How we review

Agent Skills, reviewed: independent verdicts before install

We read every file of a skill and weigh six months of public evidence. Each skill gets a score, a verdict and a safety grade. Publishers cannot pay to change them.

10Recommended10Recommended with caveats18Conditional1Not Recommended

Which Agent Skills are worth installing?

The highest verdict scores so far. Each card shows the safety grade and how much evidence sits behind it.

See the full ranking →
Owl-Listener (MC Dean)B

Designer Skills Collection

78/100Recommended

Best forResearch plans, specs, handoff packages and critiques built on named methods

Poor fitGenerating visually distinctive UI code; Cursor users

Moderate confidenceRead verdict →
Remotion (remotion-dev)B

Remotion Best Practices

77/100Recommended

Best forRemotion users who want correct compositions, Studio preview and renders only on request

Poor fitPrompt-to-video without React or a local toolchain

Moderate confidenceRead verdict →
Emil KowalskiA

Animate

77/100Recommended

Best forFront-end developers adding a dropdown, modal, toast, drawer or press effect with fixed curves and durations

Poor fitReact Native motion (routed to animate-expo); critiquing existing motion

Low confidenceRead verdict →
Emil KowalskiA

Emil Design Engineering

76/100Recommended

Best forWeb developers using CSS or Motion who want UI animation reviewed against concrete easing, duration and transform rules

Poor fitReact Native or native mobile motion (declined in PR #15)

Moderate confidenceRead verdict →
AnthropicA

Frontend Design

76/100Recommended

Best forNew landing pages, marketing sites or prototypes from a loose brief

Poor fitWork inside an established design system or component library

Moderate confidenceRead verdict →
obra (Jesse Vincent / Prime Radiant)B

Brainstorming

76/100Recommended

Best forClaude Code or Codex developers who want intent clarified and sign-off before code

Poor fitQuick edits and config tweaks where an approval round-trip is friction

Moderate confidenceRead verdict →

Find skills for your work

Ranked lists by job and by agent. Each ranks only skills that fit.

Browse every skill →

Which Agent Skills work in Claude, Claude Code and Codex?

Skills with a cited run inside each agent. Other support is the publisher's claim.

Claude Code 28Codex 7Claude app 2Cursor 1

How does Verify AI Skills review an Agent Skill?

Every verdict follows the same published rules and is tied to one pinned version of the skill.

Read the methodology →
  1. Read every file

    SKILL.md plus every script, hook and reference, at a pinned commit.

  2. Gather evidence

    Issues, pull requests, independent evals and discussions from six months.

  3. Score the job

    Seven universal measures plus measures for the skill's own job. The worst failure weighs most.

  4. Publish the verdict

    A label, a safety grade and a confidence level, with the evidence linked.

Are Agent Skills useful in practice?

How many reviewed skills sit in each verdict band.

Not Recommendedbelow 551
Conditional55–6918
Recommended with caveats70–7410
Recommended75–8410
Highly Recommended85+0

Are Agent Skills safe to install?

Our safety grade rates what a skill's files can do.

ANo executable code17
BScripts, nothing alarming12
CNeeds credentials or broad permissions10
FSecrets, hidden endpoints or telemetry0

What are Agent Skills?

Agent Skills are folders with a SKILL.md file of instructions, plus optional scripts and references. An agent loads a skill only when a task matches its description. Anthropic released the format in October 2025.

my-skill/
├── SKILL.md      name, description, instructions
├── scripts/      optional
└── references/   optional

New to Agent Skills?

Short guides on how skills work, how to vet them and how to build your own.

All guides →

Common questions

Can a publisher pay for a better verdict?

No. Payment cannot change a score, verdict, safety grade, confidence label or hub position. The rules sit in our editorial independence policy.

How current are the verdicts?

Every verdict page shows its review date and commit, and all current verdicts date from 2026-09-30.

How do I report an error?

Send the page URL, the disputed wording and a primary source. Accepted fixes appear with dates in the public corrections log.

Useful skills, when they are worth sharing.

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