Head to head · Feature flags and experiments · October 2026 research run

Flagsmith vs Mostly Good Metrics

Flagsmith scores 61.2 (C) on agent readiness against Mostly Good Metrics's 41.7 (E), and leads in every scored category. Both do feature flags and experiments.

Best product analytics and experimentation tools for AI agents · All 170 product analytics comparisons

Which one, for what

Flagsmith C

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 29
  • Schema & documentation, 67 against 49
  • Agent ergonomics, 55 against 49
  • Security & auth, 65 against 33
  • Payments & pricing, 40 against 30
  • Maintenance & community, 83 against 74
  • Transparency & trust, 77 against 45

Also in its favour

  • Runs on your own machine
  • Open source

Watch for

The MCP docs call the server an early release, and experiment tools are marked beta

Mostly Good Metrics E

Best for Indie and small-team apps that want simple funnels and retention an agent can query.

Also in its favour

  • Free to start without a card

Watch for

Public beta run by one developer, with no named legal entity in the terms

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 +36

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.

Mostly Good Metrics 29

Graded on the hosted service with the hosted lines. No status page was found (0) and no incident history could be read (5). Ingestion limits are documented per plan (1,000 to 100,000 events a minute and 10,000 to 1,000,000 an hour), but no limit for MCP or query calls was found (12 of 15). 429 with Retry-After in the header and body, and the SDKs queue events and back off. No idempotency or safe-retry guidance for writes (12 of 15). No SLA (0). The press kit calls the product a public beta (0). 0+5+12+12+0+0 = 29.

Security & auth Flagsmith +32

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.

Mostly Good Metrics 33

OAuth 2.0 with PKCE, dynamic client registration and a revocation endpoint for MCP and the CLI; project ingest keys in a Bearer header that can be pinned to origins or app IDs. The only tool scope advertised is mcp:tools, so a connection gets every tool the user can use (24 of 30). Restricted keys and a confirmation step for unrestricted keys in the CLI; no read-only MCP mode or approval for deletes was found (6 of 20). Event properties come from apps and end users and reach the agent, and no prompt-injection guidance was found (3 of 15). No audit log was found (0). No security.txt, disclosure policy or certification was found (0). 24+6+3+0+0 = 33.

Transparency & trust Flagsmith +32

Flagsmith 77

BSD-3-Clause for the core and the MCP server; the about page says most of the product is under that licence and some CI runs with private packages, so not every Cloud feature is in the open repository (25 of 30). The terms set Flagsmith as processor with 48-hour breach notice and EEA transfer rules, and the sub-processor list is dated 13 October 2025. The privacy policy dates from October 2023 and states no retention periods (16 of 30). The Gram-hosted MCP server was retired with a dated notice (30 June 2026), and three spec operations are marked deprecated, without a stated deprecation policy (10 of 20). The sub-processor list names providers and their countries (16 of 20). 25+16+10+16 = 67.

Mostly Good Metrics 45

The service is closed; the SDKs and CLI are MIT. Terms of December 2025 with no legal entity named (18 of 30). The privacy policy and terms agree on raw-event retention for the subscription's life and deletion within 14 days of account deletion; the about page says data is not used to train models. No DPA was found (18 of 30). The legacy X-MGM-Key header is still supported, and no deprecation policy was found (3 of 20). The terms name eight sub-processors with their purpose, without data locations (12 of 20). 18+18+3+12 = 51.

Schema & documentation Flagsmith +18

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.

Mostly Good Metrics 49

No OpenAPI file was found. The docs say every MCP tool describes its own parameters, and the query definition object is documented in full; we didn't open an MCP session to read the schemas (12 of 25). No llms.txt (404) and no Markdown pages served for agents (0). Each tool area is documented with examples, and the docs say when to use query_metrics instead of repeated execute_query calls (10 of 20). The query definition lists metrics, dimensions, date ranges and filter operators (9 of 15). The ingestion API documents its error body and status codes, and query_metrics reports per-item errors (11 of 15). /v1 and /api/v2 paths and dated SDK tags, but no product changelog (7 of 15). 12+0+10+9+11+7 = 49.

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.

Mostly Good Metrics 30

No x402, MPP or L402 (0). Plan prices with event allowances are on the home page; no per-event price (10). Free plan with no card, stated on the home and about pages (20). Signup and OAuth approval happen in a browser (0). 0+10+20+0 = 30.

