Posthog技能

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account-handover

posthog

为将PostHog账户从一位TAM或CSM交接给另一位，起草结构化的交接记录。当TAM需要交接账户时使用此技能，…

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add-resource

posthog

Add support for a new PostHog resource type (feature flag, cohort, action, survey, annotation, alert, …) to posthog-definitions. Walks through the eight files…

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adding-ingestion-warnings

posthog

如何向事件摄入管道添加新的摄入警告类型。在从Node.js摄入代码（emitIngestionWarning等）发出新警告时使用。

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adding-personhog-rpc

posthog

Guide for adding a new RPC to personhog-replica and personhog-router. Covers eligibility checks, proto definition, code generation for Python and Node.js…

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adding-personhog-rpc

posthog

在personhog-replica和personhog-router中添加新RPC的指南。涵盖资格检查、proto定义、Python和Node.js的代码生成…

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adding-project-secret-api-key-auth

posthog

How to gate a PostHog API endpoint with project secret API key (PSAK) auth — a project-scoped, user-less service credential. Use when adding PSAK support to a…

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adding-project-secret-api-key-auth

posthog

How to gate a PostHog API endpoint with project secret API key (PSAK) auth — a project-scoped, user-less service credential. Use when adding PSAK support to a…

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adopting-generated-api-types

posthog

Use when migrating frontend code from manual API client calls (`api.get`, `api.create`, `api.surveys.get`, `api.dashboards.list`, `new ApiRequest()`) and…

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adopting-generated-api-types

posthog

Use when migrating frontend code from manual API client calls (`api.get`, `api.create`, `api.surveys.get`, `api.dashboards.list`, `new ApiRequest()`) and…

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analysing-exported-session-recordings

posthog

Decode and analyse a downloaded session-recording export zip (the `data/` blocks plus ClickHouse metadata) to understand what is making a recording large or…

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analyzing-expensive-users

posthog

Analyze the most expensive users in AI observability and explain why they cost so much. Use when the user asks about top spenders, expensive users, per-user…

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analyzing-experiment-session-replays

posthog

分析实验变体间的会话回放模式，以理解用户行为差异。当用户希望了解用户如何与……交互时使用。

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analyzing-experiment-session-replays

posthog

分析实验变体间的会话回放模式，以理解用户行为差异。当用户希望了解用户如何与……交互时使用。

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analyzing-experiment-session-replays

posthog

分析实验变体间的会话回放模式，以理解用户行为差异。当用户希望了解用户如何与……交互时使用。

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assessing-heatmaps

posthog

评估页面热力图所传达的信息，并推荐具体改进措施。提取指定URL的点击、愤怒点击、滚动深度数据，识别热点元素名称…

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assessing-heatmaps

posthog

Assesses what a page's heatmap is telling you and recommends concrete changes. Pulls click / rageclick / scroll-depth data for a URL, names the hot elements by…

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assessing-heatmaps

posthog

评估页面热力图所传达的信息，并推荐具体的更改。提取某个URL的点击/愤怒点击/滚动深度数据，通过……命名热元素

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auditing-endpoints

posthog

Audit every endpoint in a PostHog project for staleness, failed materialisations, and unused materialised versions. Use when the user asks "what endpoints can…

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auditing-endpoints

posthog

Audit every endpoint in a PostHog project for staleness, failed materialisations, and unused materialised versions. Use when the user asks "what endpoints can…

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auditing-endpoints

posthog

Audit every endpoint in a PostHog project for staleness, failed materialisations, and unused materialised versions. Use when the user asks "what endpoints can…

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auditing-experiments-flags

posthog

审计PostHog实验和功能标志的配置问题、过时情况及最佳实践违规。当用户要求审计、健康检查等时读取。

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auditing-experiments-flags

posthog

审计PostHog实验和功能标志的配置问题、过时情况及最佳实践违规。当用户要求审计、健康检查等时读取。

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auditing-experiments-flags

posthog

审计PostHog实验和功能标志的配置问题、过时情况及最佳实践违规。当用户要求审计、健康检查等时读取。

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auditing-the-fleet

posthog

The fleet-wide audit — sweep every agent, mine recent sessions for failures/anomalies, classify root causes, and branch a DRAFT proposal per fix (never…

