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fiftyone-zoo-remote-model

Skill

Use when integrating a model into FiftyOne's remote model zoo — detection, classification, segmentation, embedding, keypoint, or vision-language (VLM) models loaded via `register_zoo_model_source` and `load_zoo_model`, then applied with `dataset.apply_model`. Also for debugging zoo registration, `ma

0Machine Learning

Install

git clone https://github.com/voxel51/fiftyone-skills.git ~/.claude/skills/fiftyone-zoo-remote-model

What is fiftyone-zoo-remote-model?

Use when integrating a model into FiftyOne's remote model zoo — detection, classification, segmentation, embedding, keypoint, or vision-language (VLM) models loaded via `register_zoo_model_source` and `load_zoo_model`, then applied with `dataset.apply_model`. Also for debugging zoo registration, `manifest.json` issues, custom `fom.Model` / `TorchModelMixin` subclasses, DataLoader pickle errors, or worker `ModuleNotFoundError` from spawned DataLoader workers.

What this can do

Capabilities declared in this component's own frontmatter — not inferred.

Inherit all session tools

Declares no tool restrictions — inherits every session tool

~116 tokens of context used while enabled, before you invoke anything

Documentation

README · ~3 min read

FiftyOne Remote Model Zoo — Integration Guide

When to use

Triggers: new remote zoo source; debugging an existing one; registration "succeeds" but model not loadable; ModuleNotFoundError from DataLoader workers; custom fom.Model / TorchModelMixin; VLM/structured-output integrations.

Not this skill: plugins, operators, panels, brain methods. Route via Phase 0.

Phase 0 — Confirm the integration surface

User wants to…SurfaceSkill
Apply a model (dataset.apply_model)Remote zoo modelthis skill
UI panels, buttons, side-effectsPlugin / operatorfiftyone-develop-plugin
Embeddings, similarity, uniquenessBrain methodbrain docs

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