opik: Skill for Claude Code

.agents/skills/opik-frontend/SKILL.md

opik-frontend is a skill for Claude Code, Codex from comet-ml/opik. It costs 31 tokens per session (1,076 once invoked), scanned A, original, Apache-2.0.

A set of coding rules for building Opik's React web interface. React is a JavaScript library for creating interactive user interfaces.

In plain words
What is it for?
Use it when changing components, application state, routes, forms, or data fetching in apps/opik-frontend.
Why use it?
It helps developers use the project's chosen approaches for page routing, data loading, shared state, forms, and reusable components. This reduces inconsistent code and avoidable browser updates.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: installed under .agents/ (shared by several agents).

This is comet-ml/opik's own configuration. It tells Claude Code and Codex how to work on opik 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 opik configures →

About the project

Opik is an open-source platform for tracing, evaluating, and monitoring applications that use large language models, retrieval systems, or AI agents. Teams use it to inspect agent activity, manage prompts, run evaluations, and monitor these applications in production.

comet-ml/opik · 22,998 stars · on GitHub · comet.com

Reuse

Borrowing it

Nothing to install: this file belongs to comet-ml/opik. 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/comet-ml/opik/main/.agents/skills/opik-frontend/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/comet-ml/opik

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for opik-frontend

README.md
[![agentmods](https://agentmods.dev/badge/skills/comet-ml/opik/opik-frontend/github.svg)](https://agentmods.dev/skills/comet-ml/opik/opik-frontend)
Your own site
<a href="https://agentmods.dev/skills/comet-ml/opik/opik-frontend"><img src="https://agentmods.dev/badge/skills/comet-ml/opik/opik-frontend/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for opik-frontend

Your own site · 80×15
<a href="https://agentmods.dev/skills/comet-ml/opik/opik-frontend"><img src="https://agentmods.dev/badge/skills/comet-ml/opik/opik-frontend.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 31 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,076 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • Snyk pass 7 Sept 2026
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00031 $0.01076
Opus 5.5 $0.00012 $0.00430
Sonnet 5.5 $0.00006 $0.00215
Haiku 4.5 $0.00003 $0.00108

Measured 2mo ago against content hash 197485e86e35, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

opik-frontend 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 2mo ago.

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/skills/opik-frontend/SKILL.md · 130 lines

How it starts

The opening of the file, as written. The whole thing — 130 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Opik Frontend

Architecture Decisions

  • Routing: TanStack Router (file-based)
  • Data fetching: TanStack Query (never raw fetch/useEffect)
  • State: Zustand for global, React state for local
  • Components: shadcn/ui + Radix UI base
  • Forms: React Hook Form + Zod validation

Critical Gotchas

Never useEffect for Data Fetching

// ❌ BAD
useEffect(() => {
  fetch('/api/data').then(setData);
}, []);

// ✅ GOOD
const { data } = useQuery({
  queryKey: ['data'],
  queryFn: fetchData,
});

Selective Memoization

// ✅ USE useMemo for: complex computations, large data transforms
const filtered = useMemo(() =>
  data.filter(x => x.status === 'active').map(transform),
  [data]
);

// ✅ USE useCallback for: functions passed to children
const handleClick = useCallback(() => doSomething(id), [id]);

// ❌ DON'T memoize: simple values, primitives, local functions
const name = data?.name ?? '';  // No useMemo needed

Zustand Selectors

// ✅ GOOD - specific selector
const selectedEntity = useEntityStore(state => state.selectedEntity);

// ❌ BAD - selecting entire store causes re-renders
const { selectedEntity, filters } = useEntityStore();

Browser Translation Safety (Google Translate)

Many users auto-translate the page; the translator wraps text nodes in <font> elements, so React throws NotFoundError: removeChild when it reconciles a bare dynamic text node it re-parented. Wrap dynamic/conditional strings in their own element instead of rendering bare text.

// ❌ bare dynamic text → crash under translation
<button>{icon}{label}</button>
// ✅ wrap it → React swaps a stable element, stays translatable
<button>{icon}<span>{label}</span></button>

For timer-driven text (typewriter/counter), also avoid per-tick setState — write into a ref'd node's textContent (React never reconciles it), or mark a decorative node translate="no". Ref: facebook/react#11538 (OPIK-7428, OPIK-7435).

Read the full file on GitHub · 130 lines

Files

What ships with it

7 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 2mo ago First seen · 130 lines · 31 tokens per session scan A 197485e86e35

Subscribe to this mod's changes

opik-frontend is a skill published in the GitHub repository comet-ml/opik (22,998 stars, last pushed today), licensed Apache-2.0. It adds 31 tokens to every session and 1,076 once invoked, about $0.0001 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.

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