Omnibus Instrument Integration
PostHogOfficialCreated by PostHog
- Skill
- Tool integration
- Data and AI
- MIT
- Low risk
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 variety of software projects. It guides the agent through detecting the project's framework, installing the appropriate SDK, initializing the client, and configuring environment variables. By leveraging a library of framework-specific reference files, the skill ensures that PostHog is implemented according to best practices for each supported platform, including web, mobile, and backend environments.
What it does
- Detects the project's framework and package manager automatically.
- Installs the correct PostHog SDK for the identified platform.
- Initializes the PostHog client using framework-specific patterns.
- Configures environment variables for API keys and host settings.
- Implements user identification logic for login and signup events.
- Verifies the integration and performs necessary 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 migrating or adding analytics to an existing codebase.
- When you need to ensure PostHog is configured consistently across different frameworks.
Advantages
- Supports a broad range of frameworks and languages.
- Ensures secure configuration by enforcing the use of environment variables.
- Maintains consistency with existing codebase patterns.
- Reduces manual effort by automating SDK installation and boilerplate setup.
Usage examples
- “Add PostHog to my new Next.js project.”
- The agent will detect the Next.js framework, install the PostHog SDK, and provide the necessary initialization code in the appropriate file, such as instrumentation-client.ts.
- “Help me set up PostHog in our Android app.”
- The agent will identify the Android environment, guide the setup in the Application class, and configure the PostHog instance with the required API keys.
Install
Download the skill as a ZIP:
https://mp-staging.autogineer.com/agent-skills/posthog/omnibus-instrument-integration/downloadUnzip it into the cross-client skills folder of your project:
mkdir -p .agents/skills && unzip omnibus-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: Next.js, React, React Router, Vue, Nuxt, TanStack Start, SvelteKit, Astro, Angular, Django, Flask, FastAPI, Laravel, Ruby on Rails, Android, Swift, 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, 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, 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.
Always install packages as a background task. Don't await completion; proceed with other work immediately after starting the installation.
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-IDandX-POSTHOG-SESSION-IDheaders to the server-side code.
STEP 6: Set up environment variables.
Store the PostHog API key and host in environment variables (e.g.
.envor framework-specific env files).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.
Reference files
references/EXAMPLE-next-app-router.md- next-app-router example project codereferences/EXAMPLE-next-pages-router.md- next-pages-router example project codereferences/EXAMPLE-react-react-router-6.md- react-react-router-6 example project codereferences/EXAMPLE-react-react-router-7-framework.md- react-react-router-7-framework example project codereferences/EXAMPLE-react-react-router-7-data.md- react-react-router-7-data example project codereferences/EXAMPLE-react-react-router-7-declarative.md- react-react-router-7-declarative example project codereferences/EXAMPLE-react-vite.md- react-vite example project codereferences/EXAMPLE-nuxt-3.6.md- nuxt-3.6 example project codereferences/EXAMPLE-nuxt-4.md- nuxt-4 example project codereferences/EXAMPLE-vue-3.md- vue-3 example project codereferences/EXAMPLE-react-tanstack-router-file-based.md- react-tanstack-router-file-based example project codereferences/EXAMPLE-react-tanstack-router-code-based.md- react-tanstack-router-code-based example project codereferences/EXAMPLE-tanstack-start.md- tanstack-start example project codereferences/EXAMPLE-sveltekit.md- sveltekit example project codereferences/EXAMPLE-astro-static.md- astro-static example project codereferences/EXAMPLE-astro-view-transitions.md- astro-view-transitions example project codereferences/EXAMPLE-astro-ssr.md- astro-ssr example project codereferences/EXAMPLE-astro-hybrid.md- astro-hybrid example project codereferences/EXAMPLE-angular.md- angular example project