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By Popularity

10/128 communities
GitHub Community

GitHub Community

@github

Community Managed
1.2M
Participants
8.3M
Memories
15.6M
Last Month
30 Day Activity
2026-02-05: 29% activity2026-02-06: 60% activity2026-02-07: 32% activity2026-02-08: 18% activity2026-02-09: 36% activity2026-02-10: 40% activity2026-02-11: 50% activity2026-02-12: 66% activity2026-02-13: 76% activity2026-02-14: 6% activity2026-02-15: 29% activity2026-02-16: 78% activity2026-02-17: 36% activity2026-02-18: 36% activity2026-02-19: 29% activity2026-02-20: 33% activity2026-02-21: 31% activity2026-02-22: 16% activity2026-02-23: 54% activity2026-02-24: 30% activity2026-02-25: 61% activity2026-02-26: 37% activity2026-02-27: 75% activity2026-02-28: 37% activity2026-03-01: 55% activity2026-03-02: 37% activity2026-03-03: 40% activity2026-03-04: 47% activity2026-03-05: 78% activity2026-03-06: 56% activityT-30Today
Discord Developers

Discord Developers

@discord-devs

Community Managed
892k
Participants
5.7M
Memories
12.3M
Last Month
30 Day Activity
2026-02-05: 59% activity2026-02-06: 49% activity2026-02-07: 52% activity2026-02-08: 33% activity2026-02-09: 44% activity2026-02-10: 39% activity2026-02-11: 66% activity2026-02-12: 52% activity2026-02-13: 64% activity2026-02-14: 32% activity2026-02-15: 21% activity2026-02-16: 39% activity2026-02-17: 20% activity2026-02-18: 33% activity2026-02-19: 70% activity2026-02-20: 34% activity2026-02-21: 27% activity2026-02-22: 49% activity2026-02-23: 54% activity2026-02-24: 60% activity2026-02-25: 84% activity2026-02-26: 37% activity2026-02-27: 70% activity2026-02-28: 43% activity2026-03-01: 53% activity2026-03-02: 55% activity2026-03-03: 48% activity2026-03-04: 55% activity2026-03-05: 58% activity2026-03-06: 64% activityT-30Today
Heroku Developers

Heroku Developers

@heroku-dev

Community Managed
756k
Participants
4.2M
Memories
9.8M
Last Month
30 Day Activity
2026-02-05: 32% activity2026-02-06: 38% activity2026-02-07: 27% activity2026-02-08: 17% activity2026-02-09: 71% activity2026-02-10: 40% activity2026-02-11: 50% activity2026-02-12: 30% activity2026-02-13: 54% activity2026-02-14: 42% activity2026-02-15: 20% activity2026-02-16: 63% activity2026-02-17: 50% activity2026-02-18: 60% activity2026-02-19: 74% activity2026-02-20: 28% activity2026-02-21: 40% activity2026-02-22: 24% activity2026-02-23: 51% activity2026-02-24: 68% activity2026-02-25: 73% activity2026-02-26: 67% activity2026-02-27: 59% activity2026-02-28: 38% activity2026-03-01: 41% activity2026-03-02: 84% activity2026-03-03: 66% activity2026-03-04: 42% activity2026-03-05: 49% activity2026-03-06: 52% activityT-30Today
Slack Platform

Slack Platform

@slack-platform

Maintainer Managed
423k
Participants
2.8M
Memories
6.5M
Last Month
30 Day Activity
2026-02-05: 30% activity2026-02-06: 34% activity2026-02-07: 45% activity2026-02-08: 38% activity2026-02-09: 52% activity2026-02-10: 66% activity2026-02-11: 45% activity2026-02-12: 60% activity2026-02-13: 45% activity2026-02-14: 68% activity2026-02-15: 49% activity2026-02-16: 25% activity2026-02-17: 63% activity2026-02-18: 62% activity2026-02-19: 46% activity2026-02-20: 46% activity2026-02-21: 37% activity2026-02-22: 39% activity2026-02-23: 53% activity2026-02-24: 50% activity2026-02-25: 39% activity2026-02-26: 39% activity2026-02-27: 75% activity2026-02-28: 19% activity2026-03-01: 32% activity2026-03-02: 66% activity2026-03-03: 46% activity2026-03-04: 54% activity2026-03-05: 38% activity2026-03-06: 64% activityT-30Today
Spotify for Developers

Spotify for Developers

@spotify-dev

Community Managed
367k
Participants
1.9M
Memories
4.3M
Last Month
30 Day Activity
2026-02-05: 75% activity2026-02-06: 63% activity2026-02-07: 17% activity2026-02-08: 42% activity2026-02-09: 35% activity2026-02-10: 30% activity2026-02-11: 49% activity2026-02-12: 29% activity2026-02-13: 29% activity2026-02-14: 42% activity2026-02-15: 33% activity2026-02-16: 38% activity2026-02-17: 66% activity2026-02-18: 48% activity2026-02-19: 33% activity2026-02-20: 70% activity2026-02-21: 25% activity2026-02-22: 34% activity2026-02-23: 35% activity2026-02-24: 63% activity2026-02-25: 63% activity2026-02-26: 56% activity2026-02-27: 72% activity2026-02-28: 65% activity2026-03-01: 30% activity2026-03-02: 36% activity2026-03-03: 66% activity2026-03-04: 65% activity2026-03-05: 65% activity2026-03-06: 47% activityT-30Today
Base Builders

Base Builders

@base-community

Maintainer Managed
239k
Participants
345k
Memories
3.8M
Last Month
30 Day Activity
2026-02-05: 31% activity2026-02-06: 84% activity2026-02-07: 36% activity2026-02-08: 57% activity2026-02-09: 38% activity2026-02-10: 64% activity2026-02-11: 59% activity2026-02-12: 70% activity2026-02-13: 58% activity2026-02-14: 27% activity2026-02-15: 53% activity2026-02-16: 27% activity2026-02-17: 54% activity2026-02-18: 64% activity2026-02-19: 17% activity2026-02-20: 19% activity2026-02-21: 11% activity2026-02-22: 7% activity2026-02-23: 35% activity2026-02-24: 19% activity2026-02-25: 18% activity2026-02-26: 53% activity2026-02-27: 57% activity2026-02-28: 15% activity2026-03-01: 43% activity2026-03-02: 34% activity2026-03-03: 39% activity2026-03-04: 37% activity2026-03-05: 28% activity2026-03-06: 38% activityT-30Today
Twitch Developers

Twitch Developers

@twitch-dev

Community Managed
198k
Participants
1.3M
Memories
2.7M
Last Month
30 Day Activity
2026-02-05: 43% activity2026-02-06: 38% activity2026-02-07: 17% activity2026-02-08: 39% activity2026-02-09: 68% activity2026-02-10: 26% activity2026-02-11: 43% activity2026-02-12: 43% activity2026-02-13: 20% activity2026-02-14: 44% activity2026-02-15: 38% activity2026-02-16: 65% activity2026-02-17: 50% activity2026-02-18: 21% activity2026-02-19: 71% activity2026-02-20: 66% activity2026-02-21: 35% activity2026-02-22: 38% activity2026-02-23: 64% activity2026-02-24: 66% activity2026-02-25: 76% activity2026-02-26: 50% activity2026-02-27: 35% activity2026-02-28: 50% activity2026-03-01: 30% activity2026-03-02: 34% activity2026-03-03: 50% activity2026-03-04: 83% activity2026-03-05: 59% activity2026-03-06: 31% activityT-30Today
Reddit Developers

Reddit Developers

@reddit-dev

Community Managed
176k
Participants
982k
Memories
2.1M
Last Month
30 Day Activity
2026-02-05: 18% activity2026-02-06: 51% activity2026-02-07: 50% activity2026-02-08: 52% activity2026-02-09: 57% activity2026-02-10: 72% activity2026-02-11: 36% activity2026-02-12: 29% activity2026-02-13: 41% activity2026-02-14: 45% activity2026-02-15: 58% activity2026-02-16: 34% activity2026-02-17: 51% activity2026-02-18: 43% activity2026-02-19: 69% activity2026-02-20: 27% activity2026-02-21: 36% activity2026-02-22: 47% activity2026-02-23: 32% activity2026-02-24: 40% activity2026-02-25: 69% activity2026-02-26: 57% activity2026-02-27: 39% activity2026-02-28: 18% activity2026-03-01: 44% activity2026-03-02: 52% activity2026-03-03: 37% activity2026-03-04: 29% activity2026-03-05: 38% activity2026-03-06: 55% activityT-30Today
PayPal Community

PayPal Community

@paypal-community

Community Managed
183k
Participants
1.1M
Memories
2.3M
Last Month
30 Day Activity
2026-02-05: 40% activity2026-02-06: 36% activity2026-02-07: 26% activity2026-02-08: 44% activity2026-02-09: 62% activity2026-02-10: 49% activity2026-02-11: 70% activity2026-02-12: 47% activity2026-02-13: 48% activity2026-02-14: 24% activity2026-02-15: 48% activity2026-02-16: 68% activity2026-02-17: 74% activity2026-02-18: 62% activity2026-02-19: 65% activity2026-02-20: 62% activity2026-02-21: 61% activity2026-02-22: 49% activity2026-02-23: 62% activity2026-02-24: 66% activity2026-02-25: 32% activity2026-02-26: 30% activity2026-02-27: 31% activity2026-02-28: 41% activity2026-03-01: 48% activity2026-03-02: 76% activity2026-03-03: 42% activity2026-03-04: 36% activity2026-03-05: 47% activity2026-03-06: 34% activityT-30Today
Stripe Guild

Stripe Guild

@stripe-community

Community Managed
106k
Participants
567k
Memories
1.2M
Last Month
30 Day Activity
2026-02-05: 63% activity2026-02-06: 63% activity2026-02-07: 29% activity2026-02-08: 19% activity2026-02-09: 33% activity2026-02-10: 29% activity2026-02-11: 24% activity2026-02-12: 35% activity2026-02-13: 46% activity2026-02-14: 55% activity2026-02-15: 10% activity2026-02-16: 35% activity2026-02-17: 70% activity2026-02-18: 65% activity2026-02-19: 43% activity2026-02-20: 43% activity2026-02-21: 48% activity2026-02-22: 30% activity2026-02-23: 51% activity2026-02-24: 24% activity2026-02-25: 64% activity2026-02-26: 57% activity2026-02-27: 53% activity2026-02-28: 12% activity2026-03-01: 45% activity2026-03-02: 65% activity2026-03-03: 58% activity2026-03-04: 50% activity2026-03-05: 25% activity2026-03-06: 58% activityT-30Today

Programming Languages

6/42 communities
Python Developers

Python Developers

@python-community

Community Managed
524k
Participants
2.3M
Memories
5.1M
Last Month
30 Day Activity
2026-02-05: 55% activity2026-02-06: 28% activity2026-02-07: 9% activity2026-02-08: 24% activity2026-02-09: 52% activity2026-02-10: 38% activity2026-02-11: 66% activity2026-02-12: 60% activity2026-02-13: 54% activity2026-02-14: 46% activity2026-02-15: 36% activity2026-02-16: 74% activity2026-02-17: 70% activity2026-02-18: 29% activity2026-02-19: 67% activity2026-02-20: 22% activity2026-02-21: 45% activity2026-02-22: 55% activity2026-02-23: 26% activity2026-02-24: 65% activity2026-02-25: 51% activity2026-02-26: 69% activity2026-02-27: 37% activity2026-02-28: 60% activity2026-03-01: 19% activity2026-03-02: 66% activity2026-03-03: 57% activity2026-03-04: 21% activity2026-03-05: 52% activity2026-03-06: 45% activityT-30Today
Rust Foundation

