AutoGineer summary
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/basic-integration-1.3-conclude.md
title: PostHog Setup - Conclusion description: Review and fix any errors in the PostHog integration implementation
Use the PostHog MCP to create a new dashboard named "Analytics basics" based on the events created here. Make sure to use the exact same event names as implemented in the code. Populate it with up to five insights, with special emphasis on things like conversion funnels, churn events, and other business critical insights.
Search for a file called .posthog-events.json and read it for available events. Do not spawn subagents.
Create the file posthog-setup-report.md. It should include a summary of the integration edits, a table with the event names, event descriptions, and files where events were added, along with a list of links for the dashboard and insights created. Follow this format:
<wizard-report> # PostHog post-wizard report
The wizard has completed a deep integration of your project. [Detailed summary of changes]
[table of events/descriptions/files]
Next steps
We've built some insights and a dashboard for you to keep an eye on user behavior, based on the events we just instrumented:
[links]
Agent skill
We've left an agent skill folder in your project. You can use this context for further agent development when using Claude Code. This will help ensure the model provides the most up-to-date approaches for integrating PostHog.
</wizard-report>
Upon completion, remove .posthog-events.json.
Status
Status to report in this phase:
Configured dashboard: [insert PostHog dashboard URL]
Created setup report: [insert full local file path]
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
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/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.
Download ZIP
The ZIP holds the skill’s files, its licence files and an ATTRIBUTION.md. Download integration-python.zip