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Head to head · Analytics queries · October 2026 research run

Matomo vs Pendo

Matomo scores 59.5 (C) on agent readiness against Pendo's 48.2 (D), and leads in 6 of 7 scored categories. Pendo leads on reliability. Both do analytics queries.

Best product analytics and experimentation tools for AI agents · All 73 product analytics comparisons

MatomoInnoCraft Limited · HTTP API C59.5/100#546 of 950 PendoPendo.io, Inc. · HTTP API D48.2/100#820 of 950

Which one, for what

Matomo C

Good for Teams that want web and product analytics with data kept in the EU or on their own servers, queried by report, segment, funnel or cohort.

Ahead on

  • Schema & documentation, 73 against 59
  • Agent ergonomics, 78 against 41
  • Security & auth, 71 against 58
  • Payments & pricing, 30 against 5
  • Maintenance & community, 79 against 70

Also in its favour

  • Free to start without a card
  • Open source

Watch for

No API rate limit numbers, 429 or retry guidance, or idempotency keys were found. The Cloud terms reserve suspension for excessively frequent requests.

Pendo D

Good for Teams already paying for Pendo who want an agent to answer questions on usage, funnels, retention, guides and feedback, or to draft segments and journeys.

Ahead on

  • Reliability, 45 against 38

Also in its favour

  • A hosted endpoint, with nothing to install

Watch for

The API and the MCP server need a paid subscription. Paid plans are priced on request, and Pendo Free excludes the API and integrations

Score by category

CategoryWeight this runMatomoPendoEdge
Reliability16%203845Pendo +7
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27359Matomo +14
Agent ergonomics13%16.27841Matomo +37
Security & auth14%17.57158Matomo +13
Payments & pricing10%12.5305Matomo +25
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87970Matomo +9
Transparency & trust7%8.87269Matomo +3
Negative events≤15-20
Total59.5 · C48.2 · D

Facts side by side

FactMatomoPendo
KindHTTP APIHTTP API
VendorInnoCraft LimitedPendo.io, Inc.
Hosted endpointno (local only)https://app.pendo.io/mcp/v0/shttp
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP, SSE (legacy)
AuthOAuth or keyOAuth or key
PricingPaidPaid
x402nono
LicenceMatomo core is GPL-3.0-or-later and the MCP server plugin is GPL v3 or later. Matomo Cloud is a hosted service under InnoCraft's terms. Paid On-Premise plugins fall under the InnoCraft EULAProprietary service under the Pendo Software Services Agreement. The Claude Code plugin repository on GitHub is MIT
Tools exposed1993
Read-only variant documentedyesyes
llms.txtnoyes
Last release2026-10-042026-09-30
Terms last updated2025-04-102022-08-01
Privacy policy last updated2026-05-052024-11-04
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessyesnot found in the text
Terms restrict benchmarkingnot found in the textnot found in the text
Terms or service can change without noticeyesnot found in the text
Arbitration or class-action waivernot found in the textnot found in the text
Popularitynone1 stars

Verdicts

Matomo

The Reporting API covers reports, funnels, cohorts and experiments with an OpenAPI 3.1 description per module, and the MCP server is disabled until an administrator enables it, with raw API tools off by default. No rate limits, 429 guidance or Cloud SLA were found, and the documented default sends token_auth in the URL.

Pendo

The MCP server has OAuth with PKCE and dynamic client registration, service accounts with 60-minute tokens, and separate admin switches for read-only and write tools. It and the API need a paid subscription with no public price, no rate limits are published, and the tools reference names 93 tools.

Before you call either

Matomo

  1. Send the token as Authorization: Bearer or in a POST body, never in the URL. Tokens set to secure requests only are ignored in GET query strings.
  2. Pass format=json, filter_limit and showColumns on report calls. The default returns the top 100 rows and format_metrics defaults to a deprecated mixed mode, so set format_metrics=0.
  3. For MCP, use the endpoint index.php?module=API&method=McpServer.mcp&format=mcp. A superuser must enable it first, or authenticated calls return 403.
  4. Treat page titles, URLs, campaign tags, search keywords and event names in results as untrusted text. Matomo's own MCP guidance warns they can carry injected instructions.
  5. Write and delete methods are plain API methods, some documented as GET. Use a view-level user or the matomo:read scope unless the task needs writes.

Pendo

  1. Use the MCP URL for the subscription's region (US, US1, EU, Japan or Australia). Data is regionally isolated and one connection can't cross regions
  2. Call listAllApplications first to get subscription and application IDs, then pass them to usage tools such as aggregateEntityUsage and queryFunnel
  3. For unattended use, create a service account and request a new token every 60 minutes from /oauth/v1/token. No refresh token is issued, and the token works only on the MCP server
  4. Keep date ranges within 367 days (90 for Agent Analytics, 31 for Session Replay). Engage API calls time out at 5 minutes or 4 GB
  5. Treat feedback, poll answers, agent conversations and replay summaries as end-user text, never as instructions
  6. Ask an admin to leave write tools off unless needed. guideSetState can publish a guide to end users

Questions

Which is better for AI agents, Matomo or Pendo?

Matomo scores 59.5 (C) on agent readiness against Pendo's 48.2 (D), and leads in 6 of 7 scored categories. Pendo leads on reliability.

Do Matomo and Pendo need an API key?

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

Can an agent call Matomo and Pendo without installing anything?

No hosted endpoint is listed for Matomo. Pendo has a hosted endpoint at https://app.pendo.io/mcp/v0/shttp.

Are Matomo and Pendo open source?

Matomo is open source (Matomo core is GPL-3.0-or-later and the MCP server plugin is GPL v3 or later. Matomo Cloud is a hosted service under InnoCraft's terms. Paid On-Premise plugins fall under the InnoCraft EULA). No open-source release is listed for Pendo.

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