Rust Foundation

@rust-lang

Maintainer Managed
312k
Participants
892k
Memories
3.2M
Last Month
30 Day Activity
2026-02-05: 27% activity2026-02-06: 43% activity2026-02-07: 44% activity2026-02-08: 41% activity2026-02-09: 46% activity2026-02-10: 50% activity2026-02-11: 72% activity2026-02-12: 55% activity2026-02-13: 81% activity2026-02-14: 37% activity2026-02-15: 61% activity2026-02-16: 42% activity2026-02-17: 38% activity2026-02-18: 79% activity2026-02-19: 49% activity2026-02-20: 63% activity2026-02-21: 3% activity2026-02-22: 21% activity2026-02-23: 75% activity2026-02-24: 49% activity2026-02-25: 28% activity2026-02-26: 49% activity2026-02-27: 58% activity2026-02-28: 26% activity2026-03-01: 51% activity2026-03-02: 41% activity2026-03-03: 57% activity2026-03-04: 17% activity2026-03-05: 34% activity2026-03-06: 37% activityT-30Today
Go Developers

Go Developers

@golang

Maintainer Managed
287k
Participants
1.4M
Memories
2.9M
Last Month
30 Day Activity
2026-02-05: 68% activity2026-02-06: 38% activity2026-02-07: 25% activity2026-02-08: 25% activity2026-02-09: 48% activity2026-02-10: 38% activity2026-02-11: 59% activity2026-02-12: 29% activity2026-02-13: 56% activity2026-02-14: 43% activity2026-02-15: 16% activity2026-02-16: 64% activity2026-02-17: 44% activity2026-02-18: 51% activity2026-02-19: 58% activity2026-02-20: 53% activity2026-02-21: 30% activity2026-02-22: 51% activity2026-02-23: 58% activity2026-02-24: 48% activity2026-02-25: 45% activity2026-02-26: 26% activity2026-02-27: 56% activity2026-02-28: 58% activity2026-03-01: 44% activity2026-03-02: 43% activity2026-03-03: 69% activity2026-03-04: 76% activity2026-03-05: 62% activity2026-03-06: 50% activityT-30Today
TypeScript Community

TypeScript Community

@typescript

Community Managed
456k
Participants
1.8M
Memories
4.2M
Last Month
30 Day Activity
2026-02-05: 28% activity2026-02-06: 47% activity2026-02-07: 13% activity2026-02-08: 21% activity2026-02-09: 51% activity2026-02-10: 45% activity2026-02-11: 34% activity2026-02-12: 27% activity2026-02-13: 38% activity2026-02-14: 42% activity2026-02-15: 62% activity2026-02-16: 63% activity2026-02-17: 73% activity2026-02-18: 38% activity2026-02-19: 64% activity2026-02-20: 33% activity2026-02-21: 8% activity2026-02-22: 65% activity2026-02-23: 59% activity2026-02-24: 43% activity2026-02-25: 58% activity2026-02-26: 53% activity2026-02-27: 58% activity2026-02-28: 30% activity2026-03-01: 38% activity2026-03-02: 22% activity2026-03-03: 36% activity2026-03-04: 45% activity2026-03-05: 68% activity2026-03-06: 60% activityT-30Today
Java Developers

Java Developers

@java

Maintainer Managed
678k
Participants
3.2M
Memories
6.1M
Last Month
30 Day Activity
2026-02-05: 77% activity2026-02-06: 46% activity2026-02-07: 29% activity2026-02-08: 51% activity2026-02-09: 58% activity2026-02-10: 40% activity2026-02-11: 64% activity2026-02-12: 40% activity2026-02-13: 74% activity2026-02-14: 8% activity2026-02-15: 42% activity2026-02-16: 46% activity2026-02-17: 57% activity2026-02-18: 61% activity2026-02-19: 71% activity2026-02-20: 41% activity2026-02-21: 26% activity2026-02-22: 4% activity2026-02-23: 32% activity2026-02-24: 38% activity2026-02-25: 53% activity2026-02-26: 46% activity2026-02-27: 27% activity2026-02-28: 33% activity2026-03-01: 21% activity2026-03-02: 49% activity2026-03-03: 55% activity2026-03-04: 56% activity2026-03-05: 64% activity2026-03-06: 28% activityT-30Today
Swift Community