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auditing-warehouse-data-health

posthog

该技能生成数据仓库管道的项目级审计。当用户想要了解所有故障的概览，而非深入分析某个同步问题时，可使用此技能。深入分析单个故障的技能是diagnosing-failed-warehouse-syncs；本技能则提供扫描结果，告知用户应优先检查哪些环节。

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auditing-warehouse-data-health

posthog

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auditing-warehouse-data-health

posthog

该技能生成数据仓库管道的项目级审计。当用户想要了解所有故障的摘要，而非深入分析某个同步问题时，可使用此技能。深入分析单个故障的技能是diagnosing-failed-warehouse-syncs；本技能则提供扫描结果，告知用户应优先检查哪些环节。

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auditing-warehouse-source-health

posthog

Audit the health of a PostHog project's data warehouse sources and syncs — find every broken or degraded source connection, sync schema, and webhook channel.…

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auditing-warehouse-source-health

posthog

审计 PostHog 项目数据仓库源和同步的健康状况——查找每个损坏或降级的源连接、同步架构和 Webhook 通道。

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auditing-warehouse-view-health

posthog

Audit the health of a PostHog project's materialized views (saved queries) — find every failed materialization and flag unused or stale materialized views that…

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auditing-warehouse-view-health

posthog

Audit the health of a PostHog project's materialized views (saved queries) — find every failed materialization and flag unused or stale materialized views that…

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author-stepwise-skill

posthog

搭建一个新的context-mill技能，引导代理按顺序浏览一系列范围狭窄的参考文件。适用于任意数量的步骤。当…时使用

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authoring-ci-workflows

posthog

Use when adding or editing a GitHub Actions workflow, composite action, or reusable workflow under `.github/` — new CI jobs, triggers, matrices, checkout/clone…

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authoring-error-tracking-alerts

posthog

当问题被创建、重新打开或开始激增时触发的作者错误跟踪警报。在用户要求设置错误通知、路由…时使用。

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authoring-error-tracking-alerts

posthog

Author error tracking alerts that fire when an issue is created, reopened, or starts spiking. Use when the user asks to set up error notifications, route…

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authoring-log-alerts

posthog

编写告警是一个度量问题，而非猜测问题。你并非试图穷尽一切，而是要针对实际生产模式中重要的服务，设定每周触发0到3次的阈值。

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authoring-log-alerts

posthog

Author useful, low-noise log alerts on services in a PostHog project. Use when the user asks to set up alerts for their logs, suggest alerts they should add,…

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authoring-log-alerts

posthog

Author useful, low-noise log alerts on services in a PostHog project. Use when the user asks to set up alerts for their logs, suggest alerts they should add,…

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authoring-scouts

posthog

如何编写、编辑和适配PostHog Signals的scouts——这些是定时运行的代理，用于扫描项目并将报告写入Signals收件箱。当用户……时使用。

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authoring-scouts

posthog

How to author, edit, and adapt PostHog Signals scouts — the scheduled agents that scan a project and write reports into the Signals inbox. Use when a user…

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authoring-signals-scouts

posthog

How to author, edit, and adapt PostHog Signals scouts — the scheduled agents that scan a project and emit findings into the Signals inbox. Use when a user…

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authoring-signals-scouts

posthog

How to author, edit, and adapt PostHog Signals scouts — the scheduled agents that scan a project and emit findings into the Signals inbox. Use when a user…

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building-workflows

posthog

Build, edit, test, enable, and monitor PostHog workflows over MCP. Author the action/edge graph so it runs and opens cleanly in the visual editor, then change…

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building-workflows

posthog

Build, edit, test, enable, and monitor PostHog workflows over MCP. Author the action/edge graph so it runs and opens cleanly in the visual editor, then change…

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check-posthog-loading

posthog

检查PostHog JavaScript SDK在一系列URL上的加载情况。用于确认各页面安装的一致性，查找缺少代码片段的页面…

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checking-deploy-timing

posthog

通过读取项目中隐藏的GIT部署注释，并将其与…相关联，确定PostHog代码变更到达给定环境的时间。

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checking-deploy-timing

posthog

Determine when a PostHog code change reached a given environment by reading the hidden GIT deploy annotations in the project and correlating them with the…

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choosing-trend-or-slope-view

posthog

在构建趋势之前，明确如何可视化一段时间内的变化。当用户询问某事物变化、增长、下降、改善了多少时使用。

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choosing-trend-or-slope-view

posthog

Clarify how to visualize change over a time range before building a trend. Use whenever the user asks how much something changed, grew, dropped, improved, or…