Maintenance & community Flagsmith +9

Flagsmith 83

v2.290.0 was released on 5 November 2026 (30). 34 tagged releases between 8 August and 5 November (20). Commits land daily (60 since 8 August in the 60-commit clone), with a Discord server and support email. We couldn't read issue response times because GitHub's API refused us for its rate limit (15 of 25). Not in the official MCP registry, which returned no Flagsmith entry; official SDKs are current (8 of 15). Renovate updates, CI workflows for the API, frontend, docs and MCP, and a Trivy scan (10). 30+20+15+8+10 = 83.

Mostly Good Metrics 74

CLI v0.1.4 was tagged on 16 October 2026 (30). The JavaScript SDK released 0.12.0, 0.13.0 and 0.13.1 between 5 September and 2 October, and the Swift SDK 1.0.0 and 1.0.1 on 2 October (20). A closed service with no public changelog, support by email and GitHub repositories for the SDKs; issue activity wasn't read because the GitHub API refused us for its rate limit (6 of 25). Not in the official MCP registry; official SDKs in five languages are current (10 of 15). CI workflows on the SDK and CLI repositories (8 of 10). 30+20+6+10+8 = 74.

Score by category

CategoryWeight this runFlagsmithMostly Good MetricsEdge
Reliability16%206529Flagsmith +36
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26749Flagsmith +18
Agent ergonomics13%16.25549Flagsmith +6
Security & auth14%17.56533Flagsmith +32
Payments & pricing10%12.54030Flagsmith +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88374Flagsmith +9
Transparency & trust7%8.87745Flagsmith +32
Negative events≤15-20
TotalC 61.2/100E 41.7/100

Facts side by side

FactFlagsmithMostly Good Metrics
KindHTTP APIHTTP API
VendorBullet Train LtdMostly Good Metrics
Hosted endpointhttps://mcp.flagsmith.comhttps://app.mostlygoodmetrics.com/mcp
TransportsHTTP, Streamable HTTP, stdioHTTP, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingFreemiumFreemium
x402nono
LicenceBSD-3-Clausenone
Tools exposed5453
Read-only variant documentedyesno
llms.txtnono
Last release2026-11-052026-10-16
Terms last updated2026-09-012025-12-01
Privacy policy last updated2023-10-012025-12-01
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textnot found in the text
Terms restrict benchmarkingnot found in the textnot found in the text
Terms or service can change without noticenot found in the textnot found in the text
Arbitration or class-action waivernot found in the textnot found in the text
Popularity6.6k stars81 npm/wk

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.

Mostly Good Metrics

Mostly Good Metrics lets an agent run ad-hoc funnels, retention and up to ten metric queries per call through a hosted MCP server with OAuth, at prices from $0. It is a public beta built by one developer, with no status page, no named legal entity and no security policy found.

Before you call either

Flagsmith

  1. Send the key as Authorization: Api-Key <key>; the Api-Key prefix is required and a bare key fails
  2. Check whether the environment uses v2 feature versioning before choosing between segment-override and version-state tools
  3. Use a key with a read-only RBAC role for analysis tasks, since a Free plan key has organisation admin rights
  4. Pace Management API calls under 500 a minute; no Retry-After guidance is documented
  5. Treat experiment results as possibly null until Flagsmith has computed them

Mostly Good Metrics

  1. Use query_metrics for several aggregate questions instead of repeated execute_query calls
  2. Pass inline definitions to execute_funnel and execute_retention rather than creating saved objects
  3. Confirm with the user before delete, revoke_api_key or stop_experiment calls, since the server doesn't ask
  4. Start a fresh agent session after connecting, since a running client may not reload the tool list
  5. On 429 from ingestion, wait for Retry-After before resending events

Questions

Which is better for AI agents, Flagsmith or Mostly Good Metrics?

Flagsmith scores 61.2 (C) on agent readiness against Mostly Good Metrics's 41.7 (E), and leads in every scored category.

Do Flagsmith and Mostly Good Metrics need an API key?

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

Can an agent call Flagsmith and Mostly Good Metrics without installing anything?

Yes. Flagsmith has a hosted endpoint at https://mcp.flagsmith.com and Mostly Good Metrics at https://app.mostlygoodmetrics.com/mcp.

Are Flagsmith and Mostly Good Metrics open source?

Flagsmith is open source (BSD-3-Clause). No open-source release is listed for Mostly Good Metrics.

Other comparisons with Flagsmith or Mostly Good Metrics

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