Generated banner for Instrument Integration
Generated logo for Instrument Integration

Instrument Integration

PostHogOfficialCreated by PostHog

  • Skill
  • Tool integration
  • Data and AI
  • MIT
  • Low risk

From the author

Add PostHog SDK integration to your application. Use when setting up PostHog for the first time or reviewing PRs that need PostHog initialization. Covers SDK installation, provider setup, and basic configuration for any framework.
— the description by PostHog

AutoGineer summary

Written by AutoGineer from the skill’s own files, not by the author

This skill provides a structured, multi-step procedure for integrating the PostHog SDK into a wide range of web, mobile, and backend frameworks. It handles the detection of the project environment, installation of the appropriate SDK, initialization, user identification, and secure configuration of environment variables. The skill emphasizes following framework-specific patterns and maintaining an analytics contract, ensuring that PostHog is implemented consistently without disrupting existing application logic.

What it does

  • Detects the project's framework, language, and package manager.
  • Installs the correct PostHog SDK for the identified platform.
  • Configures PostHog initialization and provider setup based on framework-specific references.
  • Implements user identification logic for login and signup events.
  • Manages environment variables for project tokens and host URLs securely.
  • Verifies the integration and performs minimal cleanup.

When to use it

  • When setting up PostHog in a project for the first time.
  • When reviewing pull requests that require PostHog initialization.
  • When adding analytics to a new application across supported frameworks.
  • When migrating or updating PostHog configurations in an existing codebase.

Advantages

  • Ensures consistent implementation across diverse technology stacks.
  • Prevents hardcoding of sensitive project tokens and host URLs.
  • Follows established framework-specific best practices and patterns.
  • Minimizes the risk of breaking application boot or build processes.
  • Automates the repetitive aspects of SDK setup and environment configuration.

Usage examples

“Set up PostHog in my Next.js project.”
The agent will detect the Next.js environment, install the PostHog SDK, configure the necessary provider, and set up environment variables in .env.local.
“Integrate PostHog into this Android app.”
The agent will identify the Android/Kotlin structure, initialize PostHog in the Application class, and guide the setup of local.properties for configuration.

Install

  1. Download the skill as a ZIP:

    https://mp-staging.autogineer.com/agent-skills/posthog/instrument-integration/download
  2. Unzip it into the cross-client skills folder of your project:

    mkdir -p .agents/skills && unzip instrument-integration.zip -d .agents/skills

Documentation by PostHog

Add PostHog SDK integration

Use this skill to add the PostHog SDK to an application. Use it when setting up PostHog for the first time, or reviewing PRs that need PostHog initialization. Covers SDK installation, provider setup, and basic configuration. Supports any framework or language.

Supported frameworks and languages: Next.js, React, React Router, Vue, Nuxt, TanStack Start, SvelteKit, Astro, Angular, Django, Flask, FastAPI, Laravel, PHP, Ruby on Rails, Go, Elixir, Android, iOS, Swift, Flutter, React Native, Expo, Node.js, and vanilla JavaScript.

Instructions

Follow these steps IN ORDER:

STEP 1: Analyze the codebase and detect the platform.

Look for dependency files (package.json, pubspec.yaml, Podfile, Package.swift, requirements.txt, Gemfile, composer.json, go.mod, mix.exs, etc.) to determine the framework and language.

Look for lockfiles (pnpm-lock.yaml, package-lock.json, yarn.lock, bun.lockb, go.sum, pubspec.lock, Podfile.lock, Package.resolved, mix.lock) to determine the package manager.

  • Check for existing PostHog setup. If PostHog is already installed and initialized, do not modify its code. Inform the user and skip to verification.

STEP 2: Research integration. 2.1. Find the reference file below that matches the detected framework — it is the source of truth for SDK initialization, provider setup, and configuration patterns. Read it now. 2.2. If no reference matches, fall back to your general knowledge and web search. Use posthog.com/docs as the primary search source.

STEP 3: Install the PostHog SDK.

  • Add the PostHog SDK package for the detected platform. Do not manually edit package.json — use the package manager's install command.

STEP 4: Initialize PostHog.

  • Follow the framework reference for where and how to initialize. This varies significantly by framework (e.g., instrumentation-client.ts for Next.js 15.3+, AppConfig.ready() for Django, create_app() for Flask).

  • Set up the PostHog provider/wrapper component if the framework requires one.

STEP 5: Identify users.

  • Add PostHog identify() calls on the client side during login and signup events.

  • If both frontend and backend exist, pass the client-side session and distinct ID using X-POSTHOG-DISTINCT-ID and X-POSTHOG-SESSION-ID headers to the server-side code.

STEP 6: Set up environment variables.

  • Check if the project already has PostHog environment variables configured (e.g. in .env, .env.local, or framework-specific env files). If valid values already exist, skip this step.

  • If the PostHog project token is missing, use the PostHog MCP server's projects-get tool to retrieve the project's api_token. If multiple projects are returned, ask the user which project to use. If the MCP server is not connected or not authenticated, ask the user for their PostHog project token instead.

  • For the PostHog host URL: check the projects-get MCP response for a region field — US maps to https://us.i.posthog.com, EU maps to https://eu.i.posthog.com. If the region is not available from the MCP response or from existing project configuration, ask the user: "Are you on PostHog US Cloud or EU Cloud?" Do not assume US Cloud.

  • Write these values to the appropriate env file (e.g. .env.local for Next.js, .env for others) using the framework's naming convention.

  • Reference these environment variables in code instead of hardcoding them.

STEP 7: Verify and clean up.

  • Check the project for errors. Look for type checking or build scripts in package.json.

  • Ensure any components created were actually used.

  • Run any linter or prettier-like scripts found in the package.json, but ONLY on the files you have edited or created during this session. Never run formatting or linting across the entire project's codebase.

