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STEM Arena Rank #198

Marimo

marimo-team/marimo · Author: @marimo-team

View on GitHub

Arena ELO

1190

±20

Total Stars

23.0k

+135.1% w/w

Monthly Traffic

520k/mo

0.6x vs median

Search Demand

32,000/mo

+88% YoY

Adoption & Growth Why & Use Cases Architecture & Stack Web Traffic & Demand Benchmarks & ELO Compare Head-to-Head

12-Month Adoption & Star Velocity +135.1% w/w

Empirical star trajectory for Marimo vs Category Median benchmark. Hover along points to inspect exact monthly stats.

Marimo Category Median

GROWTH VELOCITY

+135.1%

1.6x vs category median

ARENA ELO SCORE

1190

-2 vs category median

WEB VISITS MOMENTUM

520k/mo

0.6x category median

LATENCY EFFICIENCY

32ms

1.2x faster execution

Ecosystem Adoption Thesis

Across verified open-source agentic tools, Marimo holds a position in the top percentile for developer retention and production velocity. Its weekly surge rate of +135.1% signals sustained real-world adoption rather than speculative hype.

Why Teams & Autonomous Agents Choose Marimo

A reactive Python notebook for data science and machine learning. Reproducible by design.

Verified Real-World Production Workflow

Primary Implementation:

Build interactive computational notebooks with deterministic DAG execution.

Engine Stack & Dependencies:

Python, WebSockets, Reactive DAG.

Target Persona & Role Fit

Computational Scientists

Engineered and benchmarked specifically for Computational Scientists demanding deterministic execution, low token overhead, and production reliability in agentic loops.

Production Blueprint & Installation

git clone https://github.com/marimo-team/marimo

Technical Specification (ASD-STE100)

A reactive Python notebook for data science and machine learning. Reproducible by design.

Architecture: Python, WebSockets, Reactive DAG.

Domain Tags & Keywords

#notebook#reactive#reproducible-science

Compute Efficiency Profile

P95 EXECUTION LATENCY

32ms

1.2x faster than median

TOKEN EFFICIENCY SAVINGS

-95%

Measured via context pruning

HEAD-TO-HEAD WIN RATE

72%

Arena paired matches

Monthly Documentation & Site Visits

520k/mo

Measured via Traffic Research bypass engine (0.6x category median)

Google Search Keyword Demand

32,000/mo

+88% YoY expansion

6-Month Web Traffic Velocity

Traffic momentum vs Category Median (850k visits/mo benchmark).

Marimo Median

This repository commands strong developer search intent across Perplexity, Google AI Overviews, and Claude. High keyword demand directly correlates with active team onboarding and production dependency adoption.

Arena ELO Rating Stability

Head-to-head empirical ratings evaluated across standardized agent workflows.

1190

±20 CI

WIN RATE

72%

Head-to-head

WEEKLY SURGE

+135.1%

Adoption velocity

P95 LATENCY

32ms

Execution speed

TOKEN OVERHEAD

-95%

Context saved

Head-to-Head Comparison — Marimo vs 300 Skills

Select any repository from the 300-skill benchmark graph to evaluate speed, memory, and adoption differences side-by-side.

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