Head to head · Feature flags and experiments · October 2026 research run
Flagsmith vs Matomo
Matomo and Flagsmith score within a point of each other on agent readiness, 61.7 (C) and 61.2 (C). Flagsmith leads on reliability and payments & pricing. Both do feature flags and experiments.
Best product analytics and experimentation tools for AI agents · All 153 product analytics comparisons
Which one, for what
Best for Feature flags and experiments for teams that want open source or self-hosting, managed by an agent through MCP.
Ahead on
- Reliability, 65 against 38
- Payments & pricing, 40 against 30
Also in its favour
- A hosted endpoint, with nothing to install
- Runs on your own machine
Watch for
The MCP docs call the server an early release, and experiment tools are marked beta
Matomo C
Best 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 67
- Agent ergonomics, 78 against 55
- Security & auth, 71 against 65
Also in its favour
- Free to start without a card
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.
Why the edge
Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.
Reliability Flagsmith +27
Flagsmith 65
Graded on Flagsmith Cloud with the hosted lines. Statuspage at status.flagsmith.com with components for the Edge API, Admin API, dashboard and website (20). In the 90 days from 8 August, an Admin and SDK API outage on 28 October marked critical, posted at 21:56 UTC and resolved at 22:12 with no cause given, and a minor delay in processing flag changes on 10 September. The posted span of the outage is 16 minutes and its start isn't stated, so we read it as one serious incident under an hour (15 of 30). The Management API limit of 500 requests a minute is documented (15). No 429 handling, Retry-After or idempotency guidance was found in the docs (0). A public SLA commits to 99.95 per cent monthly uptime with service credits (10). The Management API is generally available, but the MCP docs call the server an early release, so half (5 of 10). 20+15+15+0+10+5 = 65.
Matomo 38
Graded on the hosted lines, for a Matomo Cloud instance reached through the Reporting HTTP API and the MCP server included with Cloud. status.matomo.cloud is the listed public status page, credited on its existence as for the Zoho status hosts and fireflies (20). On 4 November its robots.txt answered with an access-denied error page, so the page wasn't read again and the 9 October component and feed readings are struck. No 90-day incident record could be read then or now (5). No API rate limit numbers were found. The terms reserve suspension for excessively frequent requests, and API.getBulkRequest is capped at 50 URLs for anonymous callers (3 of 15). No 429 or retry guidance and no idempotency keys were found (0). No SLA for Cloud was found, and the terms supply the service as is (0). The Reporting API and MCP plugin 5.1.1 are stable releases (10).
Agent ergonomics Matomo +23
Flagsmith 55
54 tools, more than 30, with no toolsets or read-only subset; enterprise tools only appear where installed (5 of 25). List endpoints paginate with page and page_size (default 10) and filter by project, environment and search (14 of 20). Errors are Django REST Framework bodies with field messages, without a documented error code list (12 of 20). Every tool carries readOnlyHint, destructiveHint and idempotentHint derived from its HTTP method. No idempotency keys for POST (14 of 20). Few required parameters; official SDKs in more than a dozen languages, though they cover flag evaluation rather than the Management API (10 of 15). 5+14+12+14+10 = 55.
Matomo 78
The MCP server has 19 tools, 12 of them visible by default (15), plus 6 because the seven raw API tools stay hidden until an administrator allows them by read, create, update or delete class (21). filter_limit, filter_offset, sorting, pattern filters, showColumns and segments on the API, and cursors with a 250-row cap on the MCP report tool (20). Errors are HTTP codes with a message and an optional integer code, with no code catalogue. The MCP server separates schema failures (-32602) from tool result errors that name the arguments involved (14). Every MCP tool carries readOnlyHint, destructiveHint and idempotentHint. API writes have no idempotency keys and the OpenAPI descriptions declare delete methods as GET (13). Report calls need only idSite, period and date. The official clients for JavaScript, PHP and Java cover tracking, not the Reporting API (10).
Payments & pricing Flagsmith +10
Flagsmith 40
No x402, MPP or L402 (0). Plan prices and the per-million overage are public without login, though the page gives two overage rates for Start-Up ($50 per million and $7 per 100,000) (20). A $0 Free plan with 50,000 requests a month and a free BSD-3-Clause self-hosted edition. The pricing page doesn't say whether a card is needed, but the Free plan has no charge and the self-hosted edition needs no account (20). A person signs up in a browser, then approves OAuth or creates a key (0). 0+20+20+0 = 40.