Reference files

  • references/EXAMPLE-next-app-router.md - next-app-router example project code

  • references/EXAMPLE-next-pages-router.md - next-pages-router example project code

  • references/EXAMPLE-react-react-router-6.md - react-react-router-6 example project code

  • references/EXAMPLE-react-react-router-7-framework.md - react-react-router-7-framework example project code

  • references/EXAMPLE-react-react-router-7-data.md - react-react-router-7-data example project code

  • references/EXAMPLE-react-react-router-7-declarative.md - react-react-router-7-declarative example project code

  • references/EXAMPLE-react-vite.md - react-vite example project code

  • references/EXAMPLE-nuxt-3-6.md - nuxt-3-6 example project code

  • references/EXAMPLE-nuxt-4.md - nuxt-4 example project code

  • references/EXAMPLE-vue-3.md - vue-3 example project code

  • references/EXAMPLE-react-tanstack-router-file-based.md - react-tanstack-router-file-based example project code

  • references/EXAMPLE-react-tanstack-router-code-based.md - react-tanstack-router-code-based example project code

  • references/EXAMPLE-tanstack-start.md - tanstack-start example project code

  • references/EXAMPLE-sveltekit.md - sveltekit example project code

  • references/EXAMPLE-astro-static.md - astro-static example project code

  • references/EXAMPLE-astro-view-transitions.md - astro-view-transitions example project code

  • references/EXAMPLE-astro-ssr.md - astro-ssr example project code

  • references/EXAMPLE-astro-hybrid.md - astro-hybrid example project code

  • references/EXAMPLE-angular.md - angular example project code

  • references/EXAMPLE-javascript-node.md - javascript-node example project code

  • references/EXAMPLE-javascript-web.md - javascript-web example project code

  • references/EXAMPLE-django.md - django example project code

  • references/EXAMPLE-flask.md - flask example project code

  • references/EXAMPLE-fastapi.md - fastapi example project code

  • references/EXAMPLE-python.md - python example project code

  • references/EXAMPLE-laravel.md - laravel example project code

  • references/EXAMPLE-php.md - php example project code

  • references/EXAMPLE-ruby-on-rails.md - ruby-on-rails example project code

  • references/EXAMPLE-ruby.md - ruby example project code

  • references/EXAMPLE-android.md - android example project code

  • references/EXAMPLE-swift.md - swift example project code

  • references/EXAMPLE-react-native.md - react-native example project code

  • references/EXAMPLE-expo.md - expo example project code

  • references/next-js.md - Next.js

  • references/react.md - React

  • references/react-router-v6.md - React router v6

  • references/react-router-v7-framework-mode.md - React router v7 framework mode (remix v3)

  • references/react-router-v7-data-mode.md - React router v7 data mode

  • references/react-router-v7-declarative-mode.md - React router v7 declarative mode

  • references/nuxt-js-3-6.md - Nuxt.js (v3.0 to v3.6)

  • references/nuxt-js.md - Nuxt.js

  • references/vue-js.md - Vue.js

  • references/tanstack-start.md - Tanstack start

  • references/svelte.md - Svelte

  • references/astro.md - Astro

  • references/angular.md - Angular

  • references/js.md - JavaScript web

  • references/posthog-js.md - PostHog JavaScript web SDK

  • references/node.md - Node.js

  • references/posthog-node.md - PostHog Node.js SDK

  • references/django.md - Django

  • references/flask.md - Flask

  • references/python.md - Python

  • references/posthog-python.md - PostHog python SDK

  • references/dotnet.md - .net

  • references/elixir.md - Elixir

  • references/go.md - Go

  • references/laravel.md - Laravel

  • references/php.md - Php

  • references/ruby-on-rails.md - Ruby on rails

  • references/ruby.md - Ruby

  • references/android.md - Android

  • references/ios.md - Ios

  • references/usage.md - Ios SDK usage

  • references/configuration.md - Ios SDK configuration

  • references/flutter.md - Flutter

  • references/react-native.md - React native

  • references/identify-users.md - Identify users

  • references/COMMANDMENTS.md - Framework-specific rules the integration must follow

Each framework reference contains SDK-specific installation, initialization, and usage patterns. Find the one matching the user's stack.

Key principles

  • Environment variables: Always use environment variables for PostHog keys. Never hardcode them.

  • Minimal changes: Add PostHog code alongside existing integrations. Don't replace or restructure existing code.

  • Match the example: Your implementation should follow the example project's patterns as closely as possible.

  • Analytics contract: Treat event names, property names, and feature flag keys as part of an analytics contract. Reuse existing names and patterns found in the project. When introducing new ones, make them clear, descriptive, and consistent with existing conventions.

Files

references/node.md

AI agents: this is one page from PostHog's docs. Full index of Markdown docs for LLMs: https://posthog.com/llms.txt

Node.js

Canonical URL: https://posthog.com/docs/libraries/node

Cloud region: This page uses US Cloud hosts. For an EU Cloud project, use https://eu.i.posthog.com instead of https://us.i.posthog.com (ingestion host), and use https://eu.posthog.com instead of https://app.posthog.com (app host for links).

On this page

  • Install with the wizard

  • Installation

  • Identifying users

  • Capturing events

  • Person profiles and properties

  • Alias

  • Super properties

  • Contexts

  • Add request context to Express

  • Add request context and error capture to Fastify

  • Distributed tracing

  • Feature flags

  • Experiments (A/B tests)

  • Group analytics

  • GeoIP properties

  • Shutdown

  • Debug mode

  • Handling errors thrown by the SDK

  • Short-lived processes like serverless environments

  • AI Observability

  • Error tracking

  • Upgrading from V1 to V2

If you're working with Node.js (versions 20+), the official posthog-node library is the simplest way to integrate your software with PostHog. This library uses an internal queue to make calls fast and non-blocking. It also batches requests and flushes asynchronously, making it perfect to use in any part of your web app or other server-side application that needs performance. And in addition to event capture, feature flags are supported as well.

