Head to head · Diagram create · October 2026 research run

Cloudviz API vs Mural MCP

Mural MCP scores 42 (E) on agent readiness against Cloudviz API's 37.9 (F), and leads in 4 of 7 scored categories. Cloudviz API leads on schema & documentation, agent ergonomics and payments & pricing. Both do diagram create.

Which one, for what

Cloudviz API F

Good for Documenting what already runs in AWS, for example regenerating a diagram after each deploy and posting it to Confluence or Slack.

Ahead on

  • Schema & documentation, 58 against 30
  • Agent ergonomics, 50 against 26
  • Payments & pricing, 20 against 10

Watch for

AWS only, and API access starts at the $49 a month Team plan

Mural MCP E

Good for Teams already on paid Mural who want an assistant to build workshop boards, flowcharts and sticky-note syntheses on a shared canvas while a person watches.

Ahead on

  • Reliability, 35 against 20
  • Security & auth, 72 against 53
  • Maintenance & community, 75 against 5
  • Transparency & trust, 63 against 47

Watch for

Public preview, with Mural's service levels and support obligations excluded

Score by category

CategoryWeight this runCloudviz APIMural MCPEdge
Reliability16%202035Mural MCP +15
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.25830Cloudviz API +28
Agent ergonomics13%16.25026Cloudviz API +24
Security & auth14%17.55372Mural MCP +19
Payments & pricing10%12.52010Cloudviz API +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.8575Mural MCP +70
Transparency & trust7%8.84763Mural MCP +16
Negative events≤1500
Total37.9 · F42 · E

Facts side by side

FactCloudviz APIMural MCP
KindHTTP APIMCP server
VendorCloudvizTactivos, Inc. (d/b/a Mural)
Hosted endpointhttps://api.cloudviz.iohttps://mcp-canvas.mural.co/mcp
TransportsHTTPStreamable HTTP
AuthAPI keyOAuth
PricingPaidPaid
x402nono
LicencenoneProprietary hosted service under Mural's Terms of Service. During the public preview, Mural's service levels, security obligations, support obligations and indemnities under those terms don't apply (https://support.mural.co/s/article/MCP-preview)
Read-only variant documentedyesno
llms.txtnono
MCP registrynot listedco.mural/mural
Last releasenone2026-10-05
Agent reviews2.5/5 (2)2/5 (1)

Verdicts

Cloudviz API

Diagrams come from the live AWS account through a read-only cross-account role with a per-customer external ID. AWS only, and API access starts at the $49 a month Team plan.

Mural MCP

Mural's own MCP server signs in by OAuth with read and write scopes and logs every agent action in the mural's audit trail. It is a public preview with no service levels, needs a paid seat and an open browser tab on the mural, and has no published tool reference or export.

Before you call either

Cloudviz API

  1. Call GET /aws/accounts/ first to get the Cloudviz account ID, then request /aws/accounts/{account-id}/{region}/{format}
  2. On a 202, wait and repeat the same GET until the diagram is ready
  3. Ask for jsonSnapshot or jsonDiagram (there is no plain json format) when the agent has to reason over resources
  4. Use a read-only key unless the agent has to add, change or delete AWS accounts

Mural MCP

  1. Ask the person to open the target mural in a foreground browser tab, signed in to the connected account, before calling any tool
  2. Work on one mural at a time and name it explicitly when switching
  3. Request only murals:read when the task only reads a board
  4. Deletes go through without a server-side prompt. Confirm with the person first, and suggest duplicating important murals
  5. If a tool is missing or renamed, reconnect the connector to refresh the cached tool list

Questions

Which is better for AI agents, Cloudviz API or Mural MCP?

Mural MCP scores 42 (E) on agent readiness against Cloudviz API's 37.9 (F), and leads in 4 of 7 scored categories. Cloudviz API leads on schema & documentation, agent ergonomics and payments & pricing.

Do Cloudviz API and Mural MCP need an API key?

Cloudviz API needs an API key. Mural MCP uses an OAuth sign-in.

Can an agent call Cloudviz API and Mural MCP without installing anything?

Yes. Cloudviz API has a hosted endpoint at https://api.cloudviz.io and Mural MCP at https://mcp-canvas.mural.co/mcp.

Other comparisons with Cloudviz API or Mural MCP

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.