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cleaning-up-stale-feature-flags

posthog

识别并清理PostHog项目中过时的功能开关。当用户想要查找未使用、已全面上线或已废弃的功能开关时使用，审查…

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cleaning-up-stale-feature-flags

posthog

识别并清理 PostHog 项目中的过期功能开关。当用户想要查找未使用、已全面上线或废弃的功能开关时使用，审查…

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cleaning-up-stale-feature-flags

posthog

识别并清理 PostHog 项目中的过期功能开关。当用户想要查找未使用、已全面上线或废弃的功能开关时使用，审查…

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clickhouse-migrations

posthog

ClickHouse migration patterns and rules. Use when creating or modifying ClickHouse migrations.

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clickhouse-migrations

posthog

ClickHouse 迁移模式与规则。在创建或修改 ClickHouse 迁移时使用。

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competitor-data-verifier

posthog

通过使用WebFetch/WebSearch抓取竞争对手网站，验证并更新竞争对手产品数据。当用户要求验证、检查或更新……时使用。

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configuring-experiment-analytics

posthog

Configures the analytics side of a PostHog experiment — exposure criteria (default `$feature_flag_called` vs custom exposure events), primary and secondary…

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configuring-experiment-analytics

posthog

指导实验分析配置：曝光标准、指标类型、指标设置及结果解读。涵盖分析中包含的对象、如何…

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configuring-experiment-analytics

posthog

Configures the analytics side of a PostHog experiment — exposure criteria (default `$feature_flag_called` vs custom exposure events), primary and secondary…

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configuring-experiment-rollout

posthog

配置PostHog实验的发布形态——变体分配（50/50、80/20、A/B/C比例），以及控制用户进入实验的总体发布百分比……

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configuring-experiment-rollout

posthog

指导实验的发布配置：变体拆分、总体发布百分比，以及当用户提及特定内容时的关键消歧义处理…

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configuring-experiment-rollout

posthog

配置PostHog实验的发布形态——变体分配（50/50、80/20、A/B/C比例），以及控制用户进入实验的总体发布百分比……

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consuming-endpoints-from-client-code

posthog

将PostHog端点接入客户端应用或SDK。涵盖获取OpenAPI规范、使用openapi-generator或@hey-api/openapi-ts生成类型化客户端…

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consuming-endpoints-from-client-code

posthog

Wire a PostHog endpoint into a client app or SDK. Covers fetching the OpenAPI spec, generating a typed client with openapi-generator or @hey-api/openapi-ts,…

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consuming-endpoints-from-client-code

posthog

Wire a PostHog endpoint into a client app or SDK. Covers fetching the OpenAPI spec, generating a typed client with openapi-generator or @hey-api/openapi-ts,…

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copying-flags-across-projects

posthog

将功能标志从一个PostHog项目复制到同一组织中的一个或多个目标项目。当用户想要复制标志、推广…时使用。

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copying-flags-across-projects

posthog

Copy a feature flag from one PostHog project to one or more target projects in the same organization. Use when the user wants to duplicate a flag, promote a…

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copying-flags-across-projects

posthog

将特性标志从一个PostHog项目复制到同一组织中的一个或多个目标项目。当用户想要复制标志、推广…时使用。

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creating-ai-subscription

posthog

Create a recurring AI-generated PostHog report — schedule a free-text prompt to run on a cron, with the LLM-synthesized markdown delivered to email or Slack on…

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creating-ai-subscription

posthog

Create a recurring AI-generated PostHog report — schedule a free-text prompt to run on a cron, with the LLM-synthesized markdown delivered to email or Slack on…

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creating-ai-subscription

posthog

Create a recurring AI-generated PostHog report — schedule a free-text prompt to run on a cron, with the LLM-synthesized markdown delivered to email or Slack on…

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creating-an-endpoint

posthog

首次尝试创建形状正确的PostHog端点——涵盖查询类型选择、命名规范、作为变量暴露的内容（HogQL code_name vs…）

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creating-an-endpoint

posthog

Create a PostHog endpoint with the right shape on the first try — covers query kind choice, name conventions, what to expose as variables (HogQL code_name vs…

