Short version: all three run on your own server, so your messages and files never sit in someone else's cloud. They differ in how chat is organised and in what the free editions include. Stars are from GitHub on 23 October 2026.

The shortlist
| Tool | Best for | Licensing model | Stars |
|---|---|---|---|
| Mattermost | Developer and ops teams | Open core: free edition, paid enterprise | ~39k |
| Rocket.Chat | Chat plus customer support channels | Open core: free edition, paid enterprise | ~46k |
| Zulip | Async teams, focused discussion | Apache-2.0 | ~26k |
| Matrix + Element | Federation, end-to-end encryption | AGPL-3.0 | — |
Mattermost: closest to Slack for engineers
Mattermost looks and works much like Slack — channels, threads, integrations — and is popular with developer and operations teams for its DevOps tooling. It is open core: a free self-hosted edition, with enterprise features such as advanced compliance and SSO options in paid tiers. Check which features you need before assuming the free edition covers them.
Rocket.Chat: chat that also talks to customers
Rocket.Chat combines team chat with omnichannel features for talking to customers across channels from one place. Like Mattermost, it is open core with a free edition and paid enterprise plans. Pick it if support and team chat should live together.
Zulip: the async specialist
Zulip's streams and topics keep every conversation separate, so someone returning from a day off can catch up topic by topic instead of scrolling one endless channel. It is fully Apache-2.0, which makes licensing simple. Teams spread across time zones tend to love it; teams that live in rapid-fire chat may find it formal.
Matrix: when federation matters
If you need to talk securely with other organisations without everyone joining one server, Matrix's federation is unique here. It is also covered in our self-hosted Discord alternatives guide.
How to choose

- List the must-have features — SSO, compliance exports, guest accounts.
- Check the free edition of Mattermost or Rocket.Chat against that list.
- Pilot with one team for two weeks before migrating everyone.
- Plan backups and updates — self-hosting means you own uptime.
If your team also tracks work in a self-hosted tool, pair this with our open-source Jira alternatives. For the bigger cost picture, see open source vs SaaS: the real cost, and for wiki and docs, open-source alternatives to Notion.