Frameworks

Marvin

As of 1 July 2026, Marvin ranks 24th of 25 in Frameworks on the Agent Reality Index — scored 30.3 of 100, led by market demand.

#24 30.3 Index / 100

Score breakdown

Market demand 29
Developer adoption 26
Real usage 59
Momentum 43
Production readiness 71
Community 49

Why this rank: the index weights market demand most heavily — how much Marvin is actually searched for and asked about inside AI tools.

Real-world demand

455Google searches / mo
23AI / LLM searches / mo
455Product-site visits / mo
6.2kGitHub stars
111kPackage downloads / mo

Demand measured via Product-site traffic · confidence: low — name collides with common terms, so demand is a conservative estimate.

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Common questions

Marvin — frequently asked questions

What is Marvin's Agent Reality Index ranking?

As of 1 July 2026, Marvin ranks 24th of 25 in Frameworks, with an overall Agent Reality Index score of 30.3 of 100.

How is Marvin scored?

The index blends six real-world signals — market demand (weighted most heavily), developer adoption, real usage, momentum, production-readiness, and community — into a 0–100 score, rather than relying on GitHub stars or vendor opinion.

Is Marvin open source?

Marvin is open source; its code is publicly available on GitHub.

How popular is Marvin?

Measured 1 July 2026, Marvin draws about 455 Google searches a month, around 23 AI and LLM searches, roughly 6.2k GitHub stars, about 111k package downloads a month. Demand confidence is rated low.

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