codereferences/EXAMPLE-javascript-node.md- javascript-node example project codereferences/EXAMPLE-javascript-web.md- javascript-web example project codereferences/EXAMPLE-django.md- django example project codereferences/EXAMPLE-flask.md- flask example project codereferences/EXAMPLE-fastapi.md- fastapi example project codereferences/EXAMPLE-python.md- python example project codereferences/EXAMPLE-laravel.md- laravel example project codereferences/EXAMPLE-ruby-on-rails.md- ruby-on-rails example project codereferences/EXAMPLE-ruby.md- ruby example project codereferences/EXAMPLE-android.md- android example project codereferences/EXAMPLE-swift.md- swift example project codereferences/EXAMPLE-react-native.md- react-native example project codereferences/EXAMPLE-expo.md- expo example project codereferences/next-js.md- Next.js - docsreferences/react.md- React - docsreferences/react-router-v6.md- React router v6 - docsreferences/react-router-v7-framework-mode.md- React router v7 framework mode (remix v3) - docsreferences/react-router-v7-data-mode.md- React router v7 data mode - docsreferences/react-router-v7-declarative-mode.md- React router v7 declarative mode - docsreferences/nuxt-js-3-6.md- Nuxt.js (v3.0 to v3.6) - docsreferences/nuxt-js.md- Nuxt.js - docsreferences/vue-js.md- Vue.js - docsreferences/tanstack-start.md- Tanstack start - docsreferences/svelte.md- Svelte - docsreferences/astro.md- Astro - docsreferences/angular.md- Angular - docsreferences/js.md- JavaScript web - docsreferences/posthog-js.md- PostHog JavaScript web SDKreferences/node.md- Node.js - docsreferences/posthog-node.md- PostHog Node.js SDKreferences/django.md- Django - docsreferences/flask.md- Flask - docsreferences/python.md- Python - docsreferences/posthog-python.md- PostHog python SDKreferences/laravel.md- Laravel - docsreferences/ruby-on-rails.md- Ruby on rails - docsreferences/ruby.md- Ruby - docsreferences/android.md- Android - docsreferences/ios.md- Ios - docsreferences/react-native.md- React native - docsreferences/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 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
- ATTRIBUTION.mdAdded by AutoGineer998 B
- LICENSELicence file added by AutoGineer1.0 KiB
- SKILL.md7.6 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/react.md
React - Docs
PostHog makes it easy to get data about traffic and usage of your React 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 an example integration of PostHog using vanilla React and the posthog-js library.
Using a framework?
Using React with a framework like Next.js, Remix, or React Router requires additional setup. Follow their respective guides instead:
Beta: integration via LLM
Install PostHog for React 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
Or, to integrate manually, continue with the rest of this guide.
Installation
For React-based frameworks, we recommend the Next.js integration guide and Next.js integration guide instead.
Install
posthog-jsand@posthog/reactusing your package manager:
PostHog AI
npm
npm install --save posthog-js @posthog/reactYarn
yarn add posthog-js @posthog/reactpnpm
pnpm add posthog-js @posthog/reactBun
bun add posthog-js @posthog/reactAdd your environment variables to your
.env.localfile and to your hosting provider (e.g. Vercel, Netlify, AWS). You can find your project token and host in your project settings. If you're using Vite, includeVITE_PUBLIC_in their names ensures they are accessible in the frontend.
.env.local
PostHog AI
VITE_PUBLIC_POSTHOG_TOKEN=<ph_project_token>
VITE_PUBLIC_POSTHOG_HOST=https://us.i.posthog.comIntegrate PostHog at the root of your app (such as
main.jsxfor Vite apps androot.tsxfor React Router V7).
React
PostHog AI
// src/main.jsx
import { StrictMode } from 'react'
import { createRoot } from 'react-dom/client'
import './index.css'
import App from './App.jsx'
import posthog from 'posthog-js';
import { PostHogProvider } from '@posthog/react'
posthog.init(import.meta.env.VITE_PUBLIC_POSTHOG_TOKEN, {
api_host: import.meta.env.VITE_PUBLIC_POSTHOG_HOST,
defaults: '2026-01-30',
});
createRoot(document.getElementById('root')).render(
<StrictMode>
<PostHogProvider client={posthog}>
<App />
</PostHogProvider>
</StrictMode>,
)Don't directly import PostHog
Do not directly import posthog apart from installation as shown above. This will likely cause errors as the library might not be initialized yet. Initialization is handled automatically when you use the PostHogProvider and usePostHog hook.
