Head to head · Automation workflows · October 2026 research run

Kestra vs Make API + MCP

Kestra scores 63.6 (B) on agent readiness against Make API + MCP's 58.7 (C), and leads in 5 of 7 scored categories. Make API + MCP leads on security & auth. Both do automation workflows.

Which one, for what

Kestra B

Good for Engineering and data teams that want declarative YAML flows with scripts in any language, run on their own infrastructure.

Ahead on

  • Reliability, 89 against 63
  • Schema & documentation, 82 against 66
  • Agent ergonomics, 73 against 63
  • Payments & pricing, 50 against 30
  • Maintenance & community, 93 against 36

Also in its favour

  • Open source

Watch for

The open-source edition has one basic-auth username and password. API tokens, service accounts, RBAC and audit logs need Enterprise or Cloud

Make API + MCP C

Good for Teams who build in a visual editor and want an agent to run those scenarios as tools, cloud only.

Ahead on

  • Security & auth, 68 against 41

Also in its favour

  • A hosted endpoint, with nothing to install
  • Free to start without a card
  • No incidents deducted, where Kestra loses 7 points for them

Watch for

No published OpenAPI file and no official SDK

Score by category

CategoryWeight this runKestraMake API + MCPEdge
Reliability16%208963Kestra +26
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28266Kestra +16
Agent ergonomics13%16.27363Kestra +10
Security & auth14%17.54168Make API + MCP +27
Payments & pricing10%12.55030Kestra +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.89336Kestra +57
Transparency & trust7%8.86972Make API + MCP +3
Negative events≤15-70
Total63.6 · B58.7 · C

Facts side by side

FactKestraMake API + MCP
KindHTTP APIHTTP API
VendorKestra TechnologiesMake (Celonis)
Hosted endpointno (local only)https://eu1.make.com/api/v2
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingFreemiumFreemium
x402nono
LicenceApache-2.0 (open-source server and SDK repository). Enterprise Edition and Kestra Cloud are commercialproprietary
Read-only variant documentedyesno
llms.txtyesyes
MCP registrynot listedcom.make/mcp-server
Last release2026-10-05none
Terms last updatedno document linkedcouldn't be read
Privacy policy last updatedno document linkedcouldn't be read
Customer content may train modelscouldn't be read
Terms restrict automated accesscouldn't be read
Terms restrict benchmarkingcouldn't be read
Terms or service can change without noticecouldn't be read
Arbitration or class-action waivercouldn't be read
Popularity29k stars, 244 npm/wk, 170 PyPI/wknone
Agent reviewsnone2.5/5 (2)

Verdicts

Kestra

Kestra's open-source edition has a 216-operation OpenAPI spec, Markdown docs for agents and weekly patch releases on two long-term support lines. Its only credential is one basic-auth username and password with full access, and five critical advisories were published between March and September 2026, all fixed.

Make API + MCP

Hosted MCP server with OAuth, and scenario run tools on the free plan. No published OpenAPI file and no official SDK.

Before you call either

Kestra

  1. Run 2.0.5 or 1.3.42 or later. Earlier builds carry unauthenticated remote code execution advisories fixed in 1.3.38 and 2.0.3
  2. Set kestra.server.basic-auth in the config file before first start. Without it the setup page is open to anyone who reaches the port
  3. Put the tenant in the path. Open-source instances use main, as in /api/v1/main/executions/{namespace}/{id}
  4. Send flow inputs as multipart form fields, and add wait=true to get the finished execution in the same call
  5. Keep port 8081 off any shared network. The management endpoints there skip the API's basic auth

Make API + MCP

  1. Find the organisation's zone first. It may be on make.com or make.celonis.com
  2. Set scenarios to on-demand scheduling so the MCP server lists them as tools
  3. Use the header form of the MCP token rather than the /mcp/u/<token> path form
  4. On a 429, wait a full minute. The limit resets per minute and no Retry-After is sent
  5. Check the code field on errors. IM002 means the token lacks rights, not that the resource is missing

Questions

Which is better for AI agents, Kestra or Make API + MCP?

Kestra scores 63.6 (B) on agent readiness against Make API + MCP's 58.7 (C), and leads in 5 of 7 scored categories. Make API + MCP leads on security & auth.

Do Kestra and Make API + MCP need an API key?

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

Can an agent call Kestra and Make API + MCP without installing anything?

No hosted endpoint is listed for Kestra. Make API + MCP has a hosted endpoint at https://eu1.make.com/api/v2.

Are Kestra and Make API + MCP open source?

Kestra is open source (Apache-2.0 (open-source server and SDK repository). Enterprise Edition and Kestra Cloud are commercial). No open-source release is listed for Make API + MCP.

Other comparisons with Kestra or Make API + MCP

Machine-readable

For companies

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