Dashy
The self-hosted dashboard finally let you drag things around instead of editing YAML.
Comparison · Infra & APIs
Windmill vs Jackett
A side-by-side editorial comparison of Windmill and Jackett — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:self-hosted
Windmill vs Jackett: at a glance
What is Windmill?
Windmill collapsed its deployment model, opened two paid runtimes, and let an agent build the workspace.
Ten days in late July carried three unrelated structural changes. The workspace-level deploy target was removed entirely — a workspace now deploys into its lineage parent, so the setting can no longer disagree with itself, and job tags resolve $workspace against the nearest provisioned ancestor. BigQuery and Snowflake moved out from behind the Enterprise license into community builds. AI sessions entered beta enabled by default, tying a chat to a workspace or fork with a live preview, producing scripts, flows and apps as drafts reviewed in a diff drawer. The surrounding releases are AI chat refinements: file attachments read on demand, web search sources shown with the query.
What is Jackett?
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.
Windmill vs Jackett: editorial side-by-side
Windmill
8.8INFRA · APIS
Windmill collapsed its deployment model, opened two paid runtimes, and let an agent build the workspace.
◆ Current state
Ten days in late July carried three unrelated structural changes. The workspace-level deploy target was removed entirely — a workspace now deploys into its lineage parent, so the setting can no longer disagree with itself, and job tags resolve $workspace against the nearest provisioned ancestor. BigQuery and Snowflake moved out from behind the Enterprise license into community builds. AI sessions entered beta enabled by default, tying a chat to a workspace or fork with a live preview, producing scripts, flows and apps as drafts reviewed in a diff drawer. The surrounding releases are AI chat refinements: file attachments read on demand, web search sources shown with the query.
◆ Where it's heading
All three moves push in the same direction — making the workspace itself the unit an agent can safely operate on. A single derived deployment target removes the ambiguity an automated change would otherwise have to resolve; the diff drawer and Compare & Deploy give a review gate for machine-authored artifacts; parallel sessions assume more changes in flight than a person would make by hand. Windmill is building the promotion path first and the agent second, which is the opposite order from most tools that added a chat and then discovered they needed review.
◆ Prediction
Expect AI sessions to leave beta with the diff and deploy path as the safety story, and more runtimes to follow BigQuery and Snowflake out of the Enterprise tier — Oracle DB and MS SQL are the two named as still gated. The compressed release timing suggests these landed as one planned batch rather than a new sustained pace.
Jackett
5.0INFRA · APIS
A daily-shipping indexer proxy whose entire product is a scraper definition file that never stops rotting.
◆ Current state
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.
◆ Where it's heading
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.
◆ Prediction
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.
Alternatives to Windmill and Jackett
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 Windmill or Jackett.
RSS-Bridge
The web's duct-tape RSS layer, now quiet for a year after flipping every bridge on by default.
Sonarr
Sonarr's release feed is a two-month run of one-line fixes, most of them about qBittorrent auth.
k0s
k0s ships one fix four times a day — the cost of keeping four Kubernetes branches current.
Microcks
Microcks is quietly wiring LLM example generation into an API mocking tool built for Kubernetes.
BorgBackup
Borg's long-running 2.0 beta finally landed packs — and warned it dropped back to alpha quality.
See all Windmill alternatives → · See all Jackett alternatives →
Recent activity from Windmill and Jackett
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 8h agoJackettDefinition updates: magnetcat selectors, torrentavenue renamed
- 1d agoJackettDefinition updates: hdgalaktik and tmghub selectors, freeleech handling
- 2d agoJackettpornotorrent moves to native Torznab API, nethd adds TV support
- 3d agoJacketttorr9 removed, engine tags and domains refreshed
- 4d agoJackettThree trackers removed, btschool gains sort settings
- 5d agoJackettrockbox removed, TPB top100 selection becomes configurable
- 5d agoWindmillOne deployment target, derived from the workspace lineage ⚡
- 5d agoWindmillCompare & Deploy into any workspace
- 10d agoWindmillBigQuery and Snowflake available in the community edition ⚡
- 13d agoWindmillAI sessions (beta) ⚡
- 14d agoWindmillAttach text files to AI chat messages
- 15d agoWindmillWeb search sources in AI chat
Frequently asked questions
What is the difference between Windmill and Jackett?
Both compete on the same themes — self-hosted — within Infra & APIs. Windmill is currently shipping more aggressively (velocity 8.8 vs 5.0), with 3 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 Windmill better than Jackett?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Windmill is currently shipping more aggressively (velocity 8.8 vs 5.0), with 3 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.
What are the best alternatives to Windmill?
Top Windmill alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Windmill alternatives" section above for the current picks, or visit /alternatives/windmill for the full list with editorial commentary on each.
What are the best alternatives to Jackett?
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.