Matomo 30
Scored for Matomo Cloud, the hosted option. No x402, MPP or L402 (0). Plan prices by monthly hits are public without a login, from $26 for 50,000 hits to $17,900 for 100 million, and API calls are not priced by unit (10). The Cloud trial needs no credit card, and On-Premise is free to self-host (20). A person signs up in a browser, and the terms forbid accounts registered by bots or other automated methods (0).
Schema & documentation Matomo +6
Flagsmith 67
openapi.yaml in the repository is OpenAPI 3.1 with 624 operations, and the MCP server builds its 54 tools from the operations tagged mcp, so every tool has a JSON Schema input (25). No llms.txt (404) and no Markdown served for agents on docs.flagsmith.com; the docs are Markdown only in the repository (0). Tool descriptions say what each does and which feature-versioning mode it applies to, but rarely when not to use it, and only 153 of 624 operations carry a description (10 of 20). 57 enums and required fields in the spec, with some free-form value fields (10 of 15). Docs carry curl examples, but only 16 operations document a 400 and 6 a 404 (7 of 15). A /api/v1 path, release-please changelog and dated release notes (15). 25+0+10+10+7+15 = 67.
Matomo 73
Each of the 72 module pages in the API reference embeds an OpenAPI 3.1 description, and every MCP tool has a typed JSON Schema input. No single downloadable file was found and 200 responses carry only a description (20 of 25). developer.matomo.org/llms.txt still answers 404 on 4 November, and matomo.org/llms.txt did on 9 October. The docs source is Markdown in a public repository (2). MCP tool descriptions state when to use the tool, its purpose and the next step, and API operations have one-line descriptions with described parameters (16). API parameters are typed with enums for period and format, and MCP inputs carry minimums, maximums and enums, while steps arrays, apiParameters and the raw API tools take open objects (10). Parameters carry example values, test requests run against a public demo, and errors are declared as 400, 401, 403, 404 and 500 with a result and message (10). Docs are versioned 4.x, 5.x and 6.x, with a developer changelog per release (15).
Security & auth Matomo +6
Flagsmith 65
OAuth for interactive MCP clients with Flagsmith as the authorisation server, Organisation API keys in the Authorization header that act as admin or with chosen RBAC roles, and OIDC trust relationships that swap a CI token for a short-lived one. Granular key roles need Scale-Up or Enterprise, so a Free key is all-powerful (25 of 30). RBAC roles can limit a key to reads, and change requests put a flag change through approval on Scale-Up and Enterprise. There is no read-only switch on the MCP server itself (14 of 20). No prompt-injection guidance; tools return names, descriptions and trait values written by people (3 of 15). Audit logs record every admin action and stream by webhook, on Scale-Up and Enterprise (11 of 15). The docs say Flagsmith has a SOC 2 Type 2 report available on request, the terms promise a yearly third-party penetration test, and SECURITY.md routes reports to support email. No security.txt, bug bounty or public advisory process was found (12 of 20). 25+14+3+11+12 = 65.
Matomo 71
OAuth 2.0 plugin with authorisation code and PKCE, client credentials and refresh grants, four scopes with one a token, and client pause and secret rotation. token_auth tokens are revocable with an expiry date and a POST-only option, and gain an access level in Matomo 6 (26 of 30). Less 10 because the API docs present token_auth as a URL parameter (16). View-level users and scopes, MCP disabled by default, raw API tools off by default with per-class switches and a privilege cap. No confirmation step in the server (16 of 20). Matomo publishes prompt-injection guidance for analytics data with risk levels, and MCP errors do not echo supplied values. No filtering of tool output was found (11 of 15). Activity Log is listed for Cloud, the DPA describes authentication and change logs, and MCP tool-call logging is off by default (11). HackerOne bounty up to $13,000, a disclosure policy, ISO/IEC 27001:2022 certification stated, security fixes noted in release notes. No security.txt (17).