Install with the wizard

Run this command in your project directory to add PostHog to your Node.js project. The wizard detects your framework, installs the SDK, and sets up your first events.

npx @posthog/wizard

Or set it up manually by following the rest of this guide.

Installation

Run either npm or yarn in terminal to add it to your project:

npm
npm install posthog-node --save
Yarn
yarn add posthog-node
pnpm
pnpm add posthog-node
Bun
bun add posthog-node

In your app, set your project token before making any calls.

import { PostHog } from 'posthog-node'

const client = new PostHog(
    '<ph_project_token>',
    { host: 'https://us.i.posthog.com' }
)

await client.shutdown()

You can find your project token and instance address in the project settings page in PostHog.

Note: As a rule of thumb, we do not recommend hardcoding API keys or tokens. Setting it as an environment variable is preferred.

Identifying users

Identifying users is required. Backend events need a distinct_id that matches the ID your frontend uses when calling posthog.identify(). Without this, backend events are orphaned — they can't be linked to frontend event captures, session replays, LLM traces, or error tracking.

See our guide on identifying users for how to set this up.

Options
VariableDescriptionDefault value
hostYour PostHog hosthttps://us.i.posthog.com/
flushAtAfter how many capture calls we should flush the queue (in one batch)20
flushIntervalAfter how many ms we should flush the queue5000
maxBatchSizeMaximum number of queued events sent in one batch. Cannot be lower than flushAt100
maxQueueSizeMaximum number of events held in the queue. When the queue is full, the oldest events are dropped10000
secretKeyA server-side secret API key for local evaluation and remote config. Use a project secret API key with the feature_flag:read scope. Available in version 5.40.0+. Providing it starts polling for flag definitions unless enableLocalEvaluation is false, even if you don't evaluate flags.null
personalApiKeyDeprecated alias for secretKey. Use this option in versions before 5.40.0. The option name does not change the key's permissions.null
featureFlagsPollingIntervalHow often, in milliseconds, feature flag definitions are fetched for local evaluation. Minimum 10030000
enableLocalEvaluationWhen false, the SDK does not poll for feature flag definitions, even if secretKey or its legacy alias personalApiKey is settrue
requestTimeoutTimeout in milliseconds for any calls10000
fetchRetryCountNumber of times the SDK retries a failed request3
fetchRetryDelayDelay in milliseconds between request retries3000
maxCacheSizeMaximum size of cache that deduplicates $feature_flag_called calls per user.50000
disableGeoipWhen true, disables automatic GeoIP resolution for events and feature flags.true
disabledWhen true, the SDK does not send any data. Useful for local environmentsfalse
isServerControls the $is_server event property. Keep the default for server-side events. Set to false when using posthog-node from a client-like runtime, CLI, or desktop app so device OS attribution is handled normally.true
evaluationContextsEvaluation context tags that constrain which feature flags are evaluated. When set, only flags with matching evaluation context tags (or no evaluation context tags) will be returned. This helps reduce unnecessary flag evaluations and improves performance. See evaluation contexts documentation for more details. Available in version 5.23.0+. The legacy parameter evaluationEnvironments (version 5.10.0+) is also supported for backward compatibility.undefined

Note: In AWS Lambda or a similar serverless environment, await client.flush() before returning if you reuse the client across invocations. Call shutdown() only when you finish using that client or before your program exits. See serverless environments for an example.

Capturing events

You can send custom events using capture:

client.capture({
    distinctId: 'distinct_id_of_the_user',
    event: 'user signed up',
})

Tip: We recommend using a [object] [verb] format for your event names, where [object] is the entity that the behavior relates to, and [verb] is the behavior itself. For example, project created, user signed up, or invite sent.

Setting event properties

Optionally, you can include additional information with the event by including a properties object:

client.capture({
  distinctId: 'distinct_id_of_the_user',
  event: 'user signed up',
  properties: {
    login_type: 'email',
    is_free_trial: true,
  },
})
Capturing pageviews

If you're aiming for a backend-only implementation of PostHog and won't be capturing events from your frontend, you can send $pageview events from your backend like so:

client.capture({
  distinctId: 'distinct_id_of_the_user',
  event: '$pageview',
  properties: {
    $current_url: 'https://example.com',
  },
})

Person profiles and properties

The Node SDK captures identified events by default. These create person profiles. To set person properties in these profiles, include them when capturing an event using $set and $set_once:

client.capture({
  distinctId: 'distinct_id_of_the_user',
  event: 'movie_played',
  properties: {
    $set: { name: 'Max Hedgehog'  },
    $set_once: { initial_url: '/blog' },
  },
})

For more details on the difference between $set and $set_once, see our person properties docs.

You can also use helper methods to set or remove person properties without hand-building $set, $set_once, or $unset payloads. See person properties for examples.

To capture anonymous events without person profiles, set the event's $process_person_profile property to false:

client.capture({
  distinctId: 'distinct_id_of_the_user',
  event: 'movie_played',
  properties: {
    $process_person_profile: false,
  },
})

Alias

Sometimes, you want to assign multiple distinct IDs to a single user. This is helpful when your primary distinct ID is inaccessible. For example, if a distinct ID used on the frontend is not available in your backend.

In this case, you can use alias to assign another distinct ID to the same user.

client.alias({
  distinctId: 'distinct_id',
  alias: 'alias_id',
})

We strongly recommend reading our docs on alias to best understand how to correctly use this method.

Super properties

Requires posthog-node version >= 5.25.0.

Super properties are properties that are automatically included with every event captured by the client. Use register to set them:

client.register({
  app_version: '1.2.0',
  environment: 'production',
})

// Both events include app_version and environment
client.capture({
  distinctId: 'distinct_id',
  event: 'page_viewed',
})
client.capture({
  distinctId: 'distinct_id',
  event: 'button_clicked',
})

If an event sets a property with the same key as a super property, the event's property takes precedence:

client.register({ environment: 'production' })

// This event is captured with environment='staging'
client.capture({
  distinctId: 'distinct_id',
  event: 'page_viewed',
  properties: { environment: 'staging' },
})

To remove a super property, use unregister:

client.unregister('environment')

Super properties are global — they apply to every event for the lifetime of the client instance. For properties that should only apply to a specific scope (e.g. a single request or transaction), use contexts instead.

