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Instrument Logs

PostHogOfficialCreated by PostHog

  • Skill
  • Tool integration
  • Data and AI
  • MIT
  • Low risk

From the author

Add PostHog log capture to track application logs. Use after implementing features or reviewing PRs to ensure meaningful log events are captured with structured properties. Also handles initial OTLP exporter setup if not yet configured.
— the description by PostHog

AutoGineer summary

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

This skill guides the integration of PostHog log capture into various application stacks. It automates the setup of OTLP exporters and provides instructions for adding structured logging alongside existing application logs. The skill ensures that log events are captured with meaningful properties, facilitating better observability and debugging within the PostHog platform.

What it does

  • Detects the application platform and existing logging infrastructure.
  • Configures the OpenTelemetry (OTLP) exporter for PostHog ingestion.
  • Integrates PostHog log capture without replacing existing logging handlers.
  • Ensures logs are captured with structured key-value properties.
  • Manages environment variable configuration for API tokens and host URLs.
  • Provides platform-specific guidance for SDK-native log capture.

When to use it

  • After implementing new features that require observability.
  • During code reviews when you identify a need for better log coverage.
  • When setting up initial log export for a new project.
  • When migrating from standard logging to structured, centralized log management.

Advantages

  • Maintains existing logging architecture without disruptive changes.
  • Supports a wide range of languages and frameworks via OpenTelemetry.
  • Enables structured logging for improved search and filtering in PostHog.
  • Automates the configuration of environment variables and ingestion endpoints.

Usage examples

“Add PostHog log capture to my Node.js application.”
The agent will analyze your package.json, install necessary OpenTelemetry dependencies, configure the OTLP exporter, and guide you through adding PostHog logging calls to your code.
“I need to start tracking logs in my Android app using PostHog.”
The agent will verify your Android SDK setup, configure the PostHogAndroidConfig for logs, and show you how to use PostHog.logger to capture structured events.

Install

  1. Download the skill as a ZIP:

    https://mp-staging.autogineer.com/agent-skills/posthog/instrument-logs/download
  2. Unzip it into the cross-client skills folder of your project:

    mkdir -p .agents/skills && unzip instrument-logs.zip -d .agents/skills

Documentation by PostHog

Add PostHog log capture

Use this skill to add PostHog log capture for new or changed code. Use it after implementing features or reviewing PRs to ensure meaningful log events are captured with structured properties. If PostHog log export is not yet configured, this skill also covers initial OTLP exporter setup. Supports any platform or language.

Supported platforms: Next.js, Node.js, Python, Go, Java, Datadog, Android, React Native, iOS, and any language via OpenTelemetry.

Instructions

Follow these steps IN ORDER:

STEP 1: Analyze the codebase and detect the platform.

  • Detect the language, framework, and existing logging setup.

  • Look for dependency files and project files (package.json, Podfile, Package.swift, requirements.txt, go.mod, pom.xml, etc.).

  • Look for log libraries (winston, pino, logging module, logrus, log4j, serilog, os_log, Logger, etc.).

  • Look for lockfiles (pnpm-lock.yaml, package-lock.json, yarn.lock, bun.lockb, go.sum, Podfile.lock, Package.resolved, etc.) to determine the package manager.

  • Check for existing PostHog log export setup. If the OTLP exporter is already configured, skip to STEP 5 to add log capture for new code.

STEP 2: Research log capture. (Skip if PostHog log export is already configured.) 2.1. Find the reference file below that matches the detected platform — it is the source of truth for OTLP exporter configuration and integration with existing logging. Read it now. 2.2. If no reference matches, use the "Other Languages" reference as a fallback — it covers the generic OpenTelemetry approach.

STEP 3: Install dependencies. (Skip if PostHog log export is already configured.)

  • Install the OpenTelemetry SDK and OTLP exporter packages for the detected platform.

  • Do not manually edit dependency files — use the package manager's install command.

STEP 4: Configure the OTLP exporter. (Skip if PostHog log export is already configured.)