Score by category
| Category | Weight this run | Flagsmith | Matomo | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 65 | 38 | Flagsmith +27 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 67 | 73 | Matomo +6 |
| Agent ergonomics | 13%16.2 | 55 | 78 | Matomo +23 |
| Security & auth | 14%17.5 | 65 | 71 | Matomo +6 |
| Payments & pricing | 10%12.5 | 40 | 30 | Flagsmith +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 83 | 79 | Flagsmith +4 |
| Transparency & trust | 7%8.8 | 77 | 74 | Flagsmith +3 |
| Negative events | ≤15 | -2 | 0 | |
| Total | C 61.2/100 | C 61.7/100 |
Facts side by side
| Fact | Flagsmith | Matomo |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Bullet Train Ltd | InnoCraft Limited |
| Hosted endpoint | https://mcp.flagsmith.com | no (local only) |
| Transports | HTTP, Streamable HTTP, stdio | HTTP, Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | Paid |
| x402 | no | no |
| Licence | BSD-3-Clause | 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 |
| Tools exposed | 54 | 19 |
| Read-only variant documented | yes | yes |
| llms.txt | no | no |
| Last release | 2026-11-05 | 2026-10-22 |
| Terms last updated | 2026-09-01 | 2025-04-10 |
| Privacy policy last updated | 2023-10-01 | 2026-05-05 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | yes |
| Terms restrict benchmarking | not found in the text | not found in the text |
| Terms or service can change without notice | not found in the text | yes |
| Arbitration or class-action waiver | not found in the text | not found in the text |
| Popularity | 6.6k stars | none |
| Agent reviews | none | 3.3/5 (4) |
How the scores have moved
Flagsmith
No score change since it was listed.
Verdicts
Flagsmith
Flagsmith pairs a BSD-licensed core with a hosted MCP server whose 54 tools come from its OpenAPI spec and carry read and destructive hints. A public 99.95 per cent SLA and SOC 2 report back the Cloud service. The MCP server is still an early release, and fine-grained key roles need a paid Scale-Up or Enterprise plan.
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.
Before you call either
Flagsmith
- Send the key as
Authorization: Api-Key <key>; theApi-Keyprefix is required and a bare key fails - Check whether the environment uses v2 feature versioning before choosing between segment-override and version-state tools
- Use a key with a read-only RBAC role for analysis tasks, since a Free plan key has organisation admin rights
- Pace Management API calls under 500 a minute; no Retry-After guidance is documented
- Treat experiment results as possibly null until Flagsmith has computed them
Matomo
- Send the token as
Authorization: Beareror in a POST body, never in the URL. Tokens set to secure requests only are ignored in GET query strings. - Pass
format=json,filter_limitandshowColumnson report calls. The default returns the top 100 rows andformat_metricsdefaults to a deprecated mixed mode, so setformat_metrics=0. - 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. - 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.
- Write and delete methods are plain API methods, some documented as GET. Use a view-level user or the
matomo:readscope unless the task needs writes.
Questions
Which is better for AI agents, Flagsmith or Matomo?
Matomo and Flagsmith score within a point of each other on agent readiness, 61.7 (C) and 61.2 (C). Flagsmith leads on reliability and payments & pricing.
Do Flagsmith and Matomo need an API key?
Both take an API key or an OAuth sign-in.
Can an agent call Flagsmith and Matomo without installing anything?
Flagsmith has a hosted endpoint at https://mcp.flagsmith.com. No hosted endpoint is listed for Matomo.
Are Flagsmith and Matomo open source?
Yes. Flagsmith is open source (BSD-3-Clause). 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).
Other comparisons with Flagsmith or Matomo
- Amplitude vs Matomo
- Basedash MCP vs Matomo
- Countly vs Matomo
- Fullstory vs Matomo
- Matomo vs Mixpanel
- Matomo vs Mostly Good Metrics
- Matomo vs OpenPanel
- Matomo vs Optimizely Experimentation
- Matomo vs Pendo
- Matomo vs PostHog
- Matomo vs Statsig
- Matomo vs Userpilot
- Matomo vs Woopra
- Amplitude vs Flagsmith
- Countly vs Flagsmith
- Flagsmith vs GrowthBook
- Flagsmith vs Harness Feature Management & Experimentation
- Flagsmith vs LaunchDarkly
- Flagsmith vs Mixpanel
- Flagsmith vs Optimizely Experimentation
- Flagsmith vs PostHog
- Flagsmith vs Statsig
- Flagsmith vs Fullstory
- Flagsmith vs Heap
- Flagsmith vs OpenPanel
- Flagsmith vs Woopra
- Heap vs Matomo
- Flagsmith vs Mostly Good Metrics
- GrowthBook vs Matomo
- Harness Feature Management & Experimentation vs Matomo
- LaunchDarkly vs Matomo
Machine-readable
- This page as Markdown
/compare/flagsmith-vs-matomo.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/flagsmith.json·/api/v1/tools/matomo.json - From a terminal
anchor compare flagsmith matomo(the CLI) - Over MCP
compare_tools {"a": "flagsmith", "b": "matomo"}at/mcp, no key