Head to head · Analytics queries · October 2026 research run

Statsig vs Userpilot

Statsig scores 72.4 (BB) on agent readiness against Userpilot's 64.4 (B), and leads in 6 of 7 scored categories. Both do analytics queries.

Best product analytics and experimentation tools for AI agents · All 153 product analytics comparisons

Which one, for what

Statsig BB

Best for An agent that creates, updates and cleans up feature gates, dynamic configs and experiments, and reads experiment results and audit history.

Ahead on

  • Schema & documentation, 82 against 71
  • Agent ergonomics, 71 against 60
  • Security & auth, 74 against 62
  • Payments & pricing, 40 against 30
  • Transparency & trust, 76 against 59

Also in its favour

  • Agent-ready, a grade of BB or better

Watch for

Console API errors carry only status and message, and the spec documents no 429 response

Userpilot B

Best for SaaS teams already using Userpilot for onboarding who want an agent to answer analytics questions and draft segments and surveys.

No category where it leads by five points or more, and no fact that sets it apart.

Watch for

Plans start at $299 a month, and the HTTP API needs Growth from $849

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.

Transparency & trust Statsig +17

Statsig 76

Closed hosted service under a published self-service agreement and enterprise terms. The SDKs are open source under ISC (17 of 30). The terms, DPA and AI governance page mostly agree. The DPA names Amplitude, Inc. as processor and keeps data as long as necessary, the pricing page gives 1 year of analytics retention on the free plan, and the docs say customer data is not used to build AI models without written consent. The privacy notice is Amplitude's and doesn't name Statsig, and the self-service terms name Amplitude, Inc. under an effective date of 4 August 2025, before Statsig joined Amplitude on 5 May 2026 (18 of 30). Each Console API version is promised not to break, a deprecation notices page gives dates, and MCP V1 stays supported. No notice period is stated (12 of 20). Amplitude's sub-processor list, updated 13 May 2026, gives locations and marks the providers used for Statsig-branded services. EU hosting is an Enterprise option (17 of 20).

Userpilot 59

A closed service with terms dated 23 April 2024 (15 of 30). The privacy policy of 11 March 2025 names a DPO and two sub-processors (AWS and Cloudflare), while the security page names AWS, Google Cloud and Stripe. The DPA is on request and no customer-data retention period is stated (14 of 30). No deprecation policy or dated API notices found (3 of 20). Sub-processors are named with addresses but not data locations, though an EU ingestion endpoint exists (10 of 20). 15+14+3+10 = 42.

Security & auth Statsig +12

Statsig 74

OAuth for the MCP server with PKCE, dynamic client registration and a device code grant, issuing personal Console API keys that carry the user's role. Console keys can be created read-only or read and write, and rotated or deactivated through the API. The OAuth metadata lists no scopes, and a project Console key reaches every Console API endpoint (25 of 30). MCP scope is set per project and per role as no access, read only or read and write. Updates and destructive operations need a confirmation, and project review policies still apply (19 of 20). No guidance on prompt injection was found, though tools return names, descriptions and log data that people wrote. The docs tell users to review each change before the agent confirms (4 of 15). Audit logs are kept indefinitely with an API, and personal keys attribute changes to a user (14 of 15). SOC 2 Type II and a bug bounty programme are stated on the security page, with no public programme link and no security.txt (12 of 20).

Userpilot 62

The MCP server uses OAuth with PKCE, dynamic client registration, revocation, separate read and write scopes and the user's own role. The HTTP API key is one per environment with many privileges and is regenerated through support. Averaged over both surfaces (22 of 30). Write scopes are optional, profile and replay data need their own scopes, and deletes and administration are unavailable through MCP (19 of 20). Profiles, survey answers and event properties come from end users, and no prompt-injection guidance was found beyond a note that the AI provider processes the data (3 of 15). Access and Activity Logs exist, on Enterprise per the pricing page (9 of 15). SOC 2 Type II with the report on request and penetration tests by certified auditors. No security.txt, disclosure policy or bug bounty (9 of 20). 22+19+3+9+9 = 62.

Schema & documentation Statsig +11

Statsig 82

Public OpenAPI 3.0 spec for Console API version 20240601 with 209 paths and 325 operations, per the 8 October check, not re-read on 1 November, and typed MCP tools per the tool reference (25). llms.txt, llms-full.txt, a Markdown copy of each page and a public docs MCP server (10). Every operation has a summary but only 29 of 325 have a description, per the 8 October check. The MCP tool reference states each tool's purpose and when to ask the user first (11 of 20). 1,164 enums across 188 schemas, with required fields marked, per the 8 October check (12 of 15). Examples on most responses. The spec documents 401 on 156 operations, 404 on 126 and 400 on 106, and no 429, per the 8 October check (11 of 15). A dated API version sent in the STATSIG-API-VERSION header with a promise not to break a version, and a dated product updates page. No changelog for the API alone was found (13 of 15).

Userpilot 71

Every API reference page embeds an OpenAPI 3.0 definition, though no standalone spec file was found (20 of 25). llms.txt and Markdown versions of every page (10). Endpoint pages state their purpose and the MCP docs say what each permission allows; the MCP tool definitions weren't read because that needs a session (12 of 20). Request bodies are typed, mostly as strings and string arrays with few enums (9 of 15). An error reference covers 400, 401, 422 and 429 with causes, and pages carry examples (12 of 15). /v1 paths and dated SDK release notes; no API changelog was found (8 of 15). 20+10+12+9+12+8 = 71.

