Head to head · Workflow automation · October 2026 research run

Gumloop vs Node-RED

Gumloop and Node-RED score within a point of each other on agent readiness, 61.6 (C) and 61 (C). Node-RED leads on reliability, payments & pricing and transparency & trust. Both do workflow automation.

Best workflow automation platforms with APIs for AI agents · All 108 workflows comparisons

Which one, for what

Gumloop C

Good for A team that wants hosted agents with connectors, approvals and triggers, driven or configured by an outside agent through the API or MCP server.

Ahead on

  • Schema & documentation, 83 against 41
  • Agent ergonomics, 66 against 44

Also in its favour

  • A hosted endpoint, with nothing to install

Watch for

API keys and the gumloop_api OAuth scope need the Pro plan at $37 a month. The 14-day trial needs a card

Node-RED C

Good for Owners who want event-driven flows on their own machine or device, with a large library of community nodes, and an agent that deploys or edits flows as JSON.

Ahead on

  • Reliability, 90 against 82
  • Payments & pricing, 60 against 20
  • Transparency & trust, 65 against 57

Also in its favour

  • Open source

Watch for

No OpenAPI file, llms.txt or SDK. The Admin API is documented as 20 hand-written pages on nodered.org

Score by category

CategoryWeight this runGumloopNode-REDEdge
Reliability16%208290Node-RED +8
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28341Gumloop +42
Agent ergonomics13%16.26644Gumloop +22
Security & auth14%17.55051Node-RED +1
Payments & pricing10%12.52060Node-RED +40
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87781Node-RED +4
Transparency & trust7%8.85765Node-RED +8
Negative events≤15-20
Total61.6 · C61 · C

Facts side by side

FactGumloopNode-RED
KindHTTP APIHTTP API
VendorAgentHub Inc.OpenJS Foundation
Hosted endpointhttps://api.gumloop.com/api/v1no (local only)
TransportsHTTP, Streamable HTTPHTTP
AuthOAuth or keyOAuth or key
PricingPaidFree
x402nono
LicenceProprietary service under Gumloop's terms of service. The Python SDK and CLI repository and the npm package are Apache-2.0Apache-2.0
Read-only variant documentednono
llms.txtyesno
Last release2026-10-082026-10-08
Terms last updatedno date givenno document linked
Privacy policy last updatedno date givenno document linked
Customer content may train modelsyes
Terms restrict automated accessyes
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticeyes
Arbitration or class-action waivernot found in the text
Popularity188 npm/wk, 2.9k PyPI/wk24k stars, 55k npm/wk

Verdicts

Gumloop

Gumloop's REST API has a public OpenAPI file with 105 operations, Markdown docs and a changelog with 28 dated releases since 9 July 2026. API keys need the $37 Pro plan, the trial needs a card, the key can travel in the URL, and self-serve content may be used to train Gumloop's models.

Node-RED

Node-RED's Admin HTTP API covers flows, nodes and settings in 20 documented methods, with read and write permissions per resource and a revision check on deploys. It has no OpenAPI file, no pagination and no SDK, and a default install accepts API calls from anyone who can reach port 1880.

Before you call either

Gumloop

  1. Send the key as Authorization: Bearer and, for a personal key, add the x-auth-key header with the user ID. Do not put api_key in the URL
  2. Create sessions with POST /agents/{agent_id}/sessions, then poll GET /sessions/{session_id}. A 202 means processing or queued, and the reply is not in the response
  3. Supply your own session_id when creating a session. A repeat returns 409, which makes a retry safe
  4. For streamed output send the same body with stream: true to ws.gumloop.com. api.gumloop.com answers 400 to it
  5. Treat a webhook trigger URL as a password. It returns {"success": true} at once and never carries the agent's output

Node-RED

  1. Call GET /auth/login first. An empty object means no authentication is set and every Admin API call is open
  2. Send Node-RED-API-Version: v2 and the last rev on POST /flows, and re-read the flows on a 409
  3. Set Node-RED-Deployment-Type to nodes or flows to restart only what changed. The default full stops every node
  4. Prefer GET /flow/:id and PUT /flow/:id for one tab. GET /flows returns every node in the runtime
  5. Treat flows.write and nodes.write as code execution on the host. Function nodes run JavaScript and POST /nodes installs npm modules

Questions

Which is better for AI agents, Gumloop or Node-RED?

Gumloop and Node-RED score within a point of each other on agent readiness, 61.6 (C) and 61 (C). Node-RED leads on reliability, payments & pricing and transparency & trust.

Do Gumloop and Node-RED need an API key?

Both take an API key or an OAuth sign-in.

Can an agent call Gumloop and Node-RED without installing anything?

Gumloop has a hosted endpoint at https://api.gumloop.com/api/v1. No hosted endpoint is listed for Node-RED.

Are Gumloop and Node-RED open source?

No open-source release is listed for Gumloop. Node-RED is open source (Apache-2.0).

Other comparisons with Gumloop or Node-RED

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.