Contexts

Requires posthog-node version >= 5.17.0.

The Node SDK uses nested contexts for managing state that's shared across events. Contexts are useful for adding properties to multiple events (including exceptions) during a single user's interaction with your product.

You can enter a context using withContext:

posthog.withContext(
  {
    distinctId: 'user-123',
    properties: { transactionId: 'abc123' }
  },
  () => {
    // This event is captured with the distinct ID and properties set above
    posthog.capture({ event: 'order_processed' })
  }
)

Contexts are persisted across function calls. If you enter one and then call a function and capture an event in the called function, it uses the context properties set in the parent context:

function someFunction() {
  // When called from `outerFunction`, this event is captured
  // with transactionId='abc123'
  posthog.capture({ event: 'order_processed' })
}

function outerFunction() {
  posthog.withContext(
    { properties: { transactionId: 'abc123' } },
    () => {
      someFunction()
    }
  )
}

By default, each context inherits from parent contexts. To disable nesting (where child contexts is fresh and has no properties), pass { fresh: true }:

posthog.withContext(
  {
    properties: {
      someKey: 'value-1',
      someOtherKey: 'another-value'
    }
  },
  () => {
    posthog.withContext(
      { properties: { someKey: 'value-2' } },
      () => {
        // Captured with someKey='value-2', someOtherKey='another-value'
        posthog.capture({ event: 'order_processed' })
      },
    )

    // Captured with someKey='value-1', someOtherKey='another-value'
    posthog.capture({ event: 'order_completed' })
  }
)

Note: Properties passed directly to capture calls override context state in the final event.

Identification context

Contexts can be associated with a distinct ID:

posthog.withContext(
  { distinctId: 'user-123' },
  () => {
    // Associated with "user-123"
    posthog.capture({ event: 'order_processed' })

    // Overrides to "another-user"
    posthog.capture({
      distinctId: 'another-user',
      event: 'order_processed'
    })
  }
)
Session context
posthog.withContext(
  { sessionId: 'some-session' },
  () => {
    // Associated with session "some-session"
    posthog.capture({ event: 'image_uploaded' })

    // Overrides to "next-session"
    posthog.capture({
      event: 'image_uploaded',
      properties: { $sessionId: 'next-session' }
    })
  }
)
Custom context parameters
posthog.withContext(
  { flightNumber: 'TAC313' },
  () => {
    // Associated with flightNumber TAC313
    posthog.capture({ event: 'flight_cancelled' })

    // Overrides to PL7714
    posthog.capture({
      event: 'flight_cancelled',
      properties: { flightNumber: 'PL7714' }
    })
  }
)

Add request context to Express

Requires posthog-node version >= 5.31.0.

If you use Express, add request-scoped PostHog context with the built-in middleware helpers. Register setupExpressRequestContext before your routes so events captured during a request automatically use the incoming session and distinct ID headers. Register setupExpressErrorHandler after your routes if you want to send Express errors to PostHog Error Tracking.

server.ts

import express from 'express'
import { PostHog, setupExpressRequestContext, setupExpressErrorHandler } from 'posthog-node'

const app = express()
const posthog = new PostHog('<ph_project_token>', {
  host: 'https://us.i.posthog.com',
})

// Register before routes.
setupExpressRequestContext(posthog, app)

app.post('/checkout', (req, res) => {
  posthog.capture({ event: 'checkout_started' })
  res.json({ status: 'ok' })
})

// Optional: register after routes to capture Express errors.
setupExpressErrorHandler(posthog, app)

The request context middleware reads the following incoming headers:

HeaderContext propertyDescription
x-posthog-session-idsessionIdLinks server events to a client session
x-posthog-distinct-iddistinctIdSets the event distinct ID

It also automatically adds request metadata as event properties:

  • $current_url – the request URL

  • $request_method – the HTTP method (GET, POST, etc.)

  • $request_path – the request path

  • $user_agent – the user agent string

  • $ip – the client IP (parsed from x-forwarded-for if behind a proxy)

Properties and distinctId passed directly to capture take precedence over request context. Tracing headers are client-controlled analytics context, not authentication or authorization. Pass an authenticated distinctId explicitly for security-sensitive server-side decisions.

Send headers from the client

If you're using PostHog JS on the frontend, configure tracing_headers for your Express backend hostname so browser requests include X-POSTHOG-SESSION-ID and X-POSTHOG-DISTINCT-ID, which the Express middleware reads automatically.

Add request context and error capture to Fastify

See the Fastify guide for installation, request context, event capture, error handling, and shutdown.

Distributed tracing

Requires posthog-node version >= 5.52.0.

The span API is experimental

Tracing is new in posthog-node and its API can still change in a minor release. Spans you send are kept – it's the SDK surface that isn't frozen yet.

Tracing records spans – timed units of work – so you can see where time went in a request and how work fans out across your services. Spans created inside a request context automatically carry the person and session they belong to, so a slow trace links back to the person who experienced it.

Tracing is off until you set the traces option. No OpenTelemetry dependency is required. For what you can do with spans once they arrive, see Distributed tracing.

server.ts

import { PostHog } from 'posthog-node'

const posthog = new PostHog('<ph_project_token>', {
  host: 'https://us.i.posthog.com',
  traces: {
    serviceName: 'checkout-api',
  },
})

Set serviceName – PostHog groups operations by service and span name.

Creating spans

withSpan runs a callback with a span active for its duration and ends the span for you: at return for a synchronous callback, when the promise settles for an async one. Spans created inside the callback nest underneath it automatically.

await posthog.withSpan('POST /checkout', async (span) => {
  span.setAttribute('plan', user.plan)

  const order = await posthog.withSpan('create-order', () => createOrder(cart))
  await posthog.withSpan('charge-card', () => stripe.charge(order))

  return order
})

If the callback throws or rejects, the span records the exception, its status is set to error, and your original error propagates unchanged.

