CURATED FOR BUILDERS · CLEAR SOURCES

Choose the Skill.See the tradeoffs.

Resolve the right SKILL.md package for your task, agent, system, and permission limits—then inspect the evidence before you install.

100
public leaderboard Skills
4
source families compared
0
paid ranking signals

PERSONAL MATCH

Find your best fit

Deterministic

Rules + metadata only. No LLM. Same input, same ranking.

Sources we compareGitHubskills.shagentskill.shCocoLoop

SELECTION GUIDES

Start from a job, not a pile of Skills

Three focused guides turn the directory into a smaller, inspectable starting point.

Directory · 100

Explore the collection

Switch between the attributed public leaderboard and SkillSignal's additional editorial picks. Neither view uses paid placement.

View ranking formula

OverallOriginal rank order

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Compare shortlist

Select up to three Skills to compare decision signals side by side.

Choose Skills from either directory. Your shortlist stays here while you switch views and filters.

PUBLISHED WEIGHTS · NO PAID BOOSTS

Trending now

Top Skills uses six published metadata signals and follows the same formula for every Skill.

How ranking works
  1. 01frontend-designCode Review & Testing · Anthropic96
  2. 02agent-browserBrowser Automation · vercel-labs96
  3. 03spreadsheetsDocuments & Data · OpenAI95
  4. 04web-design-guidelinesCode Review & Testing · vercel-labs94
  5. 05documentsDocuments & Data · OpenAI94
  6. 06mcp-builderCode Review & Testing · anthropics/skills94

A BETTER SIGNAL, WEEKLY

New Skills, score shifts, no feed noise.