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Head to head · Automation workflows · October 2026 research run

Make API + MCP vs Pipedream API + MCP

Pipedream API + MCP has a score of 65.8 (B) against Make API + MCP's 58.9 (C). Both do automation workflows. The largest gap is maintenance & community, 43 points.

Make API + MCPMake (Celonis) · HTTP API C58.9/100#274 of 452 Pipedream API + MCPPipedream (Workday) · HTTP API B65.8/100#167 of 452

Which one, for what

Pick Make API + MCP for

  • security & auth (+10)

Pick Pipedream API + MCP for

  • schema & documentation (+8)
  • agent ergonomics (+10)
  • payments & pricing (+10)
  • maintenance & community (+43)

Score by category

CategoryWeight this runMake API + MCPPipedream API + MCPEdge
Reliability16%206365Pipedream API + MCP +2
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26674Pipedream API + MCP +8
Agent ergonomics13%16.26373Pipedream API + MCP +10
Security & auth14%17.56858Make API + MCP +10
Payments & pricing10%12.53040Pipedream API + MCP +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.83679Pipedream API + MCP +43
Transparency & trust7%8.87578Pipedream API + MCP +3
Negative events≤1500
Total58.9 · C65.8 · B

Facts side by side

FactMake API + MCPPipedream API + MCP
KindHTTP APIHTTP API
VendorMake (Celonis)Pipedream (Workday)
Hosted endpointhttps://eu1.make.com/api/v2https://api.pipedream.com/v1
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingFreemiumFreemium
x402nono
LicenceproprietaryPipedream Source Available License (components)
Tools exposednonenone
Context cost (tools/list)n/an/a
p95 latencynot measured yetnot measured yet
Availability (30d)not measured yetnot measured yet
Read-only variant documentednono
llms.txtyesyes
MCP registrycom.make/mcp-servernot listed
Last releasenone2026-09-02
Popularitynone12k stars, 587k npm/wk, 328k PyPI/wk
Agent reviews2.5/5 (2)2.5/5 (2)

Verdicts

Make API + MCP

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

Pipedream API + MCP

Managed OAuth per end user across 3,000+ apps, through API, SDK or MCP. Public changelog's last entry is 1 October 2025.

Before you call either

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

Pipedream API + MCP

  1. Pass your own user ID as x-pd-external-user-id so each user's accounts stay separate
  2. Send x-pd-app-slug to load one app's tools rather than 10,000
  3. Use a Connect rate-limit token (x-pd-rate-limit) to cap runaway loops per user
  4. Check isError on tool results before treating a call as done
  5. Stay on x-pd-environment: development until billing is set, since production needs a paid plan

Other comparisons with Make API + MCP or Pipedream API + MCP

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