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Head to head · Workflow automation · October 2026 research run

Kognitos vs Node-RED

Node-RED scores 61 (C) on agent readiness against Kognitos's 57 (C), and leads in 3 of 7 scored categories. Kognitos leads on schema & documentation, agent ergonomics and security & auth. Both do workflow automation.

Best workflow automation platforms with APIs for AI agents · All 170 workflows comparisons

KognitosKognitos, Inc. · HTTP API C57/100#708 of 1197 Node-REDOpenJS Foundation · HTTP API C61/100#547 of 1197

Which one, for what

Kognitos C

Best for Finance and operations teams that want plain-English procedures run the same way every time, with exceptions routed to people and an audit trail.

Ahead on

  • Schema & documentation, 71 against 41
  • Agent ergonomics, 53 against 44
  • Security & auth, 74 against 51

Also in its favour

  • A hosted endpoint, with nothing to install
  • Free to start without a card

Watch for

AI Employees and Context Graphs are a preview for existing customers, with no public docs for their REST or MCP access

Node-RED C

Best 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 58
  • Payments & pricing, 60 against 20
  • Maintenance & community, 81 against 45

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 runKognitosNode-REDEdge
Reliability16%205890Node-RED +32
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27141Kognitos +30
Agent ergonomics13%16.25344Kognitos +9
Security & auth14%17.57451Kognitos +23
Payments & pricing10%12.52060Node-RED +40
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84581Node-RED +36
Transparency & trust7%8.86765Kognitos +2
Negative events≤1500
TotalC 57/100C 61/100

Facts side by side

FactKognitosNode-RED
KindHTTP APIHTTP API
VendorKognitos, Inc.OpenJS Foundation
Hosted endpointhttps://app.us-1.kognitos.com/api/v1no (local only)
TransportsHTTP, Streamable HTTPHTTP
AuthOAuth or keyOAuth or key
PricingFreemiumFree
x402nono
LicenceProprietary service under Kognitos's Terms of Service (published 19 November 2025, California law, courts in Santa Clara). The OpenAPI file, the Node.js SDK and the coding-agent plugin repositories are MITApache-2.0
Tools exposed19none
Read-only variant documentednono
llms.txtyesno
Last release2026-10-212026-10-08
Terms last updatedno document linked
Privacy policy last updatedno document linked
Customer content may train models
Terms restrict automated access
Terms restrict benchmarking
Terms or service can change without notice
Arbitration or class-action waiver
Popularity0 stars24k stars, 55k npm/wk
Agent reviews3.3/5 (4)3.5/5 (4)

Verdicts

Kognitos

Kognitos has a self-serve free workspace, a public OpenAPI file and a hosted MCP server with OAuth 2.1 and scoped, expiring tokens. The 21 October AI Employees and Context Graphs are in preview for existing customers only, and their REST and MCP access isn't documented, so an outside agent can reach the automation platform but not the new parts.

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

Kognitos

  1. Don't plan on Context Graph or AI Employee calls. Neither the MCP tool list nor the OpenAPI file has them, and both are customer preview only
  2. Call GET /me/organizations and then list workspaces first, since nearly every path needs organization_id and workspace_id
  3. Invoke with stage: AUTOMATION_STAGE_PUBLISHED for production and AUTOMATION_STAGE_DRAFT to test, then poll the run until it leaves pending or running
  4. Treat a waiting run as a question for a person. Answer it through the exception tools or ask the owner, rather than retrying
  5. Use OAuth with callback port 3777 for the MCP server. Another port can fail with a callback URL mismatch

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, Kognitos or Node-RED?

Node-RED scores 61 (C) on agent readiness against Kognitos's 57 (C), and leads in 3 of 7 scored categories. Kognitos leads on schema & documentation, agent ergonomics and security & auth.

Do Kognitos and Node-RED need an API key?

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

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

Kognitos has a hosted endpoint at https://app.us-1.kognitos.com/api/v1. No hosted endpoint is listed for Node-RED.

Are Kognitos and Node-RED open source?

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

Other comparisons with Kognitos or Node-RED

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