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creating-an-endpoint

posthog

Create a PostHog endpoint with the right shape on the first try — covers query kind choice, name conventions, what to expose as variables (HogQL code_name vs…

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creating-experiments

posthog

引导代理完成实验创建的三个步骤：定义假设、配置发布和设置分析。委托发布决策…

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creating-experiments

posthog

引导代理完成实验创建的三个步骤：定义假设、配置发布和设置分析。委托发布决策…

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creating-experiments

posthog

引导代理完成实验创建的三个步骤：定义假设、配置发布和设置分析。委托发布决策…

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creating-online-evaluations

posthog

Author continuously-running online evaluations in PostHog AI observability, grounded in a real failure mode you've identified. Use when the user wants an…

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creating-online-evaluations

posthog

Author continuously-running online evaluations in PostHog AI observability, grounded in a real failure mode you've identified. Use when the user wants an…

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creating-replay-vision-scanners

posthog

Guides agents through creating and safely sizing a Replay Vision scanner: choosing the scanner type (monitor/classifier/scorer/summarizer), shaping the…

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creating-replay-vision-scanners

posthog

Guides agents through creating and safely sizing a Replay Vision scanner: choosing the scanner type (monitor/classifier/scorer/summarizer), shaping the…

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creating-replay-vision-scanners

posthog

Guides agents through creating and safely sizing a Replay Vision scanner: choosing the scanner type (monitor/classifier/scorer/summarizer), shaping the…

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dashboard-widgets

posthog

Guides PostHog engineers through dashboard widget platform work in the repo — ship a new widget_type (WIDGET_REGISTRY, catalog, run_widgets, WidgetCard) or…

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debugging-ci-failures

posthog

Debugs failing GitHub Actions CI runs for PostHog PRs, commits, and branches, and answers broad CI-health questions ("is CI red?", "is master green today?",…

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debugging-ci-failures

posthog

找到第一个有意义的失败，对其进行分类，在适当时在本地复现最小可用用例，并报告结果。除非用户明确要求，否则避免公开可见或不可逆的操作。

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debugging-local-replay

posthog

当开发者反馈“本地回放不工作”或“录制内容未显示”时，请按顺序排查以下层级。本地回放管线涉及多个动态组件，且故障通常无提示。

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debugging-local-replay

posthog

当开发者反馈“本地回放不工作”或“录制内容不显示”时，请按顺序排查以下层级。本地回放管线涉及多个动态组件，故障通常静默发生。

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debugging-local-replay

posthog

Debugs why session recordings aren't appearing in the local dev environment. Use when a developer reports that local replay ingestion isn't working, recordings…

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debugging-signals-pipeline

posthog

在本地端到端调试信号管道。涵盖从测试夹具发出测试信号、通过REST API监控Temporal工作流、读取沙箱…

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debugging-signals-pipeline

posthog

Debug the signals pipeline locally end-to-end. Covers emitting test signals from fixtures, monitoring Temporal workflows via the REST API, reading sandbox…

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debugging-signals-pipeline

posthog

Debug the signals pipeline locally end-to-end. Covers emitting test signals from fixtures, monitoring Temporal workflows via the REST API, reading sandbox…

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debugging-surveys

posthog

调试、支持并构建PostHog Surveys，涵盖后端及所有五个SDK（web/posthog-js、iOS、Android、Flutter、React Native）。在需要处理Surveys相关问题时使用。

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debugging-surveys

posthog

Debug, support, and build PostHog Surveys across the backend and all five SDKs (web/posthog-js, iOS, Android, Flutter, React Native). Use whenever a Surveys…

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depot-container-builds

posthog

Configures and runs Depot remote container builds using `depot build` and `depot bake`. Use when building Docker images, creating Dockerfiles with Depot,…

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depot-container-builds

posthog

Configures and runs Depot remote container builds using `depot build` and `depot bake`. Use when building Docker images, creating Dockerfiles with Depot,…

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depot-github-runners

posthog

配置Depot管理的GitHub Actions运行器，作为GitHub托管运行器的直接替代方案。在设置或迁移GitHub Actions工作流时使用…

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depot-github-runners

posthog

Configures Depot-managed GitHub Actions runners as a drop-in replacement for GitHub-hosted runners. Use when setting up or migrating GitHub Actions workflows…

