Windmill
Windmill absorbed dbt, un-gated its warehouse languages, and turned AI authoring on by default.
A side-by-side editorial comparison of Depot and Jackett — release velocity, themes, recent moves, and the top alternatives to consider.
| Feature | Depot | Jackett |
|---|---|---|
| Sector | Infra & APIs | Infra & APIs |
| Velocity score | 7.5 | 5.0 |
| Sparks · 30d | 2 | 0 |
| Top themes | ci-cd, test-analytics, source-control, infrastructure | torznab, indexer-definitions, scraper-maintenance, self-hosted |
| Last editorial update | 2h ago | 5h ago |
| Website | — | Visit → |
Depot is no longer a build accelerator — it is assembling the whole CI stack underneath itself.
In roughly a month Depot shipped its own source-control hosting in private beta, took test results to GA with timing-based sharding and org-wide flake analytics, moved CI and Sandboxes onto its own bare-metal compute platform, and filled in the GitHub Actions compatibility surface with stacked pull requests, three additional triggers, and Tailscale access to private networks. Sherlock's AI analysis now runs on any workflow or job, not just failed ones.
A daily-shipping indexer proxy whose entire product is a scraper definition file that never stops rotting.
Jackett ships a tagged release essentially every day, and every one of them is the same shape: tracker selectors updated, domains bumped, categories added, dead sites removed. The release notes are auto-generated commit lists with no prose. The C# application itself is stable; what changes is the YAML definition corpus that keeps a few hundred torrent trackers reachable through a single Torznab endpoint.
In roughly a month Depot shipped its own source-control hosting in private beta, took test results to GA with timing-based sharding and org-wide flake analytics, moved CI and Sandboxes onto its own bare-metal compute platform, and filled in the GitHub Actions compatibility surface with stacked pull requests, three additional triggers, and Tailscale access to private networks. Sherlock's AI analysis now runs on any workflow or job, not just failed ones.
The pattern is vertical integration: storage, compute, source control and test intelligence all being pulled in-house so Depot controls every tier. Test results is the first piece with its own metered price ($1 per million passing tests) rather than being folded into build minutes, which suggests the products are being built to stand alone. GitHub compatibility work continues because migration friction is the main thing standing between Depot and its target users.
Expect Depot Code to move from private beta toward general availability with Depot CI as its primary integration point, and expect GitHub Actions runners and container builds to complete the announced move onto Depot Metal.
Jackett ships a tagged release essentially every day, and every one of them is the same shape: tracker selectors updated, domains bumped, categories added, dead sites removed. The release notes are auto-generated commit lists with no prose. The C# application itself is stable; what changes is the YAML definition corpus that keeps a few hundred torrent trackers reachable through a single Torznab endpoint.
This is maintenance-as-product, and the cadence is a symptom rather than a sign of momentum: trackers move domains, add anti-bot checks, and change markup, so the definitions decay continuously and the fix rate has to match. The visible trend across these releases is attrition — torr9, rockbox, rain, runtheframes, torrentleech-pl and elitetorrent-wf all removed in a single fortnight — partially offset by category expansion on the trackers that survive.
Expect the daily definition-churn cadence to continue unchanged, with the removal list growing faster than the addition list. Nothing in these entries indicates work on the application core.
Other Infra & APIs 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 Depot or Jackett.
Windmill absorbed dbt, un-gated its warehouse languages, and turned AI authoring on by default.
Nine releases in four days, all of them small — Casdoor is grinding on tenant-level governance.
Resend spent a month making itself something agents and third-party apps can log into.
Prowler turned its assistant from a read-only explainer into something that can change your tenant.
NetBox is spending 4.6 paying down query cost, not adding models.
Buildkite is rebuilding its MCP server around what an agent actually does with a failed build.
See all Depot alternatives → · See all Jackett alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Depot is currently shipping more aggressively (velocity 7.5 vs 5.0), with 2 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Depot is currently shipping more aggressively (velocity 7.5 vs 5.0), with 2 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
Top Depot alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Depot alternatives" section above for the current picks, or visit /alternatives/depot for the full list with editorial commentary on each.
Top Jackett alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Jackett alternatives" section above for the current picks, or visit /alternatives/jackett for the full list with editorial commentary on each.