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Written by AutoGineer from the skill’s own files, not by the author
This skill provides a systematic, multi-step process for adding PostHog event tracking and analytics to Python applications. It emphasizes best practices such as instance-based initialization, proper event flushing, and secure handling of user identification and environment variables. The skill includes a guided workflow that helps developers plan their tracking strategy, implement event capture, and ensure robust error tracking without compromising application performance or security.
What it does
- Guides the setup of PostHog analytics in Python projects.
- Provides a structured 4-step workflow for integration.
- Ensures secure configuration using environment variables.
- Demonstrates proper instance-based API usage and event flushing.
- Outlines patterns for user identification and exception autocapture.
- Defines clear rules for avoiding PII in event properties.
When to use it
- When you need to add analytics to a new or existing Python application.
- When you want to track user behavior, business events, or application errors.
- When you need a reference implementation for PostHog integration patterns.
- When you want to ensure your tracking implementation follows security and performance best practices.
Advantages
- Reduces integration errors through a step-by-step guided process.
- Promotes secure coding practices like avoiding hardcoded API keys.
- Ensures data integrity by separating PII from event metadata.
- Provides clear patterns for handling application lifecycle events like shutdown.
- Includes built-in support for exception tracking.
Usage examples
- “How do I start integrating PostHog into my Python CLI application?”
- The agent will guide you through the 4-step setup process, starting with the creation of an event tracking plan and the installation of the PostHog SDK.
- “What is the best way to track user login events in Python?”
- The agent will provide instructions on using the identify pattern, ensuring you use the correct client methods and headers for session correlation.
Install
Download the skill as a ZIP:
https://mp-staging.autogineer.com/agent-skills/posthog/integration-python/downloadUnzip it into the cross-client skills folder of your project:
mkdir -p .agents/skills && unzip integration-python.zip -d .agents/skills
Documentation by PostHog
PostHog integration for Python
This skill helps you add PostHog analytics to Python applications.
Workflow
Follow these steps in order to complete the integration:
basic-integration-1.0-begin.md- PostHog Setup - Begin ← Start herebasic-integration-1.1-edit.md- PostHog Setup - Editbasic-integration-1.2-revise.md- PostHog Setup - Revisebasic-integration-1.3-conclude.md- PostHog Setup - Conclusion
Reference files
references/EXAMPLE.md- Python example project codereferences/python.md- Python - docsreferences/posthog-python.md- PostHog python SDKreferences/identify-users.md- Identify users - docsreferences/basic-integration-1.0-begin.md- PostHog setup - beginreferences/basic-integration-1.1-edit.md- PostHog setup - editreferences/basic-integration-1.2-revise.md- PostHog setup - revisereferences/basic-integration-1.3-conclude.md- PostHog setup - conclusion
The example project shows the target implementation pattern. Consult the documentation for API details.
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.
Framework guidelines
Remember that source code is available in the venv/site-packages directory
posthog is the Python SDK package name
Install dependencies with
pip install posthogorpip install -r requirements.txtand do NOT use unquoted version specifiers like>=directly in shell commandsIn CLIs and scripts: MUST call posthog.shutdown() before exit or all events are lost
Always use the Posthog() class constructor (instance-based API) instead of module-level posthog.api_key config
Always include enable_exception_autocapture=True in the Posthog() constructor to automatically track exceptions
NEVER send PII in capture() event properties — no emails, full names, phone numbers, physical addresses, IP addresses, or user-generated content
PII belongs in identify() person properties, NOT in capture() event properties. Safe event properties are metadata like message_length, form_type, boolean flags.
Register posthog_client.shutdown with atexit.register() to ensure all events are flushed on exit
The Python SDK has NO identify() method — use posthog_client.set(distinct_id=user_id, properties={...}) to set person properties, or use identify_context(user_id) within a context
Identifying users
Identify users during login and signup events. Refer to the example code and documentation for the correct identify pattern for this framework. If both frontend and backend code exist, pass the client-side session and distinct ID using X-POSTHOG-DISTINCT-ID and X-POSTHOG-SESSION-ID headers to maintain correlation.
Error tracking
Add PostHog error tracking to relevant files, particularly around critical user flows and API boundaries.
Files
- ATTRIBUTION.mdAdded by AutoGineer954 B
- LICENSELicence file added by AutoGineer1.0 KiB
- SKILL.md3.2 KiB
- references/EXAMPLE.md11.6 KiB
- references/basic-integration-1.0-begin.md2.1 KiB
- references/basic-integration-1.1-edit.md2.5 KiB
- references/basic-integration-1.2-revise.md937 B
- references/basic-integration-1.3-conclude.md1.6 KiB
- references/identify-users.md8.1 KiB
- references/posthog-python.md31.3 KiB
- references/python.md31.1 KiB
references/identify-users.md
Identify users - Docs
Linking events to specific users enables you to build a full picture of how they're using your product across different sessions, devices, and platforms.
This is straightforward to do when capturing backend events, as you associate events to a specific user using a distinct_id, which is a required argument.
However, in the frontend of a web or mobile app, a distinct_id is not a required argument — PostHog's SDKs will generate an anonymous distinct_id for you automatically and you can capture events anonymously, provided you use the appropriate configuration.
