AutoGineer summary
Written by AutoGineer from the skill’s own files, not by the author
This skill provides a systematic workflow for developers to integrate PostHog into Flask web applications. It covers the setup of the PostHog Python SDK, best practices for event tracking, user identification, and error monitoring. The skill emphasizes secure configuration using environment variables and provides patterns for tracking critical business operations, such as authentication and API interactions, while strictly avoiding the transmission of PII in event properties.
What it does
- Provides a step-by-step workflow for PostHog integration
- Defines patterns for user identification and property tracking
- Outlines methods for manual exception capture and error tracking
- Demonstrates feature flag implementation with payload support
- Establishes security guidelines for handling PII and environment variables
- Includes reference examples for Flask-based project structures
When to use it
- When adding analytics to a new or existing Flask application
- When implementing user behavior tracking and conversion funnels
- When setting up error monitoring for critical API endpoints
- When integrating feature flags to manage application functionality
Advantages
- Ensures consistent implementation across the application
- Promotes secure handling of sensitive user data
- Provides clear separation between event properties and user identification
- Standardizes error tracking practices for better observability
Usage examples
- “How do I initialize PostHog in my Flask application?”
- The skill guides you to initialize the PostHog client globally within the create_app() factory function using the Posthog() constructor, ensuring proper configuration and exception autocapture.
- “Where should I track user signup events?”
- The skill instructs you to identify the user and capture the signup event during the registration flow, using identify_context() for user properties and capture() for the event.
Install
Download the skill as a ZIP:
https://mp-staging.autogineer.com/agent-skills/posthog/integration-flask/downloadUnzip it into the cross-client skills folder of your project:
mkdir -p .agents/skills && unzip integration-flask.zip -d .agents/skills
Documentation by PostHog
PostHog integration for Flask
This skill helps you add PostHog analytics to Flask 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- Flask example project codereferences/flask.md- Flask - docsreferences/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
Initialize PostHog globally in create_app() using posthog.api_key and posthog.host (NOT per-request)
Manually capture exceptions with
posthog.capture_exception(e)for error tracking since Flask has built-in error handlersBlueprint registration happens AFTER PostHog initialization in create_app()
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 AutoGineer951 B
- LICENSELicence file added by AutoGineer1.0 KiB
- SKILL.md3.4 KiB
- references/EXAMPLE.md32.0 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/flask.md2.9 KiB
- references/identify-users.md8.1 KiB
references/basic-integration-1.1-edit.md
title: PostHog Setup - Edit description: Implement PostHog event tracking in the identified files, following best practices and the example project
For each of the files and events noted in .posthog-events.json, make edits to capture events using PostHog. Make sure to set up any helper files needed. Carefully examine the included example project code: your implementation should match it as closely as possible. Do not spawn subagents.
Use environment variables for PostHog keys. Do not hardcode PostHog keys.
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.
For each event, add useful properties, and use your access to the PostHog source code to ensure correctness. You also have access to documentation about creating new events with PostHog. Consider this documentation carefully and follow it closely before adding events. Your integration should be based on documented best practices. Carefully consider how the user project's framework version may impact the correct PostHog integration approach.
Remember that you can find the source code for any dependency in the node_modules directory. This may be necessary to properly populate property names. There are also example project code files available via the PostHog MCP; use these for reference.
Where possible, add calls for PostHog's identify() function on the client side upon events like logins and signups. Use the contents of login and signup forms to identify users on submit. If there is server-side code, pass the client-side session and distinct ID to the server-side code to identify the user. On the server side, make sure events have a matching distinct ID where relevant.
It's essential to do this in both client code and server code, so that user behavior from both domains is easy to correlate.
You should also add PostHog exception capture error tracking to these files where relevant.
Remember: Do not alter the fundamental architecture of existing files. Make your additions minimal and targeted.
Remember the documentation and example project resources you were provided at the beginning. Read them now.
Status
Status to report in this phase:
Inserting PostHog capture code
A status message for each file whose edits you are planning, including a high level summary of changes
A status message for each file you have edited
Upon completion, continue with: basic-integration-1.2-revise.md
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/flask · 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-flask.zip