ROLE
Automation
Glue to the rest of the business.
86
78–94 · low confidence
MIT license, MCP pieces.
- Windmill80
Code-first scripts and flows.
STACKFOR
Provisional seed stack, low confidence, not hands-on tested. Affiliate status was not an input.
The workflows run on a machine you control, with a model you can swap.
STACK SCORE
87
Mean of the role winners, compatibility +4. Separate from each tool score.
Provisional seed scores. Method seed-v0-provisional, confidence low, not hands-on tested. The band around a number is a ±8 display label, not a measured interval. Ordering uses the point estimate.
We may earn a commission if a tracking link is connected and you buy through it. It never changes ranks. In this v1 seed, tracking URLs are empty, so “Open site” goes to the vendor. Sponsorship rules.
Run the automation engine on your own server, with a database and backups.
Example compatibility note, not a measured integration test. Coolify one-clicks n8n, Activepieces, and Windmill onto a Hetzner or DigitalOcean VM.
Sorted by StackFor Score only. A tool can appear twice when it fills two roles. Affiliate programs are not on this list.
86
78–94 · low confidence
Community Edition self-host, huge node library.
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open n8nSelf-host target · role rank 1
84
76–92 · low confidence
Self-hosted PaaS that installs these apps.
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Coolify84
76–92 · low confidence
Managed Postgres if not on the VM.
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open SupabaseAutomation · role rank 2
82
74–90 · low confidence
MIT license, MCP pieces.
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Activepieces81
73–89 · low confidence
Serverless Postgres.
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Neon81
73–89 · low confidence
Managed containers if you skip the VM.
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open RailwayAutomation · role rank 3
80
72–88 · low confidence
Code-first scripts and flows.
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open Windmill78
70–86 · low confidence
Friendlier docs and managed DB.
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open DigitalOcean78
70–86 · low confidence
Cheapest solid VMs.
No cited evidence stored. seed-v0-provisional. Not hands-on tested.
Open HetznerGoal fit is scored against these must-haves. The list is a draft rubric, not a test log.
No. Every score on this page is a provisional seed estimate with low confidence. The band around the number is a display convention, not a measured interval.
No. Affiliate programs and sponsored cards are not inputs. A sponsored card, when one exists, is labeled and sits outside the ranking.
NEWSLETTER
New tools worth your time, by use case. One email a week. A sponsor, when there is one, is labeled.