Omnibus Instrument Product Analytics

PostHogOfficialCreated by PostHog

Skill
Tool integration
Data and AI
MIT
Low risk

From the author

Add PostHog product analytics events to track user behavior. Use after implementing new features or reviewing PRs to ensure meaningful user actions are captured. Also handles initial PostHog SDK setup if not yet installed.

— the description by PostHog

AutoGineer summary

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

This skill provides a structured, step-by-step procedure for integrating PostHog product analytics into a wide variety of web, mobile, and backend frameworks. It handles the full lifecycle of the integration, from detecting the project's technology stack and installing the necessary SDKs to implementing event tracking, user identification, and error monitoring. The skill emphasizes non-intrusive changes, ensuring that new analytics code is added alongside existing logic without disrupting the project's architecture.

What it does

Detects the project framework and language to determine the correct PostHog SDK.
Installs the required PostHog SDK package automatically.
Initializes the PostHog instance according to framework-specific best practices.
Implements targeted event tracking for key user actions and business logic.
Configures user identification flows for login and signup events.
Sets up environment variables for secure API key and host management.

When to use it

After implementing new features that require tracking for user engagement analysis.
When reviewing pull requests to ensure critical user behaviors are being captured.
When setting up product analytics for a new project from scratch.
When migrating or adding analytics to an existing application.

Advantages

Supports a broad range of modern frontend, backend, and mobile frameworks.
Ensures consistent event naming and property capture across the codebase.
Maintains architectural integrity by requiring minimal, targeted code additions.
Automates the tedious aspects of SDK initialization and environment configuration.

Usage examples

“Add PostHog analytics to my Next.js project.”: The agent will detect the Next.js environment, install the PostHog SDK, initialize it in the appropriate root file, and guide you through adding capture calls to key user flows.
“I need to track user signups in my Django application using PostHog.”: The agent will identify the Django setup, configure the PostHog Python SDK, and implement identify calls within your authentication logic.

Install

Download the skill as a ZIP:
https://autogineer.com/agent-skills/posthog/omnibus-instrument-product-analytics/download

Unzip it into the cross-client skills folder of your project:

mkdir -p .agents/skills && unzip omnibus-instrument-product-analytics.zip -d .agents/skills

Documentation by PostHog

Add PostHog product analytics events

Use this skill to add product analytics events (capture calls) that track meaningful user actions in new or changed code. Use it after implementing features or reviewing PRs to ensure key user behaviors are captured. If PostHog is not yet installed, this skill also covers initial SDK setup. Supports any framework or language.

Supported frameworks: Next.js, React Router, Nuxt, Vue, TanStack Start, SvelteKit, Astro, Angular, Django, Flask, FastAPI, Laravel, Ruby on Rails, Android, iOS, React Native, Expo, and more.

Instructions

Follow these steps IN ORDER:

STEP 1: Analyze the codebase and detect the platform.

Look for dependency files (package.json, requirements.txt, Gemfile, composer.json, go.mod, etc.) to determine the framework and language.
Look for lockfiles (pnpm-lock.yaml, package-lock.json, yarn.lock, bun.lockb) to determine the package manager.
Check for existing PostHog setup. If PostHog is already installed and initialized, skip to STEP 5.

STEP 2: Research integration. (Skip if PostHog is already set up.) 2.1. Find the reference file below that matches the detected framework — it is the source of truth for SDK initialization, provider setup, and event capture 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. (Skip if PostHog is already set up.)

Add the PostHog SDK package for the detected platform. Do not manually edit package.json — use the package manager's install command.
Always install packages as a background task. Don't await completion; proceed with other work immediately after starting the installation.

STEP 4: Initialize PostHog. (Skip if PostHog is already set up.)

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).

STEP 5: Plan event tracking.

From the project's file list, select between 10 and 15 files that might have interesting business value for event tracking, especially conversion and churn events.
Also look for files related to login that could be used for identifying users, along with error handling.
Find any existing posthog.capture() code. Make note of event name formatting. Don't duplicate existing events; supplement them.
Track actions only, not pageviews (those can be captured automatically). Exceptions can be made for "viewed"-type events at the top of a conversion funnel.
Server-side events are REQUIRED if the project includes any instrumentable server-side code (API routes, server actions, webhook handlers, payment/checkout completion, authentication endpoints).

STEP 6: Implement event capture.

For each planned event, add posthog.capture() calls with useful properties.
If a file already has existing integration code for other tools or services, don't overwrite or remove that code. Place PostHog code below it.
Do not alter the fundamental architecture of existing files. Make additions minimal and targeted.
You must read a file immediately before attempting to write it.