The recorded exception includes the stack trace, which contains file paths from your server. If you'd rather those didn't leave your process, delete exception.stacktrace in beforeSpanSend.

Use startSpan for work that can't wrap a callback. startSpan does not make the span active, so spans created afterwards are not its children unless you pass parent explicitly – and you must call end() yourself.

const span = posthog.startSpan('background-sync', { attributes: { queue: 'emails' } })

// Explicitly parent a child to a span that isn't active.
const child = posthog.startSpan('send-batch', { parent: span })
child.end()

span.end()

getActiveSpan() returns the span currently active on this execution path, or null outside any withSpan callback.

Span names and attributes

Span names should be low-cardinality operation names – GET /users/:id, not GET /users/123. Variable values belong in attributes, which accept strings, numbers, booleans, BigInt values, and arrays of those.

await posthog.withSpan('GET /users/:id', { kind: 'server' }, async (span) => {
  span.setAttributes({ 'user.id': id, 'db.rows': rows.length })
  span.addEvent('cache-miss')

  if (rows.length === 0) {
    span.setStatus('error', 'user not found')
  }
})
MethodDescription
setAttribute(key, value)Set a single attribute
setAttributes(attributes)Merge several attributes at once
addEvent(name, attributes?, timestamp?)Record a timestamped event within the span
setStatus(status, message?)Set the outcome: 'ok' or 'error'
recordException(error)Attach an exception event carrying the type, message, and stack, and set status to error
updateName(name)Replace the span name, e.g. once a route template resolves
traceparent()This span's W3C traceparent header value
tracestate()This span's W3C tracestate value, or null when it has none
end(endTime?)End the span and queue it for export

Both withSpan and startSpan take the same options:

OptionDescription
kindWhat the work is: 'internal' (default), 'server' for an inbound request, 'client' for an outbound call, 'producer' or 'consumer' for queue work
attributesAttributes to set at span start
parentA span handle, or an inbound W3C traceparent string to continue a trace another service started
tracestateThe W3C tracestate accompanying a traceparent string. Ignored when parent is a span handle, which inherits its parent's
startTimeBackdate the span's start, as a millisecond epoch or a Date. The server clamps a start more than 24 hours old to receive time; with debug on, the SDK warns when you pass one
Tracing across services

Spans use W3C Trace Context, so a trace can span several services. Pass an inbound traceparent header as parent to continue a trace another service started, and send span.traceparent() onward when you call out.

server.ts

app.post('/checkout', async (req, res) => {
  await posthog.withSpan('POST /checkout', { kind: 'server', parent: req.get('traceparent') }, async (span) => {
    const traceparent = span.traceparent()

    await fetch('https://payments.internal/charge', {
      method: 'POST',
      headers: traceparent ? { traceparent } : {},
    })

    res.json({ status: 'ok' })
  })
})

A missing or malformed traceparent starts a new trace rather than throwing.

A continued trace propagates the sampled flag it was handed, so a downstream sampler sees the decision the head service made. PostHog itself doesn't sample – a span is recorded and exported whichever way that flag is set.

Linking traces to people and sessions

Spans created inside a PostHog request context automatically carry posthogDistinctId and sessionId attributes, which is what makes a trace reachable from a person or a Session Replay recording. Use the Express middleware or withContext:

posthog.withContext({ distinctId: user.id, sessionId }, async () => {
  await posthog.withSpan('POST /checkout', () => processOrder())
})

Spans created outside a request context omit those attributes.

Scrubbing and dropping spans

beforeSpanSend runs on every finished span before it's queued for export. Edit the span in place to strip attributes you don't want leaving your process, or return null to drop the span entirely.

const posthog = new PostHog('<ph_project_token>', {
  host: 'https://us.i.posthog.com',
  traces: {
    serviceName: 'checkout-api',
    beforeSpanSend: (span) => {
      if (span.attributes['http.route'] === '/health') return null

      delete span.attributes['http.request.header.authorization']
      return span
    },
  },
})

The hook sees plain values rather than the OTLP wire encoding, so span.attributes.userId reads as 42, not { intValue: '42' }. It runs after PostHog attaches posthogDistinctId and sessionId, so those are visible to the hook and can be scrubbed too.

  • traceId, spanId, and parentSpanId are read-only. Rewriting them would orphan child spans that have already been exported, so assignments are ignored.

  • A hook that throws drops the span rather than exporting it without scrubbing.

  • Pass an array to run several hooks left to right. The first one to return null stops the chain.

Span limits

A span is capped at 128 attributes and 128 events, each event at 128 attributes, and each string attribute value at 8192 characters. The endpoint rejects a span that's too large, and a rejected span is lost whole rather than truncated, so the caps bound a span before it gets there.

Past the cap, the earliest attributes and events are kept and the number dropped is reported alongside the span, so a truncated span reads as truncated rather than as quietly incomplete. The attributes PostHog attaches itself – posthogDistinctId and sessionId – don't count toward the cap and are never dropped, so a span at the limit still links back to its person and session.

The event cap is absolute: an exception event the SDK records for you spends an ordinary slot like any other. A span that fills its events and then throws keeps its error status but not the exception detail, and reports the loss in droppedEventsCount. Raise maxEventsPerSpan on spans that record many events and can also fail.

The length bound reaches inside a value, including strings nested in arrays and objects, and applies to exception.stacktrace like any other attribute. All four caps are re-applied after beforeSpanSend, so a hook that enriches a span can't push it back over.