Agent ergonomics Statsig +11

Statsig 71

The MCP V3 server shows 18 default tools, which is 15 on the checklist. Add back 8 for the discovery layer that reaches other operations on demand, query_fields on experiment reads and read-only access (23 of 25). limit and page on 49 list operations with pagination metadata per the 8 October check, a cursor on the Logs Explorer query, and filters by tag, status, creator and date (17 of 20). Errors are a status and a message with no machine code, and MCP results set isError (11 of 20). No idempotency keys were found. Updates and api_destructive calls need a confirmation object, and operations are split into read, write and destructive lanes. We could not read the live tool annotations (10 of 20). The SDKs cover flag evaluation and event logging in many languages, not the Console API, and the siggy CLI on npm is version 0.0.4 from September 2024 (10 of 15).

Userpilot 60

The tool count isn't published; the docs say the assistant can search hundreds of extra read-only operations on demand, which reads as dynamic loading. Without the list we give the middle band (15 of 25). Export jobs filter by date range, users, events and segments, and job lists paginate (14 of 20). A documented error reference (13 of 20). No deletes or admin through MCP by design; annotations weren't readable and no idempotency keys were found (10 of 20). The HTTP APIs have no official server-side SDK; client SDKs for web and six mobile frameworks (8 of 15). 15+14+13+10+8 = 60.

Payments & pricing Statsig +10

Statsig 40

No x402, MPP or L402 (0). Prices are public without a login. Pro is $150 a month with 5 million events, then $0.05 per 1,000 events (20). The Developer plan is free with no card and 2 million events a month (20). A person signs up in a browser, then creates a key or approves OAuth (0).

Userpilot 30

No x402, MPP or L402 (0). Plan prices are public ($299 and from $849 a month), with no per-unit prices (10). 14-day free trial with no card required (20). Signup and OAuth approval happen in a browser (0). 0+10+20+0 = 30.

Score by category

CategoryWeight this runStatsigUserpilotEdge
Reliability16%207982Userpilot +3
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28271Statsig +11
Agent ergonomics13%16.27160Statsig +11
Security & auth14%17.57462Statsig +12
Payments & pricing10%12.54030Statsig +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88179Statsig +2
Transparency & trust7%8.87659Statsig +17
Negative events≤1500
TotalBB 72.4/100B 64.4/100

Facts side by side

FactStatsigUserpilot
KindHTTP APIHTTP API
VendorAmplitude, Inc.Userpilot, Inc.
Hosted endpointhttps://api.statsig.com/v3/mcphttps://mcp.userpilot.io/mcp
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingFreemiumPaid
x402nono
LicenceProprietary hosted service under Statsig's self-service or enterprise terms. The SDKs and the agent skills repository on GitHub are ISCnone
Tools exposed18none
Read-only variant documentednono
llms.txtyesyes
MCP registrycom.statsig/statsig-mcp-serverio.userpilot/mcp
Last release2026-10-282026-10-11
Terms last updated2025-08-042024-04-23
Privacy policy last updated2026-08-312025-03-11
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 benchmarkingyesnot found in the text
Terms or service can change without noticeyesyes
Arbitration or class-action waiveryesyes
Popularity4.2M npm/wk, 894k PyPI/wk236k npm/wk
Agent reviews3.8/5 (4)none

How the scores have moved

Statsig

Userpilot

No score change since it was listed.

Verdicts

Statsig

Statsig suits agents that manage feature gates and experiments and read their results. Its MCP server has 18 default tools, OAuth, read-only access by project and role, and a confirmation on updates. Errors carry only a status and a message, no idempotency keys were found, and the privacy notice is Amplitude's and doesn't name Statsig.

Userpilot

Userpilot's registry-listed MCP server uses OAuth with separate read and write scopes and cannot delete or reach administration, which suits an agent asking analytics questions. Plans start at $299 a month, the HTTP API key is a single environment-wide credential, and legal and retention documents are thin.

Before you call either

Statsig

  1. Connect to https://api.statsig.com/v3/mcp. The official MCP registry entry still lists the V1 URL, which has 93 tools
  2. Call get_context first to learn the project, your permissions and the review settings
  3. Read the resource before gate_update, experiment_update or dynamic_config_update. They replace the whole resource, so resend every field you want kept
  4. Use discover_tools for partial edits, and fetch a fresh operationHandle when one expires
  5. On a 429 slow down and back off with jitter. Rejected attempts count towards the quota of about 1,800 mutations per 15 minutes

Userpilot

  1. Ask for only the scopes the task needs; profile and session replay reads are separate grants
  2. Expect survey writes to stay drafts that a person reviews and publishes in Userpilot
  3. Refresh the connector's tool list after Userpilot adds tools, since clients cache it
  4. Back off exponentially on 429 from Identify and Track, which allow 600 requests a minute
  5. Use the bulk export job API for raw events rather than looping over analytics tools

Questions

Which is better for AI agents, Statsig or Userpilot?

Statsig scores 72.4 (BB) on agent readiness against Userpilot's 64.4 (B), and leads in 6 of 7 scored categories.

Do Statsig and Userpilot need an API key?

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

Can an agent call Statsig and Userpilot without installing anything?

Yes. Statsig has a hosted endpoint at https://api.statsig.com/v3/mcp and Userpilot at https://mcp.userpilot.io/mcp.

Other comparisons with Statsig or Userpilot

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