Ross ROSS = Recommend OSS · open-source software intelligence for agents

h2oai/wave

Realtime Web Apps and Dashboards for Python and R observed · 2026-08-28

github.com/h2oai/wave · homepage · Python · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

99/100

  • Activity 99
  • Release rhythm 98
  • Longevity 100
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: 15.5
  • age_days: 2300
  • days_rel: 19
  • days_push: 9
  • n_releases_24m: 33

Full methodology

Adoption not part of the score

4255 stars · 368 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

H2O Wave is a software stack for building realtime, browser-based web applications and dashboards entirely in Python (and R) without HTML, JavaScript, or CSS. It pairs a Python/R driver library with a relay server that synchronizes UI state live between backend code and connected browsers.

Use cases

  • build a realtime monitoring dashboard in python
  • create an interactive web app without learning html css javascript
  • build a chatbot ui for an llm in python
  • deploy a live analytics dashboard for data science models
  • build an internal tool or admin panel quickly
  • stream live metrics and alerts to a browser
  • prototype an ai app frontend in pure python

When to choose

  • you know Python or R but not frontend web development
  • you need realtime, collaborative dashboards or live-updating apps
  • you want batteries-included UI components for analytics and decision-support apps
  • you are a data scientist building AI/ML apps without a software engineer

When to avoid

  • you need pixel-perfect custom frontend design or complex client-side logic
  • you are building a large-scale public-facing web application with custom UX
  • you need a traditional request/response REST API backend
  • your team already has strong frontend skills and a component library

Facets

framework · maturity active

web-framework data-visualization ui-components state-management chat-interface web-development data-visualization analytics machine-learning developer-tools python cross-platform windows dashboards realtime low-code r-language ai-apps no-frontend-required web-server linux macos

7 sources

Member repositories

RepositoryRoleHealth v2
h2oai/wavemain99

For agents

markdown · JSON · MCP: product_card(name="h2oai/wave")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem