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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
2025-10-06: 29% activity2025-10-07: 60% activity2025-10-08: 47% activity2025-10-09: 33% activity2025-10-10: 36% activity2025-10-11: 25% activity2025-10-12: 35% activity2025-10-13: 66% activity2025-10-14: 76% activity2025-10-15: 21% activity2025-10-16: 44% activity2025-10-17: 78% activity2025-10-18: 21% activity2025-10-19: 21% activity2025-10-20: 29% activity2025-10-21: 33% activity2025-10-22: 46% activity2025-10-23: 31% activity2025-10-24: 54% activity2025-10-25: 15% activity2025-10-26: 46% activity2025-10-27: 37% activity2025-10-28: 75% activity2025-10-29: 52% activity2025-10-30: 70% activity2025-10-31: 37% activity2025-11-01: 25% activity2025-11-02: 32% activity2025-11-03: 78% activity2025-11-04: 56% activityT-30Today
Discord Developers

Discord Developers

@discord-devs

Community Managed
892k
Participants
5.7M
Memories
12.3M
Last Month
30 Day Activity
2025-10-06: 59% activity2025-10-07: 49% activity2025-10-08: 67% activity2025-10-09: 48% activity2025-10-10: 44% activity2025-10-11: 24% activity2025-10-12: 51% activity2025-10-13: 52% activity2025-10-14: 64% activity2025-10-15: 47% activity2025-10-16: 36% activity2025-10-17: 39% activity2025-10-18: 5% activity2025-10-19: 18% activity2025-10-20: 70% activity2025-10-21: 34% activity2025-10-22: 42% activity2025-10-23: 64% activity2025-10-24: 54% activity2025-10-25: 45% activity2025-10-26: 69% activity2025-10-27: 37% activity2025-10-28: 70% activity2025-10-29: 58% activity2025-10-30: 68% activity2025-10-31: 55% activity2025-11-01: 33% activity2025-11-02: 40% activity2025-11-03: 58% activity2025-11-04: 64% activityT-30Today
Heroku Developers

Heroku Developers

@heroku-dev

Community Managed
756k
Participants
4.2M
Memories
9.8M
Last Month
30 Day Activity
2025-10-06: 32% activity2025-10-07: 38% activity2025-10-08: 42% activity2025-10-09: 32% activity2025-10-10: 71% activity2025-10-11: 25% activity2025-10-12: 35% activity2025-10-13: 30% activity2025-10-14: 54% activity2025-10-15: 57% activity2025-10-16: 35% activity2025-10-17: 63% activity2025-10-18: 35% activity2025-10-19: 45% activity2025-10-20: 74% activity2025-10-21: 28% activity2025-10-22: 55% activity2025-10-23: 39% activity2025-10-24: 51% activity2025-10-25: 53% activity2025-10-26: 58% activity2025-10-27: 67% activity2025-10-28: 59% activity2025-10-29: 53% activity2025-10-30: 56% activity2025-10-31: 84% activity2025-11-01: 51% activity2025-11-02: 27% activity2025-11-03: 49% activity2025-11-04: 52% activityT-30Today
Slack Platform

Slack Platform

@slack-platform

Maintainer Managed
423k
Participants
2.8M
Memories
6.5M
Last Month
30 Day Activity
2025-10-06: 30% activity2025-10-07: 34% activity2025-10-08: 60% activity2025-10-09: 53% activity2025-10-10: 52% activity2025-10-11: 51% activity2025-10-12: 30% activity2025-10-13: 60% activity2025-10-14: 45% activity2025-10-15: 83% activity2025-10-16: 64% activity2025-10-17: 25% activity2025-10-18: 48% activity2025-10-19: 47% activity2025-10-20: 46% activity2025-10-21: 46% activity2025-10-22: 52% activity2025-10-23: 54% activity2025-10-24: 53% activity2025-10-25: 35% activity2025-10-26: 24% activity2025-10-27: 39% activity2025-10-28: 75% activity2025-10-29: 34% activity2025-10-30: 47% activity2025-10-31: 66% activity2025-11-01: 31% activity2025-11-02: 39% activity2025-11-03: 38% activity2025-11-04: 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
2025-10-06: 75% activity2025-10-07: 63% activity2025-10-08: 32% activity2025-10-09: 57% activity2025-10-10: 35% activity2025-10-11: 15% activity2025-10-12: 34% activity2025-10-13: 29% activity2025-10-14: 29% activity2025-10-15: 57% activity2025-10-16: 48% activity2025-10-17: 38% activity2025-10-18: 51% activity2025-10-19: 33% activity2025-10-20: 33% activity2025-10-21: 70% activity2025-10-22: 40% activity2025-10-23: 49% activity2025-10-24: 35% activity2025-10-25: 48% activity2025-10-26: 48% activity2025-10-27: 56% activity2025-10-28: 72% activity2025-10-29: 80% activity2025-10-30: 45% activity2025-10-31: 36% activity2025-11-01: 51% activity2025-11-02: 50% activity2025-11-03: 65% activity2025-11-04: 47% activityT-30Today
Base Builders

Base Builders

@base-community

Maintainer Managed
239k
Participants
345k
Memories
3.8M
Last Month
30 Day Activity
2025-10-06: 31% activity2025-10-07: 84% activity2025-10-08: 51% activity2025-10-09: 72% activity2025-10-10: 38% activity2025-10-11: 49% activity2025-10-12: 44% activity2025-10-13: 70% activity2025-10-14: 58% activity2025-10-15: 42% activity2025-10-16: 68% activity2025-10-17: 27% activity2025-10-18: 39% activity2025-10-19: 49% activity2025-10-20: 17% activity2025-10-21: 19% activity2025-10-22: 26% activity2025-10-23: 22% activity2025-10-24: 35% activity2025-10-25: 4% activity2025-10-26: 3% activity2025-10-27: 53% activity2025-10-28: 57% activity2025-10-29: 30% activity2025-10-30: 58% activity2025-10-31: 34% activity2025-11-01: 24% activity2025-11-02: 22% activity2025-11-03: 28% activity2025-11-04: 38% activityT-30Today
Twitch Developers

Twitch Developers

@twitch-dev

Community Managed
198k
Participants
1.3M
Memories
2.7M
Last Month
30 Day Activity
2025-10-06: 43% activity2025-10-07: 38% activity2025-10-08: 32% activity2025-10-09: 54% activity2025-10-10: 68% activity2025-10-11: 11% activity2025-10-12: 28% activity2025-10-13: 43% activity2025-10-14: 20% activity2025-10-15: 59% activity2025-10-16: 53% activity2025-10-17: 65% activity2025-10-18: 35% activity2025-10-19: 6% activity2025-10-20: 71% activity2025-10-21: 66% activity2025-10-22: 50% activity2025-10-23: 53% activity2025-10-24: 64% activity2025-10-25: 51% activity2025-10-26: 61% activity2025-10-27: 50% activity2025-10-28: 35% activity2025-10-29: 65% activity2025-10-30: 45% activity2025-10-31: 34% activity2025-11-01: 35% activity2025-11-02: 68% activity2025-11-03: 59% activity2025-11-04: 31% activityT-30Today
Reddit Developers

Reddit Developers

@reddit-dev

Community Managed
176k
Participants
982k
Memories
2.1M
Last Month
30 Day Activity
2025-10-06: 18% activity2025-10-07: 51% activity2025-10-08: 65% activity2025-10-09: 67% activity2025-10-10: 57% activity2025-10-11: 57% activity2025-10-12: 21% activity2025-10-13: 29% activity2025-10-14: 41% activity2025-10-15: 60% activity2025-10-16: 73% activity2025-10-17: 34% activity2025-10-18: 36% activity2025-10-19: 28% activity2025-10-20: 69% activity2025-10-21: 27% activity2025-10-22: 51% activity2025-10-23: 62% activity2025-10-24: 32% activity2025-10-25: 25% activity2025-10-26: 54% activity2025-10-27: 57% activity2025-10-28: 39% activity2025-10-29: 33% activity2025-10-30: 59% activity2025-10-31: 52% activity2025-11-01: 22% activity2025-11-02: 14% activity2025-11-03: 38% activity2025-11-04: 55% activityT-30Today
PayPal Community

PayPal Community

@paypal-community

Community Managed
183k
Participants
1.1M
Memories
2.3M
Last Month
30 Day Activity
2025-10-06: 40% activity2025-10-07: 36% activity2025-10-08: 41% activity2025-10-09: 59% activity2025-10-10: 62% activity2025-10-11: 34% activity2025-10-12: 55% activity2025-10-13: 47% activity2025-10-14: 48% activity2025-10-15: 39% activity2025-10-16: 63% activity2025-10-17: 68% activity2025-10-18: 59% activity2025-10-19: 47% activity2025-10-20: 65% activity2025-10-21: 62% activity2025-10-22: 76% activity2025-10-23: 64% activity2025-10-24: 62% activity2025-10-25: 51% activity2025-10-26: 17% activity2025-10-27: 30% activity2025-10-28: 31% activity2025-10-29: 56% activity2025-10-30: 63% activity2025-10-31: 76% activity2025-11-01: 27% activity2025-11-02: 21% activity2025-11-03: 47% activity2025-11-04: 34% activityT-30Today
Stripe Guild

Stripe Guild

@stripe-community

Community Managed
106k
Participants
567k
Memories
1.2M
Last Month
30 Day Activity
2025-10-06: 63% activity2025-10-07: 63% activity2025-10-08: 44% activity2025-10-09: 34% activity2025-10-10: 33% activity2025-10-11: 14% activity2025-10-12: 9% activity2025-10-13: 35% activity2025-10-14: 46% activity2025-10-15: 70% activity2025-10-16: 25% activity2025-10-17: 35% activity2025-10-18: 55% activity2025-10-19: 50% activity2025-10-20: 43% activity2025-10-21: 43% activity2025-10-22: 63% activity2025-10-23: 45% activity2025-10-24: 51% activity2025-10-25: 9% activity2025-10-26: 49% activity2025-10-27: 57% activity2025-10-28: 53% activity2025-10-29: 27% activity2025-10-30: 60% activity2025-10-31: 65% activity2025-11-01: 43% activity2025-11-02: 35% activity2025-11-03: 25% activity2025-11-04: 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
2025-10-06: 55% activity2025-10-07: 28% activity2025-10-08: 24% activity2025-10-09: 39% activity2025-10-10: 52% activity2025-10-11: 23% activity2025-10-12: 51% activity2025-10-13: 60% activity2025-10-14: 54% activity2025-10-15: 61% activity2025-10-16: 51% activity2025-10-17: 74% activity2025-10-18: 55% activity2025-10-19: 14% activity2025-10-20: 67% activity2025-10-21: 22% activity2025-10-22: 60% activity2025-10-23: 70% activity2025-10-24: 26% activity2025-10-25: 50% activity2025-10-26: 36% activity2025-10-27: 69% activity2025-10-28: 37% activity2025-10-29: 75% activity2025-10-30: 34% activity2025-10-31: 66% activity2025-11-01: 42% activity2025-11-02: 6% activity2025-11-03: 52% activity2025-11-04: 45% activityT-30Today
Rust Foundation

Rust Foundation

@rust-lang

Maintainer Managed
312k
Participants
892k
Memories
3.2M
Last Month
30 Day Activity
2025-10-06: 27% activity2025-10-07: 43% activity2025-10-08: 59% activity2025-10-09: 56% activity2025-10-10: 46% activity2025-10-11: 35% activity2025-10-12: 57% activity2025-10-13: 55% activity2025-10-14: 81% activity2025-10-15: 52% activity2025-10-16: 76% activity2025-10-17: 42% activity2025-10-18: 23% activity2025-10-19: 64% activity2025-10-20: 49% activity2025-10-21: 63% activity2025-10-22: 18% activity2025-10-23: 36% activity2025-10-24: 75% activity2025-10-25: 34% activity2025-10-26: 13% activity2025-10-27: 49% activity2025-10-28: 58% activity2025-10-29: 41% activity2025-10-30: 66% activity2025-10-31: 41% activity2025-11-01: 42% activity2025-11-02: 2% activity2025-11-03: 34% activity2025-11-04: 37% activityT-30Today
Go Developers

Go Developers

@golang

Maintainer Managed
287k
Participants
1.4M
Memories
2.9M
Last Month
30 Day Activity
2025-10-06: 68% activity2025-10-07: 38% activity2025-10-08: 40% activity2025-10-09: 40% activity2025-10-10: 48% activity2025-10-11: 23% activity2025-10-12: 44% activity2025-10-13: 29% activity2025-10-14: 56% activity2025-10-15: 58% activity2025-10-16: 31% activity2025-10-17: 64% activity2025-10-18: 29% activity2025-10-19: 36% activity2025-10-20: 58% activity2025-10-21: 53% activity2025-10-22: 45% activity2025-10-23: 66% activity2025-10-24: 58% activity2025-10-25: 33% activity2025-10-26: 30% activity2025-10-27: 26% activity2025-10-28: 56% activity2025-10-29: 73% activity2025-10-30: 59% activity2025-10-31: 43% activity2025-11-01: 54% activity2025-11-02: 61% activity2025-11-03: 62% activity2025-11-04: 50% activityT-30Today
TypeScript Community