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designing-email-templates

posthog

在PostHog工作流库中创作、保存和编辑邮件模板——使用Liquid个性化编写邮件设计JSON，并创建和往返编辑……

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designing-email-templates

posthog

Author, save, and edit email templates in the PostHog workflows library — compose email design JSON with Liquid personalization and create and round-trip-edit…

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designing-email-templates

posthog

Author, save, and edit email templates in the PostHog workflows library — compose email design JSON with Liquid personalization and create and round-trip-edit…

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diagnosing-ci-and-merge-bottlenecks

posthog

Diagnoses CI and pull-request pipeline health for a GitHub repo using the engineering analytics MCP tools — pull-requests (PR list with CI status),…

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diagnosing-ci-and-merge-bottlenecks

posthog

使用工程分析MCP工具诊断GitHub仓库的CI和拉取请求流水线健康状况——拉取请求（含CI状态的PR列表）……

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diagnosing-ci-and-merge-bottlenecks

posthog

Diagnoses CI and pull-request pipeline health for a GitHub repo using the engineering analytics MCP tools — pull-requests (PR list with CI status),…

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diagnosing-endpoint-performance

posthog

Diagnose why a PostHog endpoint is slow or expensive and propose a concrete fix — bump the cache TTL, enable materialisation, restructure variables, or rewrite…

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diagnosing-endpoint-performance

posthog

Diagnose why a PostHog endpoint is slow or expensive and propose a concrete fix — bump the cache TTL, enable materialisation, restructure variables, or rewrite…

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diagnosing-endpoint-performance

posthog

Diagnose why a PostHog endpoint is slow or expensive and propose a concrete fix — bump the cache TTL, enable materialisation, restructure variables, or rewrite…

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diagnosing-experiment-results

posthog

诊断特定PostHog实验中的偏差、异常和异常结果。涵盖空/零曝光实验、样本比例不匹配、身份…

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diagnosing-experiment-results

posthog

Diagnoses bias, anomalies, and strange-looking results on a specific PostHog experiment. Covers empty / 0-exposure experiments, sample ratio mismatch, identity…

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diagnosing-experiment-results

posthog

Diagnoses bias, anomalies, and strange-looking results on a specific PostHog experiment. Covers empty / 0-exposure experiments, sample ratio mismatch, identity…

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diagnosing-failed-warehouse-syncs

posthog

当数据仓库源或表出现故障、卡住或产生错误数据时，按自上而下的顺序排查：源 → 模式 → 恢复操作。不要直接跳到“从头重新同步”——这会丢弃已同步的数据并重新开始，这很少是正确的第一步。

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diagnosing-failed-warehouse-syncs

posthog

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diagnosing-failed-warehouse-syncs

posthog

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diagnosing-missing-recordings

posthog

当用户询问“为什么这个会话没有被录制？”或“为什么我没有录制内容？”时，请按照此工作流程系统性地诊断原因。

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diagnosing-missing-recordings

posthog

当用户询问“为什么这个会话没有被录制？”或“为什么我没有录制内容？”时，请按照此工作流程系统性地诊断原因。

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diagnosing-missing-recordings

posthog

当用户询问“为什么这个会话没有被录制？”或“为什么我没有录制内容？”时，请按照此工作流程系统性地诊断原因。

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diagnosing-sdk-health

posthog

当用户询问PostHog SDK版本、过时的SDK或是否应该升级时，请使用预处理的SDK Doctor报告，而不是自行推理版本信息。后端应用智能语义化版本规则（宽限期、次要版本计数阈值、基于时效的检测）、流量百分比阈值，并提供与SDK Doctor界面完全一致的用户可见文案。

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diagnosing-sdk-health

posthog

当用户询问PostHog SDK版本、过时的SDK或是否应该升级时，请使用预处理的SDK Doctor报告，而不是自行推理版本信息。后端应用智能语义化版本规则（宽限期、次要版本计数阈值、基于时效的检测）、流量百分比阈值，并提供与SDK Doctor界面完全一致的用户端文案。

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diagnosing-sdk-health

posthog

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diagnosing-stacktrace-symbolication

posthog

帮助用户调试任何受支持平台上的 PostHog Error Tracking 堆栈跟踪符号化——JavaScript/TypeScript Web、React Native (Hermes)、Android……

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diagnosing-stacktrace-symbolication

posthog

Help users debug PostHog Error Tracking stack-trace symbolication for any supported platform — JavaScript/TypeScript web, React Native (Hermes), Android…