To link events to specific users, call identify:
PostHog AI
Web
posthog.identify(
'distinct_id', // Replace 'distinct_id' with your user's unique identifier
{ email: '[email protected]', name: 'Max Hedgehog' } // optional: set additional person properties
);Android
PostHog.identify(
distinctId = distinctID, // Replace 'distinctID' with your user's unique identifier
// optional: set additional person properties
userProperties = mapOf(
"name" to "Max Hedgehog",
"email" to "[email protected]"
)
)iOS
PostHogSDK.shared.identify("distinct_id", // Replace "distinct_id" with your user's unique identifier
userProperties: ["name": "Max Hedgehog", "email": "[email protected]"]) // optional: set additional person propertiesReact Native
posthog.identify('distinct_id', { // Replace "distinct_id" with your user's unique identifier
email: '[email protected]', // optional: set additional person properties
name: 'Max Hedgehog'
})Dart
await Posthog().identify(
userId: 'distinct_id', // Replace "distinct_id" with your user's unique identifier
userProperties: {
email: "[email protected]", // optional: set additional person properties
name: "Max Hedgehog"
});Events captured after calling identify are identified events and this creates a person profile if one doesn't exist already.
Due to the cost of processing them, anonymous events can be up to 4x cheaper than identified events, so it's recommended you only capture identified events when needed.
How identify works
When a user starts browsing your website or app, PostHog automatically assigns them an anonymous ID, which is stored locally.
Provided you've configured persistence to use cookies or localStorage, this enables us to track anonymous users – even across different sessions.
By calling identify with a distinct_id of your choice (usually the user's ID in your database, or their email), you link the anonymous ID and distinct ID together.
Thus, all past and future events made with that anonymous ID are now associated with the distinct ID.
This enables you to do things like associate events with a user from before they log in for the first time, or associate their events across different devices or platforms.
Using identify in the backend
Although you can call identify using our backend SDKs, it is used most in frontends. This is because there is no concept of anonymous sessions in the backend SDKs, so calling identify only updates person profiles.
Best practices when using identify
1. Call identify as soon as you're able to
In your frontend, you should call identify as soon as you're able to.
Typically, this is every time your app loads for the first time, and directly after your users log in.
This ensures that events sent during your users' sessions are correctly associated with them.
You only need to call identify once per session, and you should avoid calling it multiple times unnecessarily.
If you call identify multiple times with the same data without reloading the page in between, PostHog will ignore the subsequent calls.
2. Use unique strings for distinct IDs
If two users have the same distinct ID, their data is merged and they are considered one user in PostHog. Two common ways this can happen are:
Your logic for generating IDs does not generate sufficiently strong IDs and you can end up with a clash where 2 users have the same ID.
There's a bug, typo, or mistake in your code leading to most or all users being identified with generic IDs like
null,true, ordistinctId.
PostHog also has built-in protections to stop the most common distinct ID mistakes.
3. Reset after logout
If a user logs out on your frontend, you should call reset() to unlink any future events made on that device with that user.
This is important if your users are sharing a computer, as otherwise all of those users are grouped together into a single user due to shared cookies between sessions.
We strongly recommend you call reset on logout even if you don't expect users to share a computer.
You can do that like so:
PostHog AI
Web
posthog.reset()iOS
PostHogSDK.shared.reset()Android
PostHog.reset()React Native
posthog.reset()Dart
Posthog().reset()If you also want to reset the device_id so that the device will be considered a new device in future events, you can pass true as an argument:
Web
PostHog AI
posthog.reset(true)4. Person profiles and properties
You'll notice that one of the parameters in the identify method is a properties object.
This enables you to set person properties.
Whenever possible, we recommend passing in all person properties you have available each time you call identify, as this ensures their person profile on PostHog is up to date.
Person properties can also be set being adding a $set property to a event capture call.
See our person properties docs for more details on how to work with them and best practices.
5. Use deep links between platforms
We recommend you call identify as soon as you're able, typically when a user signs up or logs in.
This doesn't work if one or both platforms are unauthenticated. Some examples of such cases are:
Onboarding and signup flows before authentication.
Unauthenticated web pages redirecting to authenticated mobile apps.
Authenticated web apps prompting an app download.
In these cases, you can use a deep link on Android and universal links on iOS to identify users.
Use
posthog.get_distinct_id()to get the current distinct ID. Even if you cannot call identify because the user is unauthenticated, this will return an anonymous distinct ID generated by PostHog.Add the distinct ID to the deep link as query parameters, along with other properties like UTM parameters.
When the user is redirected to the app, parse the deep link and handle the following cases:
The user is already authenticated on the mobile app. In this case, call
posthog.alias()with the distinct ID from the web. This associates the two distinct IDs as a single person.The user is unauthenticated. In this case, call
posthog.identify()with the distinct ID from the web. Events will be associated with this distinct ID.
As long as you associate the distinct IDs with posthog.identify() or posthog.alias(), you can track events generated across platforms.
Further reading
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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
Security
What our scanner noticed· Low risk
- Instructions that use the network
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Attribution and licence
- Created by
- PostHog
- Publisher
- PostHog (Official)
- Source
- PostHog/skills · skills/posthog/integration/skills/python · commit a5d30e7
- Licence
- MIT License (redistribution allowed)
- LICENSE (added by AutoGineer from LICENSE)
- ATTRIBUTION.md (written by AutoGineer)
- Synced
- Also distributed in
- PostHog/skills
AutoGineer is not affiliated with or endorsed by PostHog.
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The ZIP holds the skill’s files, its licence files and an ATTRIBUTION.md. Download integration-python.zip