  • PostHog logs use the OpenTelemetry protocol. Set up an OTLP exporter pointed at PostHog's ingest endpoint.

  • For SDK-native log support such as Android, React Native, and iOS, follow the platform reference instead of adding a separate OTLP exporter.

  • Follow the platform-specific reference for the exact configuration.

STEP 5: Integrate with existing logging.

  • Add the PostHog log exporter alongside existing logging. Don't replace existing log handlers or outputs.

  • 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 6: Add structured properties.

  • Ensure logs include structured key-value properties for filtering and search in PostHog.

  • Prefer structured log formats with key-value properties over plain text messages.

STEP 7: Set up environment variables.

  • Check if the project already has PostHog environment variables configured (e.g. in .env, .env.local, or framework-specific env files). If valid values already exist, skip this step.

  • If the PostHog project token is missing, use the PostHog MCP server's projects-get tool to retrieve the project's api_token. If multiple projects are returned, ask the user which project to use. If the MCP server is not connected or not authenticated, ask the user for their PostHog project token instead.

  • For the PostHog host URL: check the projects-get MCP response for a region field — US maps to https://us.i.posthog.com, EU maps to https://eu.i.posthog.com. If the region is not available from the MCP response or from existing project configuration, ask the user: "Are you on PostHog US Cloud or EU Cloud?" Do not assume US Cloud.

  • For the OpenTelemetry endpoint, use https://us.i.posthog.com/v1 (US) or https://eu.i.posthog.com/v1 (EU), matching the region determined above.

  • Write these values to the appropriate env file using the framework's naming convention.

  • Reference these environment variables in code instead of hardcoding them.

Reference files

  • references/nextjs.md - Next.js logs installation

  • references/nodejs.md - Node.js logs installation

  • references/python.md - Python logs installation

  • references/go.md - Go logs installation

  • references/java.md - Java logs installation

  • references/datadog.md - Datadog logs installation

  • references/android.md - Android logs installation

  • references/react-native.md - React native logs installation

  • references/ios.md - Ios logs installation

  • references/flutter.md - Flutter logs installation

  • references/other.md - Other languages logs installation

  • references/start-here.md - Getting started with logs

  • references/search.md - Search logs

  • references/best-practices.md - Logging best practices

  • references/troubleshooting.md - Logs troubleshooting

  • references/link-session-replay.md - Link session replay

  • references/mcp.md - Use logs over PostHog mcp

  • references/COMMANDMENTS.md - Framework-specific rules the integration must follow

Each platform reference contains specific OTLP configuration, SDK setup, and integration patterns. Find the one matching the user's stack.

Key principles

  • Environment variables: Always use environment variables for PostHog keys and OpenTelemetry endpoints. Never hardcode them.

  • Minimal changes: Add log export alongside existing logging. Don't replace or restructure existing logging code.

  • OpenTelemetry: PostHog logs use the OpenTelemetry protocol. Configure an OTLP exporter pointed at PostHog's ingest endpoint unless the platform SDK provides native log capture.

  • SDK-native logs: For Android, React Native, and iOS, use the SDK logger/capture APIs from the platform reference instead of adding a separate OTLP exporter.

  • Structured logging: Prefer structured log formats with key-value properties over plain text messages.

Files

references/react-native.md

AI agents: this is one page from PostHog's docs. Full index of Markdown docs for LLMs: https://posthog.com/llms.txt

React Native Logs installation

Canonical URL: https://posthog.com/docs/logs/installation/react-native

Cloud region: This page uses US Cloud hosts. For an EU Cloud project, use https://eu.posthog.com instead of https://app.posthog.com (app host for links).

On this page

  • Install posthog-react-native

  • Configure logs in your PostHog options

  • Capture logs

  • Test your setup

  • Tune buffering, rate cap, and filtering

  • Filtering with beforeSend

  • Next steps

PostHog's React Native SDK has built-in support for capturing structured logs. Unlike other languages where you wire OpenTelemetry directly, the SDK handles the OTLP encoding, batching, persistence, and lifecycle for you. You just call posthog.captureLog(...) or posthog.logger.{trace,debug,info,warn,error,fatal}(...).