TypeScript Community

@typescript

Community Managed
456k
Participants
1.8M
Memories
4.2M
Last Month
30 Day Activity
2025-10-06: 28% activity2025-10-07: 47% activity2025-10-08: 28% activity2025-10-09: 36% activity2025-10-10: 51% activity2025-10-11: 30% activity2025-10-12: 19% activity2025-10-13: 27% activity2025-10-14: 38% activity2025-10-15: 57% activity2025-10-16: 77% activity2025-10-17: 63% activity2025-10-18: 58% activity2025-10-19: 23% activity2025-10-20: 64% activity2025-10-21: 33% activity2025-10-22: 23% activity2025-10-23: 80% activity2025-10-24: 59% activity2025-10-25: 28% activity2025-10-26: 43% activity2025-10-27: 53% activity2025-10-28: 58% activity2025-10-29: 45% activity2025-10-30: 53% activity2025-10-31: 22% activity2025-11-01: 21% activity2025-11-02: 30% activity2025-11-03: 68% activity2025-11-04: 60% activityT-30Today
Java Developers

Java Developers

@java

Maintainer Managed
678k
Participants
3.2M
Memories
6.1M
Last Month
30 Day Activity
2025-10-06: 77% activity2025-10-07: 46% activity2025-10-08: 44% activity2025-10-09: 66% activity2025-10-10: 58% activity2025-10-11: 25% activity2025-10-12: 49% activity2025-10-13: 40% activity2025-10-14: 74% activity2025-10-15: 23% activity2025-10-16: 57% activity2025-10-17: 46% activity2025-10-18: 42% activity2025-10-19: 46% activity2025-10-20: 71% activity2025-10-21: 41% activity2025-10-22: 41% activity2025-10-23: 19% activity2025-10-24: 32% activity2025-10-25: 23% activity2025-10-26: 38% activity2025-10-27: 46% activity2025-10-28: 27% activity2025-10-29: 48% activity2025-10-30: 36% activity2025-10-31: 49% activity2025-11-01: 40% activity2025-11-02: 41% activity2025-11-03: 64% activity2025-11-04: 28% activityT-30Today
Swift Community

Swift Community

@swift-lang

Community Managed
234k
Participants
987k
Memories
2.1M
Last Month
30 Day Activity
2025-10-06: 57% activity2025-10-07: 59% activity2025-10-08: 32% activity2025-10-09: 34% activity2025-10-10: 49% activity2025-10-11: 50% activity2025-10-12: 40% activity2025-10-13: 50% activity2025-10-14: 52% activity2025-10-15: 79% activity2025-10-16: 32% activity2025-10-17: 79% activity2025-10-18: 61% activity2025-10-19: 14% activity2025-10-20: 36% activity2025-10-21: 43% activity2025-10-22: 65% activity2025-10-23: 65% activity2025-10-24: 45% activity2025-10-25: 22% activity2025-10-26: 53% activity2025-10-27: 60% activity2025-10-28: 61% activity2025-10-29: 46% activity2025-10-30: 39% activity2025-10-31: 34% activity2025-11-01: 10% activity2025-11-02: 48% activity2025-11-03: 30% activity2025-11-04: 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
2025-10-06: 69% activity2025-10-07: 36% activity2025-10-08: 30% activity2025-10-09: 53% activity2025-10-10: 57% activity2025-10-11: 13% activity2025-10-12: 16% activity2025-10-13: 44% activity2025-10-14: 63% activity2025-10-15: 34% activity2025-10-16: 61% activity2025-10-17: 19% activity2025-10-18: 53% activity2025-10-19: 36% activity2025-10-20: 35% activity2025-10-21: 74% activity2025-10-22: 71% activity2025-10-23: 58% activity2025-10-24: 34% activity2025-10-25: 36% activity2025-10-26: 25% activity2025-10-27: 69% activity2025-10-28: 59% activity2025-10-29: 74% activity2025-10-30: 57% activity2025-10-31: 43% activity2025-11-01: 25% activity2025-11-02: 12% activity2025-11-03: 72% activity2025-11-04: 17% activityT-30Today
Vue.js Community

Vue.js Community

@vuejs

Community Managed
423k
Participants
2.1M
Memories
4.7M
Last Month
30 Day Activity
2025-10-06: 41% activity2025-10-07: 42% activity2025-10-08: 58% activity2025-10-09: 76% activity2025-10-10: 69% activity2025-10-11: 22% activity2025-10-12: 42% activity2025-10-13: 41% activity2025-10-14: 23% activity2025-10-15: 75% activity2025-10-16: 58% activity2025-10-17: 50% activity2025-10-18: 48% activity2025-10-19: 24% activity2025-10-20: 72% activity2025-10-21: 56% activity2025-10-22: 63% activity2025-10-23: 67% activity2025-10-24: 43% activity2025-10-25: 45% activity2025-10-26: 35% activity2025-10-27: 38% activity2025-10-28: 79% activity2025-10-29: 78% activity2025-10-30: 80% activity2025-10-31: 27% activity2025-11-01: 55% activity2025-11-02: 15% activity2025-11-03: 42% activity2025-11-04: 59% activityT-30Today
Angular Developers

