Find the AI agents, skills & tools worth your time.

A curated, automatically refreshed directory where you can discover which AI agents, reusable skills, and agent tools are popular — ranked by transparent public metrics.

Ranked by public metrics — stars, downloads, and growth. No paid rankings, ever.

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Frequently asked

What is AgentSpot?

AgentSpot is a free, independent directory that helps you discover popular AI agents, reusable agent skills, and tools that agents can use. Every listing links out to the project's own repository and website — it is a hub for finding projects, not a platform that hosts or runs them. Listings are refreshed automatically from public data.

How is popularity measured?

We rank primarily by GitHub stars, with package downloads (npm, PyPI or Docker, last 7 days) as a secondary signal, plus a small momentum adjustment for recent growth. Lists are ordered by this composite score by default, and every listing shows the raw numbers so you can judge for yourself. The formula is published in full on the methodology page — and it is never influenced by payment.

How do I get listed?

Projects that meet our published thresholds (currently at least 100 GitHub stars, or 2,500 downloads in the last 7 days) are eligible. A daily pipeline proposes the most popular ones automatically, and every listing is reviewed before it goes live — but thousands of projects clear the threshold, far more than any search can enumerate, so it only ever sees the most-starred slice of each topic. If a project qualifies and has not appeared, submit it: that is the reliable path, not a fallback.

Can you pay to rank higher?

No. This is a hard rule: no payment of any kind — sponsorship, curation fee, or anything else — can affect whether a project is listed, how it is ordered, or its popularity score. Sponsored placements are always clearly labeled and shown in a separate slot, and the organic rankings never move. That independence is the whole point of the hub.

Is AgentSpot a marketplace?

Not today. AgentSpot is a free directory: every listing links out to the project's own repository or website, and nothing is sold here. We have considered a vetted marketplace layer — independently security-tested listings with clear provenance — built on the same no-paid-rankings rules: if that ever arrives, it will never affect what is listed or how anything ranks.

Are the listed projects safe to use?

Not necessarily. A listing is not an endorsement or a safety guarantee. Agents, skills, and tools execute code and can cause real harm, so treat everything here as a starting point for your own review. Our standing recommendation: read the source, pin the version, and ideally have your own agent rebuild the capability from the linked repository rather than installing published artifacts blindly.

More detail on the methodology page, including the exact popularity formula and our no-paid-rankings policy.