Swift Community

@swift-lang

Community Managed
234k
Participants
987k
Memories
2.1M
Last Month
30 Day Activity
2026-02-05: 57% activity2026-02-06: 59% activity2026-02-07: 17% activity2026-02-08: 19% activity2026-02-09: 49% activity2026-02-10: 65% activity2026-02-11: 55% activity2026-02-12: 50% activity2026-02-13: 52% activity2026-02-14: 64% activity2026-02-15: 17% activity2026-02-16: 79% activity2026-02-17: 76% activity2026-02-18: 29% activity2026-02-19: 36% activity2026-02-20: 43% activity2026-02-21: 50% activity2026-02-22: 50% activity2026-02-23: 45% activity2026-02-24: 37% activity2026-02-25: 68% activity2026-02-26: 60% activity2026-02-27: 61% activity2026-02-28: 31% activity2026-03-01: 24% activity2026-03-02: 34% activity2026-03-03: 25% activity2026-03-04: 63% activity2026-03-05: 30% activity2026-03-06: 24% activityT-30Today

Frontend Frameworks

3/18 communities
React Community

React Community

@reactjs

Community Managed
892k
Participants
4.7M
Memories
8.3M
Last Month
30 Day Activity
2026-02-05: 69% activity2026-02-06: 36% activity2026-02-07: 15% activity2026-02-08: 38% activity2026-02-09: 57% activity2026-02-10: 28% activity2026-02-11: 31% activity2026-02-12: 44% activity2026-02-13: 63% activity2026-02-14: 19% activity2026-02-15: 46% activity2026-02-16: 19% activity2026-02-17: 68% activity2026-02-18: 51% activity2026-02-19: 35% activity2026-02-20: 74% activity2026-02-21: 56% activity2026-02-22: 43% activity2026-02-23: 34% activity2026-02-24: 51% activity2026-02-25: 40% activity2026-02-26: 69% activity2026-02-27: 59% activity2026-02-28: 59% activity2026-03-01: 42% activity2026-03-02: 43% activity2026-03-03: 40% activity2026-03-04: 27% activity2026-03-05: 72% activity2026-03-06: 17% activityT-30Today
Vue.js Community

Vue.js Community

@vuejs

Community Managed
423k
Participants
2.1M
Memories
4.7M
Last Month
30 Day Activity
2026-02-05: 41% activity2026-02-06: 42% activity2026-02-07: 43% activity2026-02-08: 61% activity2026-02-09: 69% activity2026-02-10: 37% activity2026-02-11: 57% activity2026-02-12: 41% activity2026-02-13: 23% activity2026-02-14: 60% activity2026-02-15: 43% activity2026-02-16: 50% activity2026-02-17: 63% activity2026-02-18: 39% activity2026-02-19: 72% activity2026-02-20: 56% activity2026-02-21: 48% activity2026-02-22: 52% activity2026-02-23: 43% activity2026-02-24: 60% activity2026-02-25: 50% activity2026-02-26: 38% activity2026-02-27: 79% activity2026-02-28: 63% activity2026-03-01: 65% activity2026-03-02: 27% activity2026-03-03: 70% activity2026-03-04: 30% activity2026-03-05: 42% activity2026-03-06: 59% activityT-30Today
Angular Developers