Configuration
OptionDefaultDescription
serviceName–Name of the service producing spans. Set this
serviceVersion–Version of the service
environment–Deployment environment, e.g. production
resourceAttributes–Extra OTLP resource attributes. Takes precedence over the fields above
flushIntervalMs5000How often queued spans are exported
maxExportBatchSize512Maximum spans per request
maxQueueSize2048Maximum spans held in memory. Spans beyond this are dropped
maxLiveSpans10000Maximum spans open at once. At the limit startSpan returns an inert handle
maxSpanAgeMs3600000A span still open after this is treated as leaked and never exported
beforeSpanSend–Edit or drop each finished span before export. Return null to drop it
maxAttributesPerSpan128Maximum attributes you set on one span
maxEventsPerSpan128Maximum events on one span
maxAttributeValueLength8192Maximum characters in a string attribute value
Shutdown and short-lived processes

Both flush() and shutdown() export spans that have already ended. A span still open at flush() is exported once it ends; a span still open at shutdown() is discarded, so end your spans before shutting down – withSpan does this for you.

If your serverless handler reuses a client across invocations, await flush() before returning. It flushes events and ended spans concurrently without stopping flag polling or cleaning up cache-provider resources. Reserve shutdown() for a disposable client or program exit. Catch and log flush failures so telemetry errors don't fail the invocation or replace an application error.

For AWS Lambda, bound the wait to context.getRemainingTimeInMillis() with a 100 ms safety margin:

export const handler = async (_event, context) => {
  try {
    await posthog.withSpan("handler", () => doWork())
  } finally {
    let flushTimeout: ReturnType<typeof setTimeout> | undefined
    try {
      const remainingMs = Math.max(0, context.getRemainingTimeInMillis() - 100)
      await Promise.race([
        posthog.flush(),
        new Promise((_, reject) => {
          flushTimeout = setTimeout(() => reject(new Error("PostHog flush timed out")), remainingMs)
        }),
      ])
    } catch (err) {
      console.error("PostHog flush failed", err)
    } finally {
      clearTimeout(flushTimeout)
    }
  }
}

This timeout limits the wait, not the delivery attempt. See serverless environments for timeout behavior and other platforms.

Edge runtimes

On edge runtimes, spans nest across await only when you pass parent explicitly. The Node runtime tracks the active span with AsyncLocalStorage; the edge build cannot, so after an await, getActiveSpan() returns null and a new span starts a new trace. Pass the span your callback receives instead:

await posthog.withSpan('handler', async (span) => {
  const user = await loadUser()
  await posthog.withSpan('render', { parent: span }, () => render(user))
})

Feature flags

PostHog's feature flags enable you to safely deploy and roll back new features as well as target specific users and groups with them.

There are two steps to implement feature flags in Node:

Step 1: Evaluate flags once

Call client.evaluateFlags() once for the user, then read values from the returned snapshot.

Boolean feature flags
const flags = await client.evaluateFlags('distinct_id_of_your_user')

if (flags.isEnabled('flag-key')) {
    // Do something differently for this user
    // Optional: fetch the payload
    const matchedFlagPayload = flags.getFlagPayload('flag-key')
}
Multivariate feature flags
const flags = await client.evaluateFlags('distinct_id_of_your_user')
const enabledVariant = flags.getFlag('flag-key')

if (enabledVariant === 'variant-key') { // replace 'variant-key' with the key of your variant
    // Do something differently for this user
    // Optional: fetch the payload
    const matchedFlagPayload = flags.getFlagPayload('flag-key')
}

flags.getFlag() returns the variant string for multivariate flags, true for enabled boolean flags, false for disabled flags, and undefined when the flag wasn't returned by the evaluation.

Note: client.isFeatureEnabled(), client.getFeatureFlag(), client.getFeatureFlagPayload(), and capture({ sendFeatureFlags: true }) still work during the migration period, but they're deprecated. Prefer evaluateFlags() for new code.

Step 2: Include feature flag information when capturing events

If you want use your feature flag to breakdown or filter events in your insights, you'll need to include feature flag information in those events. This ensures that the feature flag value is attributed correctly to the event.

Note: This step is only required for events captured using our server-side SDKs or API.

There are two methods you can use to include feature flag information in your events:

Method 1: Pass the evaluated flags snapshot to capture()

Pass the same flags object that you used for branching. This attaches the exact flag values from that evaluation and doesn't make another /flags request.

const flags = await client.evaluateFlags('distinct_id_of_your_user')

if (flags.isEnabled('flag-key')) {
    // Do something differently for this user
}

client.capture({
    distinctId: 'distinct_id_of_your_user',
    event: 'event_name',
    flags,
})

By default, this attaches every flag in the snapshot using $feature/<flag-key> properties and $active_feature_flags.

To reduce event property bloat, pass a filtered snapshot:

// Attach only flags accessed with isEnabled() or getFlag() before this call
client.capture({
    distinctId: 'distinct_id_of_your_user',
    event: 'event_name',
    flags: flags.onlyAccessed(),
})

// Attach only specific flags
client.capture({
    distinctId: 'distinct_id_of_your_user',
    event: 'event_name',
    flags: flags.only(['checkout-flow', 'new-dashboard']),
})

onlyAccessed() is order-dependent. If you call it before accessing any flags with isEnabled() or getFlag(), no feature flag properties are attached.

Method 2: Include the $feature/feature_flag_name property manually

In the event properties, include $feature/feature_flag_name: variant_key:

client.capture({
    distinctId: 'distinct_id_of_your_user',
    event: 'event_name',
    properties: {
        // Replace feature-flag-key with your flag key and 'variant-key' with the key of your variant
        '$feature/feature-flag-key': 'variant-key',
    },
})
Evaluating only specific flags

By default, evaluateFlags() evaluates every flag for the user. If you only need a few flags, pass flagKeys to request only those flags:

const flags = await client.evaluateFlags('distinct_id_of_your_user', {
    flagKeys: ['checkout-flow', 'new-dashboard'],
})
Sending $feature_flag_called events

Capturing $feature_flag_called events enables PostHog to know when a flag was accessed by a user and provide analytics and insights on the flag. With evaluateFlags(), the SDK sends this event when you call flags.isEnabled() or flags.getFlag() for a flag.