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.
Usage
PostHog provider
The React context provider makes it easy to access the posthog-js library in your app.
The provider takes an initialized and configured client instance like this:
React
PostHog AI
// src/index.js
import posthog from 'posthog-js';
import { PostHogProvider} from '@posthog/react'
posthog.init(process.env.REACT_APP_PUBLIC_POSTHOG_TOKEN, {
api_host: process.env.REACT_APP_PUBLIC_POSTHOG_HOST,
defaults: '2026-01-30',
});
const root = ReactDOM.createRoot(document.getElementById('root'));
root.render(
<React.StrictMode>
<PostHogProvider client={posthog}>
<App />
</PostHogProvider>
</React.StrictMode>
);Calling PostHog methods
By default, the posthog-js library automatically captures pageviews, element clicks, inputs, and more. Autocapture can be tuned in with the configuration options.
To call PostHog methods for actions like identifying users, capturing events, using feature flags, or using other features, you can access the initialized posthog-js library using the usePostHog hook.
Don't directly import PostHog
Always use the usePostHog hook to access the PostHog library. Directly importing posthog will likely cause errors as the library might not be initialized yet. Initialization is handled automatically when you use the PostHogProvider and hook.
All the methods of the library are available and can be used as described in the posthog-js documentation.
React
PostHog AI
import { usePostHog } from '@posthog/react'
import { useEffect } from 'react'
import { useUser, useLogin } from '../lib/user'
function App() {
// `usePostHog`, like other React contexts, must be called at the top level of your component
const posthog = usePostHog()
const login = useLogin()
const user = useUser()
useEffect(() => {
if (user) {
// Identify sends an event, so you may want to limit how often you call it
posthog?.identify(user.id, {
email: user.email,
})
posthog?.group('company', user.company_id)
}
}, [posthog, user.id, user.email, user.company_id])
const loginClicked = () => {
posthog?.capture('clicked_log_in')
login()
}
return (
<div className="App">
{/* Fire a custom event when the button is clicked */}
<button onClick={() => posthog?.capture('button_clicked')}>Click me</button>
{/* This button click event is autocaptured by default */}
<button data-attr="autocapture-button">Autocapture buttons</button>
{/* This button click event is not autocaptured */}
<button className="ph-no-capture">Ignore certain elements</button>
<button onClick={loginClicked}>Login</button>
</div>
)
}
export default AppTypeError: Cannot read properties of undefined
If you see the error TypeError: Cannot read properties of undefined (reading '...') this is likely because you tried to call a posthog function when posthog was not initialized (such as during the initial render). On purpose, we still render the children even if PostHog is not initialized so that your app still loads even if PostHog can't load.
To fix this error, add a check that posthog has been initialized such as:
React
PostHog AI
useEffect(() => {
posthog?.capture('test') // using optional chaining (recommended)
if (posthog) {
posthog.capture('test') // using an if statement
}
}, [posthog])Typescript helps protect against these errors.
Tracking element visibility
The PostHogCaptureOnViewed component enables you to automatically capture events when elements scroll into view in the browser. This is useful for tracking impressions of important content, monitoring user engagement with specific sections, or understanding which parts of your page users are actually seeing.
The component wraps your content and sends a $element_viewed event to PostHog when the wrapped element becomes visible in the viewport. It only fires once per component instance.
Basic usage:
React
PostHog AI
import { PostHogCaptureOnViewed } from '@posthog/react'
function App() {
return (
<PostHogCaptureOnViewed name="hero-banner">
<div>Your important content here</div>
</PostHogCaptureOnViewed>
)
}With custom properties:
You can include additional properties with the event to provide more context:
React
PostHog AI
<PostHogCaptureOnViewed
name="product-card"
properties={{
product_id: '123',
category: 'electronics',
price: 299.99
}}
>
<ProductCard />
</PostHogCaptureOnViewed>Tracking multiple children:
Use trackAllChildren to track each child element separately. This is useful for galleries or lists where you want to know which specific items were viewed:
React
PostHog AI
<PostHogCaptureOnViewed
name="product-gallery"
properties={{ gallery_type: 'featured' }}
trackAllChildren
>
<ProductCard id="1" />
<ProductCard id="2" />
<ProductCard id="3" />
</PostHogCaptureOnViewed>When trackAllChildren is enabled, each child element sends its own event with a child_index property indicating its position.