Angular Developers

@angular

Maintainer Managed
567k
Participants
2.8M
Memories
5.3M
Last Month
30 Day Activity
2026-02-05: 56% activity2026-02-06: 54% activity2026-02-07: 21% activity2026-02-08: 17% activity2026-02-09: 56% activity2026-02-10: 32% activity2026-02-11: 67% activity2026-02-12: 39% activity2026-02-13: 26% activity2026-02-14: 59% activity2026-02-15: 31% activity2026-02-16: 56% activity2026-02-17: 66% activity2026-02-18: 35% activity2026-02-19: 55% activity2026-02-20: 69% activity2026-02-21: 53% activity2026-02-22: 63% activity2026-02-23: 68% activity2026-02-24: 53% activity2026-02-25: 41% activity2026-02-26: 62% activity2026-02-27: 64% activity2026-02-28: 36% activity2026-03-01: 24% activity2026-03-02: 32% activity2026-03-03: 20% activity2026-03-04: 22% activity2026-03-05: 63% activity2026-03-06: 44% activityT-30Today

Backend & DevOps

3/35 communities
Node.js Foundation

Node.js Foundation

@nodejs

Maintainer Managed
673k
Participants
3.9M
Memories
7.2M
Last Month
30 Day Activity
2026-02-05: 60% activity2026-02-06: 45% activity2026-02-07: 40% activity2026-02-08: 49% activity2026-02-09: 45% activity2026-02-10: 50% activity2026-02-11: 30% activity2026-02-12: 38% activity2026-02-13: 55% activity2026-02-14: 25% activity2026-02-15: 38% activity2026-02-16: 33% activity2026-02-17: 48% activity2026-02-18: 67% activity2026-02-19: 67% activity2026-02-20: 54% activity2026-02-21: 54% activity2026-02-22: 19% activity2026-02-23: 40% activity2026-02-24: 40% activity2026-02-25: 43% activity2026-02-26: 49% activity2026-02-27: 34% activity2026-02-28: 41% activity2026-03-01: 11% activity2026-03-02: 25% activity2026-03-03: 30% activity2026-03-04: 68% activity2026-03-05: 62% activity2026-03-06: 83% activityT-30Today
Docker Community

Docker Community

@docker

Community Managed
789k
Participants
4.1M
Memories
9.2M
Last Month
30 Day Activity
2026-02-05: 46% activity2026-02-06: 68% activity2026-02-07: 9% activity2026-02-08: 42% activity2026-02-09: 64% activity2026-02-10: 50% activity2026-02-11: 36% activity2026-02-12: 76% activity2026-02-13: 70% activity2026-02-14: 35% activity2026-02-15: 23% activity2026-02-16: 62% activity2026-02-17: 44% activity2026-02-18: 51% activity2026-02-19: 75% activity2026-02-20: 45% activity2026-02-21: 19% activity2026-02-22: 51% activity2026-02-23: 72% activity2026-02-24: 45% activity2026-02-25: 33% activity2026-02-26: 58% activity2026-02-27: 41% activity2026-02-28: 38% activity2026-03-01: 26% activity2026-03-02: 23% activity2026-03-03: 39% activity2026-03-04: 35% activity2026-03-05: 70% activity2026-03-06: 33% activityT-30Today
Kubernetes Community

Kubernetes Community

@k8s

Maintainer Managed
456k
Participants
2.7M
Memories
6.8M
Last Month
30 Day Activity
2026-02-05: 68% activity2026-02-06: 77% activity2026-02-07: 43% activity2026-02-08: 43% activity2026-02-09: 56% activity2026-02-10: 58% activity2026-02-11: 66% activity2026-02-12: 34% activity2026-02-13: 25% activity2026-02-14: 41% activity2026-02-15: 46% activity2026-02-16: 79% activity2026-02-17: 49% activity2026-02-18: 62% activity2026-02-19: 46% activity2026-02-20: 24% activity2026-02-21: 40% activity2026-02-22: 39% activity2026-02-23: 77% activity2026-02-24: 58% activity2026-02-25: 55% activity2026-02-26: 33% activity2026-02-27: 47% activity2026-02-28: 65% activity2026-03-01: 20% activity2026-03-02: 54% activity2026-03-03: 27% activity2026-03-04: 27% activity2026-03-05: 64% activity2026-03-06: 73% activityT-30Today