The SDK deduplicates these events per (distinct_id, flag, value) in a local cache. If you reinitialize the PostHog client, the cache resets and $feature_flag_called events may be sent again. PostHog handles duplicates, so duplicate $feature_flag_called events don't affect your analytics.

flags.getFlagPayload() doesn't send $feature_flag_called events and doesn't count as an access for onlyAccessed().

Advanced: Overriding server properties

Sometimes, you may want to evaluate feature flags using person properties, groups, or group properties that haven't been ingested yet, or were set incorrectly earlier.

You can provide properties to evaluate the flag with by using the person properties, groups, and group properties arguments. PostHog will then use these values to evaluate the flag, instead of any properties currently stored on your PostHog server.

For example:

const flags = await client.evaluateFlags('distinct_id_of_the_user', {
    personProperties: {
        property_name: 'value',
    },
    groups: {
        your_group_type: 'your_group_id',
        another_group_type: 'your_group_id',
    },
    groupProperties: {
        your_group_type: {
            group_property_name: 'value',
        },
        another_group_type: {
            group_property_name: 'value',
        },
    },
})

if (flags.isEnabled('flag-key')) {
    // Do something differently for this user
}
Overriding GeoIP properties

By default, a user's GeoIP properties are set using the IP address they use to capture events on the frontend. You may want to override the these properties when evaluating feature flags. A common reason to do this is when you're not using PostHog on your frontend, so the user has no GeoIP properties.

You can override GeoIP properties by including them in the person_properties parameter when evaluating feature flags. This is useful when you're evaluating flags on your backend and want to use the client's location instead of your server's location.

The following GeoIP properties can be overridden:

  • $geoip_country_code

  • $geoip_country_name

  • $geoip_city_name

  • $geoip_city_confidence

  • $geoip_continent_code

  • $geoip_continent_name

  • $geoip_latitude

  • $geoip_longitude

  • $geoip_postal_code

  • $geoip_subdivision_1_code

  • $geoip_subdivision_1_name

  • $geoip_subdivision_2_code

  • $geoip_subdivision_2_name

  • $geoip_subdivision_3_code

  • $geoip_subdivision_3_name

  • $geoip_time_zone

Simply include any of these properties in the person_properties parameter alongside your other person properties when calling feature flags.

Request timeout

You can configure the featureFlagsRequestTimeoutMs parameter when initializing your PostHog client to set a flag request timeout. This helps prevent your code from being blocked if PostHog's servers are too slow to respond. By default, this is set to 3 seconds.

const client = new PostHog('<ph_project_token>', {
    host: 'https://us.i.posthog.com',
    featureFlagsRequestTimeoutMs: 3000, // Time in milliseconds. Defaults to 3000 (3 seconds).
})

Note: For remote config flags, see the remote config documentation. Remote config requires the secret API key passed as the secretKey option in version 5.40.0+, or personalApiKey in older versions.

Local evaluation

Evaluating feature flags requires making a request to PostHog for each flag. However, you can improve performance by evaluating flags locally. Instead of making a request for each flag, PostHog will periodically request and store feature flag definitions locally, enabling you to evaluate flags without making additional requests.

It is best practice to use local evaluation flags when possible, since this enables you to resolve flags faster and with fewer API calls.

For details on how to implement local evaluation, see our local evaluation guide.

const flags = await client.evaluateFlags('user distinct id', {
    groups: { organization: 'google' },
    groupProperties: { organization: { is_authorized: true } },
})

const flagValue = flags.getFlag('flag-key')
Reloading feature flags

When initializing PostHog, you can configure the interval at which feature flags are polled (fetched from the server). However, if you need to force a reload, you can use reloadFeatureFlags:

await client.reloadFeatureFlags()

// Do something with feature flags here
Distributed environments

In multi-worker or edge environments, you can implement custom caching for flag definitions using Redis, Cloudflare KV, or other storage backends. This enables sharing definitions across workers and coordinating fetches. See our guide for local evaluation in distributed environments for details.

Experiments (A/B tests)

Since experiments use feature flags, the code for running an experiment is very similar to the feature flags code:

const flags = await client.evaluateFlags('user_distinct_id')
const variant = flags.getFlag('experiment-feature-flag-key')

if (variant === 'variant-name') {
  // Do something
}

It's also possible to run experiments without using feature flags.

Group analytics

Group analytics enable you to associate an event with a group (e.g. teams, organizations, etc.). Read the group analytics guide for more information.

To create a group or update its properties, use groupIdentify:

client.groupIdentify({
  groupType: 'company',
  groupKey: 'company_id_in_your_db',
  properties: {
    name: 'Awesome Inc',
    employees: 11,
  },
  // optional distinct ID to associate event with an existing person
  distinctId: 'xyz'
})

name is a special property which is used in the PostHog UI for the name of the group. If you don't specify a name property, the group ID is used instead.

If the optional distinctId parameter is not provided in the group identify call, it defaults to ${groupType}_${groupKey} (e.g., $company_company_id_in_your_db in the example above). This default behavior results in each group appearing as a separate person in PostHog. To avoid this, it's often more practical to use a consistent distinctId, such as group_identifier.

Once a group is created, you can use the capture method and pass in the groups parameter to capture an event with group analytics.

client.capture({
  event: 'some_event',
  distinctId: 'user_distinct_id',
  groups: { company: 'company_id_in_your_db' },
})

GeoIP properties

Before posthog-node v3.0, we added GeoIP properties to all incoming events by default. We also used these properties for feature flag evaluation, based on the IP address of the request. This isn't ideal since they are created based on your server IP address, rather than the user's, leading to incorrect location resolution.

As of posthog-node v3.0, the default now is to disregard the server IP, not add the GeoIP properties, and not use the values for feature flag evaluations.

