Frameworks

Marvin

As of 1 August 2026, Marvin ranks 25th of 25 in Frameworks on the Agent Reality Index — scored 31.5 of 100, led by market demand.

#25 31.5 Index / 100

Score breakdown

Market demand 34
Developer adoption 25
Real usage 58
Momentum 37
Production readiness 71
Community 50

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

456Google searches / mo
25AI / LLM searches / mo
456Product-site visits / mo
6.2kGitHub stars
83kPackage 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 August 2026, Marvin ranks 25th of 25 in Frameworks, with an overall Agent Reality Index score of 31.5 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 August 2026, Marvin draws about 456 Google searches a month, around 25 AI and LLM searches, roughly 6.2k GitHub stars, about 83k package downloads a month. Demand confidence is rated low.

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