Custom intersection observer options:
You can customize when elements are considered "viewed" by passing options to the IntersectionObserver:
React
PostHog AI
<PostHogCaptureOnViewed
name="footer"
observerOptions={{
threshold: 0.5, // Element is 50% visible
rootMargin: '0px'
}}
>
<Footer />
</PostHogCaptureOnViewed>The component passes all other props to the wrapper div, so you can add styling, classes, or other HTML attributes as needed.
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 ways to implement feature flags in React:
Using hooks.
Using the
<PostHogFeature>component.
Method 1: Using hooks
PostHog provides several hooks to make it easy to use feature flags in your React app.
| Hook | Description |
|---|---|
| useFeatureFlagEnabled | Returns a boolean indicating whether the feature flag is enabled. This sends a $feature_flag_called event. |
| useFeatureFlagVariantKey | Returns the variant key of the feature flag. This sends a $feature_flag_called event. |
| useActiveFeatureFlags | Returns an array of active feature flags. This does not send a $feature_flag_called event. |
| useFeatureFlagPayload | Returns the payload of the feature flag. This does not send a $feature_flag_called event. Always use this with useFeatureFlagEnabled or useFeatureFlagVariantKey. |
Example 1: Using a boolean feature flag
React
PostHog AI
import { useFeatureFlagEnabled } from '@posthog/react'
function App() {
const showWelcomeMessage = useFeatureFlagEnabled('flag-key')
const payload = useFeatureFlagPayload('flag-key')
return (
<div className="App">
{
showWelcomeMessage ? (
<div>
<h1>Welcome!</h1>
<p>Thanks for trying out our feature flags.</p>
</div>
) : (
<div>
<h2>No welcome message</h2>
<p>Because the feature flag evaluated to false.</p>
</div>
)
}
</div>
);
}
export default App;Example 2: Using a multivariate feature flag
React
PostHog AI
import { useFeatureFlagVariantKey } from '@posthog/react'
function App() {
const variantKey = useFeatureFlagVariantKey('show-welcome-message')
let welcomeMessage = ''
if (variantKey === 'variant-a') {
welcomeMessage = 'Welcome to the Alpha!'
} else if (variantKey === 'variant-b') {
welcomeMessage = 'Welcome to the Beta!'
}
return (
<div className="App">
{
welcomeMessage ? (
<div>
<h1>{welcomeMessage}</h1>
<p>Thanks for trying out our feature flags.</p>
</div>
) : (
<div>
<h2>No welcome message</h2>
<p>Because the feature flag evaluated to false.</p>
</div>
)
}
</div>
);
}
export default App;Example 3: Using a flag payload
Payload hook
The useFeatureFlagPayload hook does not send a $feature_flag_called event, which is required for the experiment to be tracked. To ensure the exposure event is sent, you should always use the useFeatureFlagPayload hook with either the useFeatureFlagEnabled or useFeatureFlagVariantKey hook.
React
PostHog AI
import { useFeatureFlagPayload } from '@posthog/react'
function App() {
const variant = useFeatureFlagEnabled('show-welcome-message')
const payload = useFeatureFlagPayload('show-welcome-message')
return (
<>
{
variant ? (
<div className="welcome-message">
<h2>{payload?.welcomeTitle}</h2>
<p>{payload?.welcomeMessage}</p>
</div>
) : <div>
<h2>No custom welcome message</h2>
<p>Because the feature flag evaluated to false.</p>
</div>
}
</>
)
}Method 2: Using the PostHogFeature component
The PostHogFeature component simplifies code by handling feature flag related logic.
It also automatically captures metrics, like how many times a user interacts with this feature.
Note: You still need the
PostHogProviderat the top level for this to work.