You can go back to previous behavior by setting disableGeoip to false in your initialization:

const posthog = new PostHog('<ph_project_token>', {
  host: 'https://us.i.posthog.com',
  disableGeoip: false
})

The list of properties that this overrides:

  1. $geoip_city_name

  2. $geoip_country_name

  3. $geoip_country_code

  4. $geoip_continent_name

  5. $geoip_continent_code

  6. $geoip_postal_code

  7. $geoip_time_zone

  8. $geoip_subdivision_1_code

  9. $geoip_subdivision_1_name

  10. $geoip_subdivision_2_code

  11. $geoip_subdivision_2_name

You can also explicitly chose to enable or disable GeoIP for a single capture request like so:

client.capture({
  distinctId: distinctId,
  event: 'your_event',
  disableGeoip: `true`,
})

Shutdown

Await shutdown() when you finish using a disposable client or before your program exits. It stops flag polling, cleans up cache-provider resources, and attempts to flush remaining events. Don't call it after each request if you intend to reuse the client – use flush() instead.

await client.shutdown()

The optional shutdown timeout is in milliseconds and defaults to 30000 (30 seconds). Completion does not guarantee that PostHog received every event.

Debug mode

If you're not seeing the expected events being captured, the feature flags being evaluated, or the surveys being shown, you can enable debug mode to see what's happening.

You can enable debug mode by calling the debug() method in your code. This will enable verbose logs about the inner workings of the SDK.

client.debug()

Handling errors thrown by the SDK

If you are experiencing issues with the SDK it could be a number of things from an incorrectly configured API key, to some other network related issues.

The SDK does not throw errors for things happening in the background to ensure it doesn't affect your process. You can however hook into the errors to get more information:

client.on("error", (err) => {
  // Whatever handling you want
  console.error("PostHog had an error!", err)
})

Short-lived processes like serverless environments

The Node SDK queues and batches events in the background. AWS Lambda or Vercel Functions can freeze the runtime after a handler returns, before background requests finish.

Keep a shared client outside the handler to reuse it across invocations in the same runtime. Await flush() before returning, including when application code throws. Catch and log flush failures so telemetry errors don't fail the invocation or replace an application error.

An explicit flush() has no overall timeout. This AWS Lambda example uses context.getRemainingTimeInMillis() and reserves 100 ms for returning from the handler:

import { PostHog } from "posthog-node"

const client = new PostHog("<ph_project_token>", {
  host: "https://us.i.posthog.com",
  flushInterval: 0,
})

export const handler = async (_event, context) => {
  try {
    client.capture({
      distinctId: "distinct_id_of_the_user",
      event: "thing_happened",
    })

    client.capture({
      distinctId: "distinct_id_of_the_user",
      event: "other_thing_happened",
    })
  } finally {
    let flushTimeout
    try {
      const remainingMs = Math.max(0, context.getRemainingTimeInMillis() - 100)
      await Promise.race([
        client.flush(),
        new Promise((_, reject) => {
          flushTimeout = setTimeout(() => reject(new Error("PostHog flush timed out")), remainingMs)
        }),
      ])
    } catch (err) {
      console.error("PostHog flush failed", err)
    } finally {
      clearTimeout(flushTimeout)
    }
  }
}

The timeout only limits the wait. It does not cancel the in-flight flush, which can continue if the runtime remains active. The platform can freeze or terminate the runtime before delivery completes. On other platforms, calculate the timeout from the request deadline.

flushInterval: 0 disables timer-driven flushing. Setting flushAt: 1 starts a background flush after each queued event, but neither setting waits for delivery. You still need to await flush() before returning.

To wait for one event's delivery attempt instead of queuing it, use await client.captureImmediate({ distinctId: "distinct_id_of_the_user", event: "thing_happened" }).

If you create a disposable client for one invocation, await shutdown() after its final work instead of flush(). Don't reuse that client afterward. Use awaited shutdown() for program exit, too. Flush and shutdown can fail or time out – neither guarantees ingestion.

AI Observability

You can capture LLM usage and performance data by combining the posthog-node and @posthog/ai libraries. These work with LLM providers like OpenAI and Vercel's AI SDKs. Learn more in our AI Observability docs.

Error tracking

You can capture errors using the posthog-node library. This enables you to see stack traces, source code, and watch associated session recordings to improve your application stability. Learn more in our error tracking docs.

Upgrading from V1 to V2

V2.x.x of the Node.js library is completely rewritten in Typescript and is based on a new JS core shared with other JavaScript based libraries with the goal of ensuring new features and fixes reach the different libraries at the same pace.

With the release of V2, the API was kept mostly the same but with some small changes and deprecations:

  1. The minimum PostHog version requirement is 1.38

  2. The callback parameter passed as an optional last argument to most of the methods is no longer supported

  3. The method signature for isFeatureEnabled and getFeatureFlag is slightly modified. See the above documentation for each method for more details.

  4. For specific changes, see the CHANGELOG

Requirements and compatibility

Works with: Claude Code, Claude apps, OpenAI Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Goose, Amp, Roo Code, JetBrains Junie, Factory Droid, Devin (ex-Windsurf), Mistral Vibe, OpenHands, Letta

“Works with” means the tool reads the open Agent Skills format; a skill written for one tool may use features others lack.

Needs: Needs an MCP server, Needs Python, Needs Node.js

Security

What our scanner noticed· Low risk

  • Instructions that use the network

A static scan is not a guarantee. Skills are third-party content: review a skill before you let an agent use it.

Attribution and licence

Created by
PostHog
Publisher
PostHog (Official)
Source
PostHog/skills · skills/omnibus/instrument-integration · commit a5d30e7
Licence
MIT License (redistribution allowed)
  • LICENSE (added by AutoGineer from LICENSE)
  • ATTRIBUTION.md (written by AutoGineer)
Synced

AutoGineer is not affiliated with or endorsed by PostHog.

Download ZIP

The ZIP holds the skill’s files, its licence files and an ATTRIBUTION.md. Download instrument-integration.zip