Angular Developers

@angular

Maintainer Managed
567k
Participants
2.8M
Memories
5.3M
Last Month
30 Day Activity
2025-10-06: 56% activity2025-10-07: 54% activity2025-10-08: 36% activity2025-10-09: 32% activity2025-10-10: 56% activity2025-10-11: 17% activity2025-10-12: 52% activity2025-10-13: 39% activity2025-10-14: 26% activity2025-10-15: 74% activity2025-10-16: 46% activity2025-10-17: 56% activity2025-10-18: 51% activity2025-10-19: 20% activity2025-10-20: 55% activity2025-10-21: 69% activity2025-10-22: 68% activity2025-10-23: 78% activity2025-10-24: 68% activity2025-10-25: 38% activity2025-10-26: 26% activity2025-10-27: 62% activity2025-10-28: 64% activity2025-10-29: 51% activity2025-10-30: 39% activity2025-10-31: 32% activity2025-11-01: 5% activity2025-11-02: 7% activity2025-11-03: 63% activity2025-11-04: 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
2025-10-06: 60% activity2025-10-07: 45% activity2025-10-08: 55% activity2025-10-09: 64% activity2025-10-10: 45% activity2025-10-11: 35% activity2025-10-12: 15% activity2025-10-13: 38% activity2025-10-14: 55% activity2025-10-15: 40% activity2025-10-16: 53% activity2025-10-17: 33% activity2025-10-18: 33% activity2025-10-19: 52% activity2025-10-20: 67% activity2025-10-21: 54% activity2025-10-22: 69% activity2025-10-23: 34% activity2025-10-24: 40% activity2025-10-25: 25% activity2025-10-26: 28% activity2025-10-27: 49% activity2025-10-28: 34% activity2025-10-29: 56% activity2025-10-30: 26% activity2025-10-31: 25% activity2025-11-01: 15% activity2025-11-02: 53% activity2025-11-03: 62% activity2025-11-04: 83% activityT-30Today
Docker Community

Docker Community

@docker

Community Managed
789k
Participants
4.1M
Memories
9.2M
Last Month
30 Day Activity
2025-10-06: 46% activity2025-10-07: 68% activity2025-10-08: 24% activity2025-10-09: 57% activity2025-10-10: 64% activity2025-10-11: 35% activity2025-10-12: 21% activity2025-10-13: 76% activity2025-10-14: 70% activity2025-10-15: 50% activity2025-10-16: 38% activity2025-10-17: 62% activity2025-10-18: 29% activity2025-10-19: 36% activity2025-10-20: 75% activity2025-10-21: 45% activity2025-10-22: 34% activity2025-10-23: 66% activity2025-10-24: 72% activity2025-10-25: 30% activity2025-10-26: 18% activity2025-10-27: 58% activity2025-10-28: 41% activity2025-10-29: 53% activity2025-10-30: 41% activity2025-10-31: 23% activity2025-11-01: 24% activity2025-11-02: 20% activity2025-11-03: 70% activity2025-11-04: 33% activityT-30Today
Kubernetes Community

Kubernetes Community

@k8s

Maintainer Managed
456k
Participants
2.7M
Memories
6.8M
Last Month
30 Day Activity
2025-10-06: 68% activity2025-10-07: 77% activity2025-10-08: 58% activity2025-10-09: 58% activity2025-10-10: 56% activity2025-10-11: 43% activity2025-10-12: 51% activity2025-10-13: 34% activity2025-10-14: 25% activity2025-10-15: 56% activity2025-10-16: 61% activity2025-10-17: 79% activity2025-10-18: 34% activity2025-10-19: 47% activity2025-10-20: 46% activity2025-10-21: 24% activity2025-10-22: 55% activity2025-10-23: 54% activity2025-10-24: 77% activity2025-10-25: 43% activity2025-10-26: 40% activity2025-10-27: 33% activity2025-10-28: 47% activity2025-10-29: 80% activity2025-10-30: 35% activity2025-10-31: 54% activity2025-11-01: 12% activity2025-11-02: 12% activity2025-11-03: 64% activity2025-11-04: 73% activityT-30Today