STEP 7: Identify users.

Add PostHog identify() calls on the client side during login and signup events. Use the contents of login and signup forms to identify users on submit.
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. On the server side, make sure events have a matching distinct ID.

STEP 8: Add error tracking.

Add PostHog exception capture error tracking to relevant files, particularly around critical user flows and API boundaries.

STEP 9: Set up environment variables.

If an env-file-tools MCP server is connected, use check_env_keys to see which keys already exist, then use set_env_values to create or update the PostHog API key and host.
Reference these environment variables in code instead of hardcoding them.

STEP 10: 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.

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-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-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-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 - docs
references/react-router-v6.md - React router v6 - docs
references/react-router-v7-framework-mode.md - React router v7 framework mode (remix v3) - docs
references/react-router-v7-data-mode.md - React router v7 data mode - docs
references/react-router-v7-declarative-mode.md - React router v7 declarative mode - docs
references/nuxt-js-3-6.md - Nuxt.js (v3.0 to v3.6) - docs
references/nuxt-js.md - Nuxt.js - docs
references/vue-js.md - Vue.js - docs
references/tanstack-start.md - Tanstack start - docs
references/svelte.md - Svelte - docs
references/astro.md - Astro - docs
references/angular.md - Angular - docs
references/django.md - Django - docs
references/flask.md - Flask - docs
references/python.md - Python - docs
references/posthog-python.md - PostHog python SDK
references/laravel.md - Laravel - docs
references/ruby-on-rails.md - Ruby on rails - docs
references/ruby.md - Ruby - docs
references/android.md - Android - docs
references/ios.md - Ios - docs
references/react-native.md - React native - docs
references/identify-users.md - Identify users - docs

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 docs: Follow the framework reference's initialization and capture patterns exactly.

Files

ATTRIBUTION.mdAdded by AutoGineer966 B
LICENSELicence file added by AutoGineer1.0 KiB
SKILL.md8.5 KiB
references/EXAMPLE-android.md49.7 KiB
references/EXAMPLE-angular.md23.4 KiB
references/EXAMPLE-astro-hybrid.md26.8 KiB
references/EXAMPLE-astro-ssr.md26.7 KiB
references/EXAMPLE-astro-static.md19.4 KiB
references/EXAMPLE-astro-view-transitions.md23.1 KiB
references/EXAMPLE-django.md30.0 KiB
references/EXAMPLE-expo.md35.5 KiB
references/EXAMPLE-fastapi.md40.9 KiB
references/EXAMPLE-flask.md32.0 KiB
references/EXAMPLE-javascript-node.md9.0 KiB
references/EXAMPLE-javascript-web.md11.7 KiB
references/EXAMPLE-laravel.md59.5 KiB
references/EXAMPLE-next-app-router.md17.3 KiB
references/EXAMPLE-next-pages-router.md18.9 KiB
references/EXAMPLE-nuxt-3.6.md22.1 KiB
references/EXAMPLE-nuxt-4.md28.7 KiB
references/EXAMPLE-python.md11.6 KiB
references/EXAMPLE-react-native.md46.4 KiB
references/EXAMPLE-react-react-router-6.md13.5 KiB
references/EXAMPLE-react-react-router-7-data.md20.1 KiB
references/EXAMPLE-react-react-router-7-declarative.md15.0 KiB
references/EXAMPLE-react-react-router-7-framework.md32.2 KiB
references/EXAMPLE-react-tanstack-router-code-based.md19.2 KiB
references/EXAMPLE-react-tanstack-router-file-based.md18.0 KiB
references/EXAMPLE-react-vite.md12.4 KiB
references/EXAMPLE-ruby-on-rails.md37.6 KiB
references/EXAMPLE-ruby.md10.3 KiB
references/EXAMPLE-sveltekit.md18.4 KiB
references/EXAMPLE-swift.md18.6 KiB
references/EXAMPLE-tanstack-start.md28.4 KiB
references/EXAMPLE-vue-3.md17.9 KiB
references/android.md21.7 KiB
references/angular.md12.5 KiB
references/astro.md8.3 KiB
references/django.md6.7 KiB
references/flask.md2.9 KiB
references/identify-users.md8.1 KiB
references/ios.md5.4 KiB
references/js.md12.3 KiB
references/laravel.md2.1 KiB
references/next-js.md12.5 KiB
references/node.md28.8 KiB
references/nuxt-js-3-6.md6.6 KiB
references/nuxt-js.md7.2 KiB
references/posthog-js.md42.3 KiB
references/posthog-node.md23.4 KiB
references/posthog-python.md31.3 KiB
references/python.md31.1 KiB
references/react-native.md43.8 KiB
references/react-router-v6.md11.6 KiB
references/react-router-v7-data-mode.md11.4 KiB
references/react-router-v7-declarative-mode.md11.6 KiB
references/react-router-v7-framework-mode.md14.9 KiB
references/react.md18.5 KiB
references/ruby-on-rails.md10.6 KiB
references/ruby.md18.9 KiB
references/svelte.md7.2 KiB
references/tanstack-start.md5.1 KiB
references/vue-js.md9.1 KiB

