Understanding the Market Rating

The market rating captures the overall perception and impact of a product within the AI Agent ecosystem.


Our proprietary scoring system evaluates each tool across key dimensions—reach, maturity, reputation, and growth—using a dynamic, multi-factor algorithm.


The Four Key Dimensions:

Popularity

Reflects community visibility and reach. Based on collective traffic signals and social momentum.

Product Maturity

Evaluates how established and resource-backed a tool is, using indicators like team size, stage, and longevity.

Market Sentiment

Aggregated from peer-review platforms to represent overall sentiment and reliability from the global user base.

Growth Velocity

Captures recent surges in traction and momentum using a blend of dynamic company-level indicators.

How the Overall Score is Calculated

Each product’s market rating is derived from a weighted composite of four key dimensions: Popularity, Product Maturity, Market Sentiment, and Growth Velocity.


We assign different weights to each factor based on its relative importance in evaluating long-term viability and current market traction. These weights are determined through a mix of expert judgment, historical performance, and ongoing data analysis.


The result is a balanced score that reflects both immediate relevance and sustained credibility in the AI Agent space.


Check out the top agents for each role

View Leaderboard