Here is an example:
React
PostHog AI
import { PostHogFeature } from '@posthog/react'
function App() {
return (
<PostHogFeature flag='show-welcome-message' match={true}>
<div>
<h1>Hello</h1>
<p>Thanks for trying out our feature flags.</p>
</div>
</PostHogFeature>
)
}The
matchon the component can be eithertrue, or the variant key, to match on a specific variant.If you also want to show a default message, you can pass these in the
fallbackattribute.
If you wish to customise logic around when the component is considered visible, you can pass in visibilityObserverOptions to the feature. These take the same options as the IntersectionObserver API. By default, we use a threshold of 0.1.
Payloads
If your flag has a payload, you can pass a function to children whose first argument is the payload. For example:
React
PostHog AI
import { PostHogFeature } from '@posthog/react'
function App() {
return (
<PostHogFeature flag='show-welcome-message' match={true}>
{(payload) => {
return (
<div>
<h1>{payload.welcomeMessage}</h1>
<p>Thanks for trying out our feature flags.</p>
</div>
)
}}
</PostHogFeature>
)
}Request timeout
You can configure the feature_flag_request_timeout_ms parameter when initializing your PostHog client to set a flag request timeout. This helps prevent your code from being blocked in the case when PostHog's servers are too slow to respond. By default, this is set at 3 seconds.
JavaScript
PostHog AI
posthog.init('<ph_project_token>', {
api_host: 'https://us.i.posthog.com',
defaults: '2026-01-30'
feature_flag_request_timeout_ms: 3000 // Time in milliseconds. Default is 3000 (3 seconds).
}
)Error handling
When using the PostHog SDK, it's important to handle potential errors that may occur during feature flag operations. Here's an example of how to wrap PostHog SDK methods in an error handler:
JavaScript
PostHog AI
function handleFeatureFlag(client, flagKey, distinctId) {
try {
const isEnabled = client.isFeatureEnabled(flagKey, distinctId);
console.log(`Feature flag '${flagKey}' for user '${distinctId}' is ${isEnabled ? 'enabled' : 'disabled'}`);
return isEnabled;
} catch (error) {
console.error(`Error fetching feature flag '${flagKey}': ${error.message}`);
// Optionally, you can return a default value or throw the error
// return false; // Default to disabled
throw error;
}
}
// Usage example
try {
const flagEnabled = handleFeatureFlag(client, 'new-feature', 'user-123');
if (flagEnabled) {
// Implement new feature logic
} else {
// Implement old feature logic
}
} catch (error) {
// Handle the error at a higher level
console.error('Feature flag check failed, using default behavior');
// Implement fallback logic
}Bootstrapping flags
Since there is a delay between initializing PostHog and fetching feature flags, feature flags are not always available immediately. This makes them unusable if you want to do something like redirecting a user to a different page based on a feature flag.
To have your feature flags available immediately, you can initialize PostHog with precomputed values until it has had a chance to fetch them. This is called bootstrapping. After the SDK fetches feature flags from PostHog, it will use those flag values instead of bootstrapped ones.
For details on how to implement bootstrapping, see our bootstrapping guide.
Experiments (A/B tests)
Since experiments use feature flags, the code for running an experiment is very similar to the feature flags code:
React
PostHog AI
// You can either use the `useFeatureFlagVariantKey` hook,
// or you can use the feature flags component - /docs/libraries/react#feature-flags-react-component
// Method one: using the useFeatureFlagVariantKey hook
import { useFeatureFlagVariantKey } from '@posthog/react'
function App() {
const variant = useFeatureFlagVariantKey('experiment-feature-flag-key')
if (variant == 'variant-name') {
// do something
}
}
// Method two: using the feature flags component
import { PostHogFeature } from '@posthog/react'
function App() {
return (
<PostHogFeature flag='experiment-feature-flag-key' match={'variant-name'}>
<!-- the component to show -->
</PostHogFeature>
)
}
// You can also test your code by overriding the feature flag:
// e.g., posthog.featureFlags.overrideFeatureFlags({ flags: {'experiment-feature-flag-key': 'test'}})It's also possible to run experiments without using feature flags.
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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 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/all/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 omnibus-instrument-integration.zip