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

Doist/bitmapist

Powerful analytics and cohort library using Redis bitmaps. observed · 2026-08-28

github.com/Doist/bitmapist · Python · BSD-3-Clause (permissive) observed · 2026-08-28

Health v2 · maintenance only

80/100

  • Activity 93
  • Release rhythm 53
  • 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: 79.5
  • age_days: 5060
  • days_rel: 238
  • days_push: 47
  • n_releases_24m: 5

Full methodology

Adoption not part of the score

1009 stars · 77 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A Python analytics library that uses Redis bitmaps to track user events at massive scale with minimal memory. It supports real-time queries about user activity and generates cohort retention reports.

Use cases

  • track whether a user has been active today, this week, or this month
  • count unique users who performed an action in a time period
  • compute user retention percentages across weeks or months
  • generate cohort graphs for user retention
  • store event data for millions of users in megabytes of memory
  • find which users performed a specific action

When to choose

  • you need real-time, highly memory-efficient user activity analytics
  • you want cohort and retention reporting backed by Redis
  • you need to answer set-based questions (AND/OR) over millions of user events cheaply

When to avoid

  • your user IDs exceed 2^32, which inflates memory usage
  • you need complex event schemas or arbitrary attributes per event
  • you don't already run Redis or a compatible data store

Facets

library · maturity active

analytics caching database-driver analytics databases data-science python redis-bitmaps cohort-analysis realtime-analytics user-retention event-tracking redis

2 sources

Member repositories

RepositoryRoleHealth v2
Doist/bitmapistmain80

For agents

markdown · JSON · MCP: product_card(name="Doist/bitmapist")

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