JavaScript layer only. Logs are captured from the JavaScript side of your app. Native logs from your iOS or Android code (e.g. os_log, Log.d) are not collected.

Minimum version: [email protected] or later. Run npx expo install posthog-react-native (Expo) or your package manager's equivalent to update.

  1. 1

    Install posthog-react-native

    Required

    If you haven't already, install and initialize posthog-react-native using the steps below. For full details, see the React Native SDK guide.

    Our React Native enables you to integrate PostHog with your React Native project. For React Native projects built with Expo, there are no mobile native dependencies outside of supported Expo packages.

    To install, add the posthog-react-native package to your project as well as the required peer dependencies.

    Expo apps
    npx expo install posthog-react-native expo-file-system expo-application expo-device expo-localization
    React Native apps
    yarn add posthog-react-native @react-native-async-storage/async-storage react-native-device-info react-native-localize
    # or
    npm i -s posthog-react-native @react-native-async-storage/async-storage react-native-device-info react-native-localize
    React Native Web and macOS

    If you're using React Native Web or React Native macOS, do not use the expo-file-system package since the Web and macOS targets aren't supported, use the @react-native-async-storage/async-storage package instead.

    Configuration
    With the PosthogProvider

    The recommended way to set up PostHog for React Native is to use the PostHogProvider. This utilizes the Context API to pass the PostHog client around, and enables autocapture.

    To set up PostHogProvider, add it to your App.js or App.ts file:

    App.js

    // App.(js|ts)
    import { usePostHog, PostHogProvider } from 'posthog-react-native'
    ...
    
    export function MyApp() {
        return (
            <PostHogProvider apiKey="<ph_project_token>" options={{
                // usually 'https://us.i.posthog.com' or 'https://eu.i.posthog.com'
                host: 'https://us.i.posthog.com',
            }}>
                <MyComponent />
            </PostHogProvider>
        )
    }

    Then you can access PostHog using the usePostHog() hook:

    const MyComponent = () => {
        const posthog = usePostHog()
    
        useEffect(() => {
            posthog.capture("event_name")
        }, [posthog])
    }
    Without the PosthogProvider

    If you prefer not to use the provider, you can initialize PostHog in its own file and import the instance from there:

    posthog.ts

    import PostHog from 'posthog-react-native'
    
    export const posthog = new PostHog('<ph_project_token>', {
      // usually 'https://us.i.posthog.com' or 'https://eu.i.posthog.com'
      host: 'https://us.i.posthog.com'
    })

    Then you can access PostHog by importing your instance:

    import { posthog } from './posthog'
    
    export function MyApp1() {
        useEffect(() => {
            posthog.capture('event_name')
        }, [])
    
        return <View>Your app code</View>
    }

    You can even use this instance with the PostHogProvider:

    import { posthog } from './posthog'
    
    export function MyApp() {
      return <PostHogProvider client={posthog}>{/* Your app code */}</PostHogProvider>
    }
  2. 2

    Configure logs in your PostHog options

    Required

    Add a logs block to your PostHog initialization. All fields are optional; defaults are tuned for mobile (cellular bandwidth, battery, OS lifecycle).

    import PostHog from 'posthog-react-native'
    
    const posthog = new PostHog('<ph_project_token>', {
      host: 'https://us.i.posthog.com',
      logs: {
        serviceName: 'my-app',          // OTLP service.name – shown in the Logs UI
        environment: 'production',      // OTLP deployment.environment
        serviceVersion: '1.2.3',        // OTLP service.version
      },
    })
  3. 3

    Capture logs

    Required

    Use posthog.logger for the per-level convenience API, or posthog.captureLog for full control over level, attributes, and trace context.

