Skip to content
JotformAGENT FIRST
Directory/Methodology

How we curate
and rank the directory.

What belongs here

We include products with official evidence of capabilities that agents can consume: inboxes, identity, browsing, search, memory, compute, integrations, and payments. We distinguish agent-native products from broader agent-ready platforms. These classifications are editorial.

This is a researched, expanding selection of 38 products, not an exhaustive census of every product on the market. Inclusion does not imply a partnership, endorsement, security audit, or hands-on evaluation. There are no paid placements.

Popularity = search visibility

The default order uses Ahrefs’ estimated monthly organic search visits to each product's domain, from highest to lowest. Data was retrieved on October 14, 2026, with worldwide coverage, monthly volume mode, both HTTP and HTTPS, and all subdomains included.

This is a visibility proxy, not a count of customers, agents, total website visits, or product usage. A large parent platform can rank highly because of unrelated products. Those entries carry a “platform” label, and you can filter the directory to agent-native products.

Each number is a point-in-time model estimate based on search rankings and traffic assumptions. It is not a measurement from the company's analytics. The retrieval date is shown because the dataset can change. No precise calendar-month reporting period is asserted.

Why this measure?

It provides one consistent signal across open-source and closed-source products. Google Trends can confuse short brand names with common words, and separate five-term comparisons are not directly comparable without a shared reference. YouTube mention counts depend heavily on query wording. GitHub stars omit products without public repositories. Search traffic has its own limitations, so we show the underlying values instead of an opaque score.

How the order works

  1. Sort by the unrounded estimated monthly organic visits, descending.
  2. Break ties alphabetically by product name.
  3. Put unavailable measurements after measured entries. A reported zero is shown as “<1,” not treated as evidence of no users.

The numbers printed on cards are rounded for readability. Rankings remain global when you filter a category. Alternative sorting by name or least traffic is available.

Sources and freshness

Profiles link to the official product websites and documentation used in research. Example workflows illustrate a possible use; they are not customer case studies. Screenshots show an agent-specific landing page or documentation when the general homepage does not explain the agent capability. They were captured on October 14, 2026. A site may restrict automated capture; when that happens, we explain the missing image rather than substitute a mockup.

Product facts, editorial selections, and traffic data are a published snapshot. They do not update automatically. Pricing, availability, and integration details should be checked with the provider.

About Ahrefs traffic estimates ↗ · Download the ranking data ↗ · Download the product directory ↗

Brand assets

Product logos, homepage captures, and video thumbnails identify their respective products and creators. Trademarks and media belong to their owners. Videos play through YouTube, and external articles link to the original publishers.