← Back to home
Comparison · Mkt Auto

Gumloop vs n8n

A side-by-side editorial comparison of Gumloop and n8n — release velocity, themes, recent moves, and the top alternatives to consider.

Shared themes:ai agentsworkflow automation

Gumloop vs n8n: at a glance

FeatureGumloopn8n
SectorMkt AutoMkt Auto
Velocity score7.57.5
Sparks · 30d10
Top themesai agents, artifacts, agent evaluations, workflow automationworkflow automation, v3 migration, ai agents, self-hosted
Last editorial update1d ago20h ago
Website—Visit →

What is Gumloop?

Gumloop 13.1 lets live artifacts drive agents through the SDK and opens outputs in Office.

Gumloop ships a numbered release every few days. In October it gave agents a real browser (12.0), agent-owned secrets, team sharing and embeddable AI artifacts, then 13.0 rebuilt the agent harness for longer work and added organization-wide evaluations. 13.1 lets scripts in live artifacts message, create and list agents, artifacts, skills and teams through the Gumloop SDK, opens agent-made files in Google Workspace or Microsoft Office, and lets agents on a call run long tasks in the background while they keep talking.

Read the full Gumloop trajectory →

What is n8n?

n8n 3.0 is out, shipped the same morning as 2.46 after weeks of migration-report groundwork.

n8n published 3.0.0 and 2.46.0 within five minutes on October 27, with nearly identical fix lists covering agent runtime, Assistant execution redaction, queue-worker locking and stream cleanup. What is specific to 3.0 is small in the notes: community packages declare v3 node API compatibility, the outbound request guard blocks more IP ranges by default, and misconfigured S3 binary data modes fail at boot. The preceding weeks were spent on a migration report that flags v3 breaking changes, such as the removed LangChain Code node, with CSV export and project filters.

Read the full n8n trajectory →

Gumloop vs n8n: editorial side-by-side

G
Gumloop
MKT AUTO
7.5

Gumloop 13.1 lets live artifacts drive agents through the SDK and opens outputs in Office.

◆ Current state

Gumloop ships a numbered release every few days. In October it gave agents a real browser (12.0), agent-owned secrets, team sharing and embeddable AI artifacts, then 13.0 rebuilt the agent harness for longer work and added organization-wide evaluations. 13.1 lets scripts in live artifacts message, create and list agents, artifacts, skills and teams through the Gumloop SDK, opens agent-made files in Google Workspace or Microsoft Office, and lets agents on a call run long tasks in the background while they keep talking.

◆ Where it's heading

The product is moving from building agents to operating them at org scale, and artifacts are turning into small apps that can control agents themselves. Model access is also being made easier to manage, with families, deprecation dates and fallback visibility.

◆ Prediction

Expect more of the SDK exposed to artifacts and further evaluation and Insights controls at the usual weekly pace; the entries don't show pricing changes.

N
n8n
MKT AUTO
7.5

n8n 3.0 is out, shipped the same morning as 2.46 after weeks of migration-report groundwork.

◆ Current state

n8n published 3.0.0 and 2.46.0 within five minutes on October 27, with nearly identical fix lists covering agent runtime, Assistant execution redaction, queue-worker locking and stream cleanup. What is specific to 3.0 is small in the notes: community packages declare v3 node API compatibility, the outbound request guard blocks more IP ranges by default, and misconfigured S3 binary data modes fail at boot. The preceding weeks were spent on a migration report that flags v3 breaking changes, such as the removed LangChain Code node, with CSV export and project filters.

◆ Where it's heading

n8n is running a two-track transition: 3.0 is available, while 2.x keeps getting minors and the 1.x line still gets patches. Most of the engineering in both lines goes to the agent runtime and governance, including credential access checks, redaction and model routing. The migration report is how n8n expects self-hosters to move across on their own schedule.

◆ Prediction

Expect 3.0.x patches within days and 2.46 and 2.45 backports alongside them; the entries don't show when 2.x stops getting minors.

Alternatives to Gumloop and n8n

Other Mkt Auto 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 Gumloop or n8n.

See all Gumloop alternatives → · See all n8n alternatives →

Recent activity from Gumloop and n8n

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 1d agon8nn8n@3.0.1
  2. 1d agon8nn8n@1.123.89
  3. 1d agon8nn8n@2.46.1
  4. 1d agon8nn8n@2.45.5
  5. 1d agon8nEval build: agent stream shows real call_tool names
  6. 1d agon8nEval build: three-PR test merge for instance AI
  7. 3d agoGumloopGumloop 13.1: artifacts drive agents via SDK, open in Office
  8. 6d agoGumloopGumloop 13.0: revamped agent harness and org-wide evaluations ⚡
  9. 10d agoGumloopGumloop 12.5: artifacts call AI models and embed on any site
  10. 14d agoGumloopGumloop 12.4: agent-built MCPs, multi-account apps, team sharing
  11. 16d agoGumloopGemini 4 Argon and Muse Wonder
  12. 20d agoGumloopAgent-Owned Secrets

Frequently asked questions

What is the difference between Gumloop and n8n?

Both compete on the same themes — ai agents, workflow automation — within Mkt Auto. Gumloop and n8n are shipping at a similar cadence (velocity 7.5 vs 7.5, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is Gumloop better than n8n?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Gumloop and n8n are shipping at a similar cadence (velocity 7.5 vs 7.5, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Mkt Auto products to evaluate alongside.

What are the best alternatives to Gumloop?

Top Gumloop alternatives in Mkt Auto are ranked by recent ship velocity. Browse the "Gumloop alternatives" section above for the current picks, or visit /alternatives/gumloop for the full list with editorial commentary on each.

What are the best alternatives to n8n?

Top n8n alternatives in Mkt Auto are ranked by recent ship velocity. Browse the "n8n alternatives" section above for the current picks, or visit /alternatives/n8n for the full list with editorial commentary on each.