    // Per-level convenience methods
    posthog.logger.info('checkout completed', { order_id: 'ord_789', amount_cents: 4999 })
    posthog.logger.warn('payment retry', { attempt: 2 })
    posthog.logger.error('payment failed', { code: 'E001' })
    
    // Lower-level API for custom severity / trace context
    posthog.captureLog({
      body: 'checkout failed',
      level: 'error',
      attributes: { order_id: 'ord_789', step: 'auth' },
      trace_id: '4bf92f3577b34da6a3ce929d0e0e4736',  // optional W3C trace context
      span_id: '00f067aa0ba902b7',
    })

    Records are buffered, batched, persisted to disk, and flushed automatically – every 10 seconds, on AppState change (foreground ↔ background), on buffer fill, or on posthog.shutdown(). For an immediate drain, call await posthog.flushLogs().

    Each record is automatically tagged with the user's distinct ID, session ID, current screen, app foreground/background state, and active feature flags at the moment of capture.

  4. 4

    Test your setup

    Recommended

    1. Capture a test log from your app:

      posthog.logger.info('hello from RN')
      await posthog.flushLogs()
    2. Open the PostHog Logs UI.

    3. Filter by service.name = 'my-app' (or whatever value you set above).

    You should see your record arrive within a few seconds.

    View your logs in PostHog

  5. 5

    Tune buffering, rate cap, and filtering

    Optional

    The logs config has knobs for high-volume apps:

    const posthog = new PostHog('<ph_project_token>', {
      logs: {
        serviceName: 'my-app',
        flushIntervalMs: 5000,                       // default 10000ms
        maxBufferSize: 200,                          // default 100
        rateCap: { maxLogs: 5000, windowMs: 60000 }, // default 500/10s
        beforeSend: (record) =>
          record.body.includes('secret') ? null : record, // redact or drop
      },
    })

    Full configuration reference:

    FieldDefaultWhat it does
    serviceName'unknown_service'OTLP service.name resource attribute
    serviceVersionundefinedOTLP service.version resource attribute
    environmentundefinedOTLP deployment.environment resource attribute
    resourceAttributes{}Extra OTLP resource attributes
    flushIntervalMs10000Periodic flush interval in ms
    maxBufferSize100Max records held in memory before eviction
    maxBatchRecordsPerPost50Max records per outbound POST (halved on 413)
    rateCap.maxLogs500Max records per windowMs window
    rateCap.windowMs10000Rate-cap window length in ms
    beforeSendundefinedPre-send filter (return null to drop)

    Defaults are tuned for cellular-aware mobile apps (~50 logs/sec ceiling, ~16KB max queue file). Raise rateCap.maxLogs and maxBufferSize for high-volume scenarios.

  6. 6

    Filtering with beforeSend

    Optional

    The beforeSend hook runs synchronously before the rate cap, so dropped records don't consume the per-interval budget. Use it for redaction, sampling, or filtering by level:

    const posthog = new PostHog('<ph_project_token>', {
      host: 'https://us.i.posthog.com',
      logs: {
        serviceName: 'my-app',
        beforeSend: (record) => {
          // Drop debug logs in production
          if (record.level === 'debug') return null
    
          // Redact secrets in the body
          return {
            ...record,
            body: record.body.replace(/api_key=\S+/g, 'api_key=[REDACTED]'),
          }
        },
      },
    })

    You can also pass an array of functions to form a chain (evaluated left-to-right). A null return from any link short-circuits and drops the record. A throwing filter never crashes your app: the error is logged and the record is dropped (fail-closed).

  7. Next steps

    Checkpoint

    What you can do with your logs

    ActionDescription
    Why you need logsWhat logs show you that nothing else does
    Search logsUse the search interface to find specific log entries
    Filter by levelFilter by INFO, WARN, ERROR, etc.
    Link session replayConnect logs to users and session replays by passing posthogDistinctId and sessionId
    Link logs to a personSurface every log emitted on behalf of a user on their PostHog person profile
    Logging best practicesLearn what to log, how to structure logs, and patterns that make logs useful in production

    Troubleshoot common issues

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 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/omnibus/instrument-logs · commit a5d30e7
Licence
MIT License (redistribution allowed)
  • LICENSE (added by AutoGineer from LICENSE)
  • ATTRIBUTION.md (written by AutoGineer)
Synced

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