 10 --save-json /tmp/serper-images.json
cd, shell pipes, python -c, here-docs, or output redirection tricks.--gl and --hl when you need country or language bias.Other measured skills in the registry, with their headline benchmark lift.