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Comparison · Collab
Jellyfin vs Kagi Search
A side-by-side editorial comparison of Jellyfin and Kagi Search — release velocity, themes, recent moves, and the top alternatives to consider.
Jellyfin vs Kagi Search: at a glance
| Feature | Jellyfin | Kagi Search |
|---|---|---|
| Sector | Collab | Collab |
| Velocity score | 5.0 | 0.0 |
| Sparks · 30d | 0 | 0 |
| Top themes | release-candidate, performance, backend-rewrite, versioning | search-api, assistant, mobile-apps, user-control |
| Last editorial update | 14h ago | 6d ago |
| Website | Visit → | — |
What is Jellyfin?
Jellyfin renumbers to 12.0 and spends the whole cycle paying down its backend rewrite.
Jellyfin is deep in a 12.0 release-candidate train — five RCs since late June — that exists almost entirely to stabilize the backend rewrite shipped in 10.11.0. The project also renumbered along the way: 10.11.x becomes 12.x, dropping a leading "10." that had made every release read as minor. The outgoing 10.11.x stable line is still getting fixes, but 10.11.11 is down to a single locking change.
What is Kagi Search?
Kagi is unbundling itself: search as an API, Assistant as an app, AI as a switch.
The dated part of this feed stops in April on housekeeping releases — reliability work, refinements, a Small Web expansion. Everything since sits in undated rows and is more substantial: the Search API went to public preview in May carrying each account's own lenses and blocklists, June started rebuilding search widgets, July added a global off-switch for AI in search, and July 30 put Kagi Assistant on iOS and Android as a standalone app.
Jellyfin vs Kagi Search: editorial side-by-side
Jellyfin
5.0COLLAB
Jellyfin renumbers to 12.0 and spends the whole cycle paying down its backend rewrite.
◆ Current state
Jellyfin is deep in a 12.0 release-candidate train — five RCs since late June — that exists almost entirely to stabilize the backend rewrite shipped in 10.11.0. The project also renumbered along the way: 10.11.x becomes 12.x, dropping a leading "10." that had made every release read as minor. The outgoing 10.11.x stable line is still getting fixes, but 10.11.11 is down to a single locking change.
◆ Where it's heading
The RC rounds are getting narrower as the train converges. RC1 was a cumulative dump covering the move to .NET 10, removal of legacy API route middleware and deprecated API members, and an HLS transcode seeking refactor; RC5 is batched database lookups and a fix for image endpoints upscaling past the source resolution. The 10.11.x branch is now being maintained mainly as an upgrade floor — 12.0 refuses to install on anything older than 10.10.7 and runs a multi-minute migration on first boot.
◆ Prediction
With RC5 down to query batching and individual endpoint fixes, a 12.0 final looks near — likely one or two more RCs at most. The plugin story is the loose end: the RCs still tell testers to disable external plugins and reinstall from the unstable repository, and that has to resolve before a general release.
Kagi Search
0.0COLLAB
Kagi is unbundling itself: search as an API, Assistant as an app, AI as a switch.
◆ Current state
The dated part of this feed stops in April on housekeeping releases — reliability work, refinements, a Small Web expansion. Everything since sits in undated rows and is more substantial: the Search API went to public preview in May carrying each account's own lenses and blocklists, June started rebuilding search widgets, July added a global off-switch for AI in search, and July 30 put Kagi Assistant on iOS and Android as a standalone app.
◆ Where it's heading
Kagi is separating what used to be one subscription into distinct products with distinct surfaces: a search index other people can query, an assistant that lives on a phone, and a search page where the AI layer is optional. The through-line is user control — preferences that follow the API key, widgets that can be switched off individually, threads that can be exported or deleted in bulk — which is the one thing an ad-funded competitor cannot match on. Growth now depends on those surfaces rather than on convincing people to change their default search engine.
◆ Prediction
The Search API is the piece with launch details still outstanding, so expect it to leave preview with firm pricing and the beta users migrated; the mobile Assistant is described as a first step, which points to the missing platform features arriving next.
Alternatives to Jellyfin and Kagi Search
Other Collab products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Jellyfin or Kagi Search.
AFFiNE
A nightly canary train where the AI platform work hides between dependency bumps
Flame
Self-hosted dashboard that finished its feature arc and stopped shipping in 2023.
CommaFeed
A self-hosted RSS reader that now spends most of its release notes on security.
SiYuan
SiYuan's v3.8.0 train restates one AI feature set across seven consecutive builds.
Teable
Teable is spending its release budget making bring-your-own-database failures survivable.
See all Jellyfin alternatives → · See all Kagi Search alternatives →
Recent activity from Jellyfin and Kagi Search
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoJellyfin12.0 RC5: SQLite cache and batched lookups cut query load
- 9d agoJellyfin12.0 RC4: MP4 track detection and SyncPlay queue fixes
- 21d agoJellyfin12.0 RC3 reworks bitrate reporting, speeds book collections
- 1mo agoJellyfin12.0 RC2 revamps the startup UI, defers heavy DB tasks in scans
- 1mo agoJellyfinJellyfin drops the '10.' prefix and opens 12.0 on .NET 10 ⚡
- 2mo agoJellyfin10.11.11 adds a UserManager lock helper
- 4mo agoKagi Search- Tuning the Orchestra #
- 4mo agoKagi Search- Small Web Expansion and Translate goes viral # ⚡
- 5mo agoKagi Search- Smoothing the edges #
- 6mo agoKagi Search- Kagi Translate on Android & iOS: translate anything, anywhere # ⚡
- 6mo agoKagi Search- Assistant reliability upgrades and Search refinements #
- 6mo agoKagi Search- New Year tune-up: smoother everything! #
Frequently asked questions
What is the difference between Jellyfin and Kagi Search?
They serve adjacent needs but don't currently overlap on shipped themes. Jellyfin is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Jellyfin better than Kagi Search?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Jellyfin is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Collab products to evaluate alongside.
What are the best alternatives to Jellyfin?
Top Jellyfin alternatives in Collab are ranked by recent ship velocity. Browse the "Jellyfin alternatives" section above for the current picks, or visit /alternatives/jellyfin for the full list with editorial commentary on each.
What are the best alternatives to Kagi Search?
Top Kagi Search alternatives in Collab are ranked by recent ship velocity. Browse the "Kagi Search alternatives" section above for the current picks, or visit /alternatives/kagi for the full list with editorial commentary on each.