fiftyone-skills: Instructions file for Codex

AGENTS.md

fiftyone-skills AGENTS.md is an instructions file for Codex, OpenCode from voxel51/fiftyone-skills. It costs 3,276 tokens per session, scanned A, original, Apache-2.0.

Repository instructions for FiftyOne computer-vision workflows. FiftyOne is a tool for viewing and evaluating image or video datasets, and these instructions cover importing, exporting, and model evaluation.

In plain words
What is it for?
Importing datasets from local files or the Hugging Face Hub, exporting datasets, evaluating computer-vision models, and validating imported samples.
Why use it?
They give an agent a defined process for finding dataset formats, loading data, checking the result, and using the required supporting tools.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md. Also seen: mentions Claude Code; mentions Codex.

This is voxel51/fiftyone-skills's own configuration. It tells Codex and OpenCode how to work on fiftyone-skills itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything fiftyone-skills configures →

Reuse

Borrowing it

Nothing to install: this file belongs to voxel51/fiftyone-skills. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/voxel51/fiftyone-skills/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/voxel51/fiftyone-skills

Made for: Codex, OpenCode.

Wrote this? Show the measurements

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Per session 3,276 This file is loaded in full into every session.
When invoked 3,276 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.03276 $0.03276
Opus 5.5 $0.01310 $0.01310
Sonnet 5.5 $0.00655 $0.00655
Haiku 4.5 $0.00328 $0.00328

Measured today against content hash ebd58bfcbf56, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

fiftyone-skills AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured today.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

AGENTS.md · 301 lines

How it starts

The opening of the file, as written. The whole thing — 301 lines — stays where its author put it; the contents beside it link to each section on GitHub.

FiftyOne Skills - Agent Instructions

This repository contains skills for computer vision workflows using FiftyOne and the FiftyOne MCP Server.

Available Skills

FiftyOne App Playwright (fiftyone-app-playwright/)

Use when driving the FiftyOne App via the Playwright MCP — plugin/operator verification, demo or screencast recording, or any end-to-end UI automation against fo.launch_app(...). Covers the critical "do not navigate after reload_dataset" crash, launcher patterns (remote=True, trigger-file IPC), MUI-specific input/dropdown gotchas, sidebar tag filtering, data-cy selectors, dialog scrolling, session refresh strategies, and cleanup. Trigger on mentions of "Playwright + FiftyOne", "automate FiftyOne App", "operator demo", "browser_navigate crash", "reload_dataset", or any FiftyOne session that silently dies after a UI action.

Compatibility: Requires the Playwright MCP server and a Python environment with fiftyone installed (drives a live fo.launch_app(...) session).

Instructions: Load the skill file at skills/fiftyone-app-playwright/SKILL.md

FiftyOne Code Style (fiftyone-code-style/)

Writes Python code following FiftyOne's official conventions. Use when contributing to FiftyOne, developing plugins, or writing code that integrates with FiftyOne's codebase.

Instructions: Load the skill file at skills/fiftyone-code-style/SKILL.md

FiftyOne Create Notebook (fiftyone-create-notebook/)

Creates Jupyter notebooks for FiftyOne workflows including getting-started guides, tutorials, recipes, and full ML pipelines. Use when creating notebooks, writing tutorials, building demos, or generating FiftyOne walkthroughs covering data loading, exploration, inference, evaluation, and export.

Instructions: Load the skill file at skills/fiftyone-create-notebook/SKILL.md

FiftyOne Dataset Curation (fiftyone-dataset-curation/)

End-to-end dataset curation for FiftyOne: inspect schema and quality, audit annotations, analyze class distributions, explore embeddings, find duplicates, create curated subsets, and build train/val/test splits. Works with any computer vision dataset type.

Read the full file on GitHub · 301 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. today Changed · +6 lines · +114 tokens per session ebd58bfcbf56
  2. yesterday Changed · -313 lines · -2,977 tokens per session 9f6dd1ca6e92
  3. 18d ago Changed · +51 tokens per session 1c17cad8ba79
  4. 1mo ago Changed · +7 lines · +171 tokens per session fdeee740bbc4
  5. 1mo ago Changed · +3 lines · +73 tokens per session 761bc5e6eb3b
  6. 1mo ago First seen · 598 lines · 5,844 tokens per session scan A 741985aa3152

Subscribe to this mod's changes

fiftyone-skills AGENTS.md is an instructions file published in the GitHub repository voxel51/fiftyone-skills (47 stars, last pushed today), licensed Apache-2.0. It adds 3,276 tokens to every session, about $0.0131 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

Other instructions, from other repositories