references/astro.md

Astro - Docs

PostHog makes it easy to get data about traffic and usage of your Astro app. Integrating PostHog into your site enables analytics about user behavior, custom events capture, session recordings, feature flags, and more.

This guide walks you through integrating PostHog into your Astro app using the JavaScript Web SDK.

Beta: integration via LLM

Install PostHog for Astro in seconds with our wizard by running this prompt with LLM coding agents like Cursor and Bolt, or by running it in your terminal.

npx @posthog/wizard@latest

Learn more

Or, to integrate manually, continue with the rest of this guide.

Installation

In your src/components folder, create a posthog.astro file:

Terminal

PostHog AI

cd ./src/components
# or 'cd ./src && mkdir components && cd ./components' if your components folder doesnt exist
touch posthog.astro

In this file, add your Web snippet which you can find in your project settings. Be sure to include the is:inline directive to prevent Astro from processing it, or you will get Typescript and build errors that property 'posthog' does not exist on type 'Window & typeof globalThis'.

posthog.astro

PostHog AI

<script is:inline>
  !function(t,e){var o,n,p,r;e.__SV||(window.posthog=e,e._i=[],e.init=function(i,s,a){function g(t,e){var o=e.split(".");2==o.length&&(t=t[o[0]],e=o[1]),t[e]=function(){t.push([e].concat(Array.prototype.slice.call(arguments,0)))}}(p=t.createElement("script")).type="text/javascript",p.crossOrigin="anonymous",p.async=!0,p.src=s.api_host+"/static/array.js",(r=t.getElementsByTagName("script")[0]).parentNode.insertBefore(p,r);var u=e;for(void 0!==a?u=e[a]=[]:a="posthog",u.people=u.people||[],u.toString=function(t){var e="posthog";return"posthog"!==a&&(e+="."+a),t||(e+=" (stub)"),e},u.people.toString=function(){return u.toString(1)+".people (stub)"},o="capture identify alias people.set people.set_once set_config register register_once unregister opt_out_capturing has_opted_out_capturing opt_in_capturing reset isFeatureEnabled onFeatureFlags getFeatureFlag getFeatureFlagPayload reloadFeatureFlags group updateEarlyAccessFeatureEnrollment getEarlyAccessFeatures getActiveMatchingSurveys getSurveys getNextSurveyStep onSessionId".split(" "),n=0;n<o.length;n++)g(u,o[n]);e._i.push([i,s,a])},e.__SV=1)}(document,window.posthog||[]);
  posthog.init('<ph_project_token>', {
    api_host:'https://us.i.posthog.com',
    defaults: '2026-01-30'
  })
</script>

Using with Astro's view transitions (ClientRouter)

If you've opted in to Astro's <ClientRouter> component for client-side navigation, you'll need to add an initialization guard to prevent PostHog from running multiple times during page transitions.

Update your posthog.astro file to wrap the snippet with a check:

posthog.astro

PostHog AI

---
// src/components/posthog.astro
---
<script is:inline>
  if (!window.__posthog_initialized) {
    window.__posthog_initialized = true;
    !function(t,e){var o,n,p,r;e.__SV||(window.posthog=e,e._i=[],e.init=function(i,s,a){function g(t,e){var o=e.split(".");2==o.length&&(t=t[o[0]],e=o[1]),t[e]=function(){t.push([e].concat(Array.prototype.slice.call(arguments,0)))}}(p=t.createElement("script")).type="text/javascript",p.crossOrigin="anonymous",p.async=!0,p.src=s.api_host+"/static/array.js",(r=t.getElementsByTagName("script")[0]).parentNode.insertBefore(p,r);var u=e;for(void 0!==a?u=e[a]=[]:a="posthog",u.people=u.people||[],u.toString=function(t){var e="posthog";return"posthog"!==a&&(e+="."+a),t||(e+=" (stub)"),e},u.people.toString=function(){return u.toString(1)+".people (stub)"},o="capture identify alias people.set people.set_once set_config register register_once unregister opt_out_capturing has_opted_out_capturing opt_in_capturing reset isFeatureEnabled onFeatureFlags getFeatureFlag getFeatureFlagPayload reloadFeatureFlags group updateEarlyAccessFeatureEnrollment getEarlyAccessFeatures getActiveMatchingSurveys getSurveys getNextSurveyStep onSessionId".split(" "),n=0;n<o.length;n++)g(u,o[n]);e._i.push([i,s,a])},e.__SV=1)}(document,window.posthog||[]);
    posthog.init('<ph_project_token>', {
      api_host: 'https://us.i.posthog.com',
      defaults: '2026-01-30',
      capture_pageview: 'history_change'
    })
  }
</script>

Without this guard, ClientRouter's soft navigation can re-execute the inline script during page transitions, causing a stack overflow error. The capture_pageview: 'history_change' option ensures pageviews are tracked automatically as users navigate.

The next step is to a create a Layout where we will use posthog.astro. Create a new file PostHogLayout.astro in your src/layouts folder:

Terminal

PostHog AI

cd .. && cd .. # move back to your base directory if you're still in src/components/posthog.astro
cd ./src/layouts
# or 'cd ./src && mkdir layouts && cd ./layouts' if your layouts folder doesn't exist yet
touch PostHogLayout.astro

Add the following code to PostHogLayout.astro:

PostHogLayout.astro

PostHog AI

---
import PostHog from '../components/posthog.astro'
---
<head>
    <PostHog />
</head>

Lastly, update index.astro to wrap your existing app components with the new Layout:

index.astro

PostHog AI

---
import PostHogLayout from '../layouts/PostHogLayout.astro';
---
<PostHogLayout>
  <!-- your existing app components -->
</PostHogLayout>

Identifying users

Identifying users is required. Call posthog.identify('your-user-id') after login to link events to a known user. This is what connects frontend event captures, session replays, LLM traces, and error tracking to the same person — and lets backend events link back too.
See our guide on identifying users for how to set this up.

Set up a reverse proxy (recommended)

We recommend setting up a reverse proxy, so that events are less likely to be intercepted by tracking blockers.

We have our own managed reverse proxy service, which is free for all PostHog Cloud users, routes through our infrastructure, and makes setting up your proxy easy.

If you don't want to use our managed service then there are several other options for creating a reverse proxy, including using Cloudflare, AWS Cloudfront, and Vercel.

Grouping products in one project (recommended)

If you have multiple customer-facing products (e.g. a marketing website + mobile app + web app), it's best to install PostHog on them all and group them in one project.

This makes it possible to track users across their entire journey (e.g. from visiting your marketing website to signing up for your product), or how they use your product across multiple platforms.

Add IPs to Firewall/WAF allowlists (recommended)

For certain features like heatmaps, your Web Application Firewall (WAF) may be blocking PostHog’s requests to your site. Add these IP addresses to your WAF allowlist or rules to let PostHog access your site.

EU: 3.75.65.221, 18.197.246.42, 3.120.223.253

US: 44.205.89.55, 52.4.194.122, 44.208.188.173

These are public, stable IPs used by PostHog services (e.g., Celery tasks for snapshots).

Next steps

For any technical questions for how to integrate specific PostHog features into Astro (such as analytics, feature flags, A/B testing, surveys, etc.), have a look at our JavaScript Web SDK docs.

Alternatively, the following tutorials can help you get started:

Community questions

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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 an API key, 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/posthog/integration/skills/all · commit a5d30e7

Licence

MIT License (redistribution allowed)

LICENSE (added by AutoGineer from LICENSE)
ATTRIBUTION.md (written by AutoGineer)

Synced

2026-11-09

Also distributed in

PostHog/skills

AutoGineer is not affiliated with or endorsed by PostHog or PostHog.

Download ZIP

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

From the author

AutoGineer summary

What it does

When to use it

Advantages

Usage examples

Install

Documentation by PostHog

Add PostHog product analytics events

Instructions

Reference files

Key principles

Files

references/astro.md

Astro - Docs

Beta: integration via LLM

Installation

Identifying users

Next steps

Community questions

Was this page useful?

Requirements and compatibility

Security

Attribution and licence

Related skills

Claude API

Transformers

Open Notebook

Vision Sft

LLM Evaluation

Lora Qlora Recipes

Download ZIP