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Find duplicate or near-duplicate images in FiftyOne datasets using brain similarity computation.
Passed 18 of 21 test cases with the skill, and 7 of 21 without it.
and 17 more in the full report
14 fixed5 passed either way1 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
After inspecting duplicate views in dataset `surveillance_cam_02`, I want to reset the UI viewer back to showing all original dataset samples. Which MCP tool call resets the view?
| Checked | Without skill | With skill |
|---|---|---|
| Invokes clear_view to remove active filters and show all dataset samples | Missed | Passed |
The instructions your model reads when the skill loads.
Find and remove duplicate or near-duplicate images using FiftyOne's brain similarity operators. Uses deep learning embeddings to identify visually similar images.
Use this skill when:
@voxel51/brain plugin installed and enabledALWAYS follow these rules:
set_context(dataset_name="my-dataset")
Brain operators are delegated and require the app:
launch_app()
Wait 5-10 seconds for initialization.
# List all brain operators
list_operators(builtin_only=False)
# Get schema for specific operator
test cases passed, vs 7 / 21 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.