Agent-first product analytics

Let your agent measure what it ships.

Product analytics for teams moving the build-measure-decide loop into coding agents. No SQL detours.

Start Cloud beta ↗Read the docs

Your coding agent checks onboarding.

Example analysis with Poolstatis MCP.

Example

Coding agent run

agentcheck onboarding activation

toolget_metric activation_first_value

toolquery_funnel onboarding_activation

toolcompare_windows previous current

answerevidence ready for review

Funnel comparison

Both windows use the same approved activation metric.

Review

Setup guides for

Claude Code
Claude Desktop
Codex
Cursor
Custom MCP

One measurement loop

Ask. Measure. Decide.

Poolstatis gives your coding agent the metrics and decision rules your team approved.

Open quickstart

You askDid onboarding improve?

Poolstatis MCPquery_funnel activation

Agent returnsEvidence, limits, next action.

For product teams

See growth, not event lists.

See the lift, the drop-off, and the next move at a glance.

LiftFunnelsCohortsNext move

Example growth readoutSetup rewrite is growing activation.

query_growth

North star movement61%Activated accounts after setup rewrite

42W144W247W349W451W555W658W761W8

Activation61%+6.2 pp

D7 return34%+3.9 pp

Revenue users21%+2.6 pp

Activation funnel

Signup100

Project68

MCP51

Answer47

What changed

Setup rewrite+6.2 ppShip it

Invite step-17%Fix first

Founder teams+14% D7Double down

DecisionKeep the shorter setup. Fix invite drop-off next.

Start with one real question.

Create a project, send evidence, and ask from the coding workspace you already use.

Open MCP reference

Create

A project and scoped keys are ready.

Prove

Send a real event and activate a purpose-first metric.

Accepted evidence is queryable.

Ask

Connect MCP and ask the product question in your coding workspace.

The answer stays tied to registered meaning.

ResultYour agent can query only the metrics and funnels your team registered.

A small analytics core.

The SDK records facts. The registry supplies meaning. MCP returns bounded answers.

EventImmutable fact

EntityMutable state

MetricPurpose attached

FunnelGoal attached

registry

Purpose-first metrics

Every metric states the decision it supports before an agent can use it.

query

Typed analytics surface

Trends, funnels, retention, lifecycle, and stickiness stay inside a narrow DSL.

data

Drift stays visible

Events are registered or flagged wild, so agents can audit the source.

infra

Self-hostable core

Postgres, clean store interface, MCP server, and SDK stay in your environment.

Source available. Cloud beta hosted.

Run the agent-native analytics loop in your environment, or use hosted signup if you want Poolstatis to operate the platform.

Access model

Choose where the analytics loop runs.

Cloud is the same agent-native analytics contract, hosted for teams that do not want platform ops in their backlog.

Read quickstart ↗Start Cloud beta

Source coreAvailablePolyForm Shield

CloudBeta signupVerified accounts

AreaSelf-hosted corePoolstatis Cloud

RuntimeAPI, admin, MCP, SDKManaged workspace

DataYour PostgresHosted ingest and retention

Keyspk_ and pt_ generated by youOne-time setup tokens

OpsYour uptime and backupsAuth, backups, upgrades

Cloud, without the platform work.

Start Cloud beta ↗Sign in

MCP-ready workspaceHosted tokens and client presets without running the platform yourself.

Managed event storeManaged ingest, registry, and query APIs for agent verification.

Human admin authHuman sign-in stays separate from scoped runtime keys.

Questions before you start.

Is this just PostHog? +

PostHog also offers broad product analytics and MCP access. Poolstatis is intentionally narrower: every metric needs a purpose and every funnel needs a goal. Coding agents get typed queries, while people keep a reviewable workspace. It does not claim broader feature parity.

Do I have to write SQL? +

Not for normal product analysis. Your agent uses typed queries over registered metrics for trends, funnels, retention, lifecycle, and stickiness. Advanced operators can still inspect the underlying system when needed.

Can product teams use it too? +

Yes. Agents handle instrumentation and typed queries, while product people review funnels, trends, retention, lifecycle, people, and data quality in a human workspace.

Where does my data live? +

Self-hosted Poolstatis keeps data in your Postgres. Poolstatis Cloud runs the same contract as a managed beta service, with hosted human auth separate from scoped runtime keys.

Which agent works with it now? +

Poolstatis ships MCP templates for Claude Code, Claude Desktop, Codex, Cursor, and custom MCP hosts. The server uses standard stdio MCP values: command, args, and env.

Measure the release you ship.

Start in Cloud or run the source-available core in your own environment.

Start Cloud beta ↗View source