Rankings (#1, #2, #3 …) show the most popular products in each category. Popularity is measured by unique clicks on a product's outbound actions (Visit Website, View Pricing, Book a Demo) over the last 90 days. The more unique clicks a product receives, the higher it ranks. Rankings are recalculated automatically and reflect real visitor interest, not paid placement.

Karma Points (KP) measure how complete and loved a product listing is. A listing earns 5 KP for being listed, 5 KP for being MCP native, 5 KP for being agent ready, 5 KP for a demo video (YouTube), 5 KP per user review, 2 KP per 'I use this', 2 KP per recommend, and 1 KP per click. The same person's review, recommend or 'I use this' is only counted once per product. Products are ranked by total KP earned.

Total clicks count every tracked button press, including repeat clicks from the same visitor. The click-count badge below each product name shows total clicks, while the ranking order uses unique clicks so repeat visits do not unfairly boost a product.

We de-duplicate in two places. Website clicks are de-duplicated by browser, product and action each calendar day (UTC): repeat clicks are still logged but marked non-unique and do not count toward rankings. Page visits are de-duplicated by visitor, page and session, and the database itself rejects duplicate visit events, so refreshes or repeated tracking calls can never inflate the count.