fiftyone-generate-data-lens-connector

Diagnose and fix common FiftyOne issues automatically. Use when a dataset disappeared, the App won't open, changes aren't saving, MongoDB errors occur, video codecs fail, notebook connectivity breaks, operators are missing, or any recurring FiftyOne pain point needs solving.

Finds duplicate or near-duplicate images in FiftyOne datasets using brain similarity computation. Use when deduplicating datasets, finding similar images, or removing redundant samples.

Triages FiftyOne GitHub issues by categorizing as fixed, won't fix, not reproducible, or still valid. Use when reviewing GitHub issues, triaging bugs, or closing stale issues in the voxel51/fiftyone repository.

Evaluate model predictions against ground truth using COCO, Open Images, or custom protocols. Use when computing mAP, precision, recall, confusion matrices, or analyzing TP/FP/FN examples for detection, classification, segmentation, or regression tasks.

Answers FiftyOne Python SDK questions with accurate, runnable code. Use when the user asks how to do something in the FiftyOne Python SDK, asks a docs question, no skill or operator covers their goal, or the agent is unsure of the correct FiftyOne method, argument, or field path while writing code — e.g. "how do I do X in Python", "show me the SDK for filtering", "there's no operator for this, can I do it in code", "what's the API for embeddings", "write me a Python script to do Y".

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.

Connect a local AI agent (Claude Code, Cursor, or any MCP client) directly to a Voxel51 deployment over MCP, authenticating as yourself with your own account permissions. Use when a user wants to link their coding agent to a Voxel51 deployment, run FiftyOne operators from outside the App, or asks about remote/MCP access to a Voxel51 deployment.

Evaluates FiftyOne plugins for quality, security, and agent-readiness. Use when reviewing a plugin before installation, auditing an existing plugin, validating a plugin you just built, or assessing community plugins for safety. Produces a structured report with scores and actionable recommendations.

About 450 ready-made HyperFrames blocks and components installed as editable source - transitions, overlays, titles, kinetic type, captions, charts, map overlays, 3D, camera moves. Use it before hand-building any named visual (CRT scanlines, glitch, film grain, a chart); also for hyperframes add and catalog.

Answer finance and market-data questions with the You.com `you-finance` MCP tool: stock prices, tickers, earnings, company financials, and market trends, with payment-aware fallbacks for keyless hosts.

Use for Desktop Commander MCP capabilities — persistent shells and REPLs, long-running processes, filesystem beyond the workspace, structured files (.xlsx, .docx, .pdf, images) and large local data files such as CSVs, ripgrep search at scale, SSH, or cross-turn state.

Shopify private-data source adapter, read entirely through the Shopify CLI (`shopify store execute`) on the import operator's machine: discovery capture, its resumable step sequence, source-coverage rows, the bulk extract of the full store, and the read contract for codegen. Use when the source platform is Shopify and the Admin API (private data) was chosen. The public storefront route is `rp-quick-shopify` / public content, not this skill.

CSV file source adapter: parse core, vendor fingerprinting (Shopify, WooCommerce, Magento, BigCommerce), layout inference, file-set handling, and read contract for codegen. Use when the migration starts from one or more CSV/export files instead of a live source URL.

Edit Wix Harmony sites through an authenticated Harmony editor using Playwright over a local Chrome CDP session. Use for inspecting, changing, saving, and verifying Harmony editor components and layouts, and for copying an existing website's pages into Harmony exactly (see COPY-SITE.md); do not use for Wix Studio, the classic Editor, Dashboard data, or publishing without explicit approval.

Get a working VillageSQL server on this machine and prove it works — choose an install path (installer, Docker, or source), start the server, connect, load a bundled extension, and call one of its functions. Also covers reconnecting to a server that is already running. VillageSQL is a drop-in replacement for MySQL that adds extensions. Use when a task needs a local MySQL server for development or tests, starts a new project on MySQL, ports a PostgreSQL application to MySQL, or needs something MySQL lacks: UUIDv7 or 16-byte UUID keys, LLM calls or embeddings in SQL, password hashing or encryption in SQL, IP/CIDR/MAC columns, HTTP calls from SQL, fuzzy or phonetic text matching, a strict boolean, currency codes, n-dimensional cubes, a REST or MCP endpoint over the database, or JWT login. Also use before vsql-extension-builder, or any time a VillageSQL server is needed and none is confirmed working.

Answer a VillageSQL question from the published documentation at villagesql.com/docs. Use when the user asks how a VillageSQL feature, extension, SQL statement, system variable, or error message works.