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diagnosing-stacktrace-symbolication

posthog

Help users debug PostHog Error Tracking stack-trace symbolication for any supported platform — JavaScript/TypeScript web, React Native (Hermes), Android…

official

django-migrations

posthog

Django migration patterns and safety workflow for PostHog. Use when creating, adjusting, or reviewing Django/Postgres migrations, including non-blocking…

official

django-migrations

posthog

Django迁移模式及PostHog的安全工作流。适用于创建、调整或审查Django/Postgres迁移，包括非阻塞…

official

django-startup-time

posthog

Keep heavy imports off the django.setup() path that every process (web, celery, temporal, migrate, shell, CI) pays for. Use when touching AppConfig.ready(),…

official

django-startup-time

posthog

Keep heavy imports off the django.setup() path that every process (web, celery, temporal, migrate, shell, CI) pays for. Use when touching AppConfig.ready(),…

official

documenting-warehouse-sources

posthog

编写或更新面向用户的 posthog.com 文档，用于 PostHog 数据仓库导入源。在添加新的源文档、修复不一致的…

official

documenting-warehouse-sources

posthog

编写或更新面向用户的posthog.com文档，用于PostHog数据仓库导入源。在添加新的源文档、修复不一致时使用…

official

downloading-batch-export-files

posthog

按需导出 PostHog 事件、人员或会话，并下载生成的文件。当用户要求下载/导出原始 PostHog 数据、创建…时使用。

official

downloading-batch-export-files

posthog

Export PostHog events, persons, or sessions on demand and download the resulting files. Use when the user asks to download/export raw PostHog data, create a…

official

downloading-batch-export-files

posthog

Export PostHog events, persons, or sessions on demand and download the resulting files. Use when the user asks to download/export raw PostHog data, create a…

official

ducklake-test

posthog

启动带有DuckLake（使用PostgreSQL元数据的S3后端存储）的duckgres进行本地测试。在测试duckgres与DuckLake的兼容性或复现Fivetran…时使用。

official

error-tracking-android

posthog

PostHog Android 错误追踪

official

error-tracking-angular

posthog

PostHog Angular 错误追踪

official

error-tracking-flutter

PostHog 针对 Hono 的错误追踪

official

error-tracking-nextjs

posthog

PostHog 针对 Next.js 的错误追踪

error-tracking-python

error-tracking-react-native

posthog

PostHog React Native 的错误追踪

error-tracking-ruby-on-rails

posthog

PostHog 针对 Ruby on Rails 的错误追踪

official

error-tracking-svelte

posthog

PostHog 针对 Svelte 的错误追踪

official

error-tracking-web

posthog

PostHog Web（JavaScript）错误追踪

official

establishing-code-ownership

posthog

Determine which PostHog team owns a file, directory, or code path, or enumerate all code a team owns (via `products/*/product.yaml` and…

official

establishing-code-ownership

posthog

Determine which PostHog team owns a file, directory, or code path, or enumerate all code a team owns (via `products/*/product.yaml` and…

official

experiment-audit

posthog

审计客户的PostHog A/B实验——验证配置、曝光、归因和指标。触发短语包括“审计[客户]的实验”、……

official

exploring-ai-failures

posthog

在生产环境中找出AI/LLM应用失败的位置，并基于真实追踪数据揭示失败模式。适用于当用户希望了解……

official

exploring-ai-failures

posthog

Find where an AI/LLM application is failing in production and surface the failure patterns, working from real traces. Use when someone wants to understand…

official

exploring-apm-traces

posthog

PostHog 从 OpenTelemetry 捕获分布式追踪。每个追踪是一个跨度树，代表请求在服务间的路径。

official

exploring-apm-traces

posthog

PostHog 从 OpenTelemetry 捕获分布式追踪。每个追踪是一个跨度树，代表请求在服务间的路径。

official

exploring-apm-traces

posthog

Investigates distributed application performance using PostHog APM (OpenTelemetry span) data via MCP. Use when the user asks about service traces, slow…

official

exploring-autocapture-events

posthog

如果用户选择启用，posthog-js 会自动将点击、表单提交和页面变化捕获为 $autocapture 事件。每个事件都会在 elements_chain 列中记录被点击的 DOM 元素及其祖先元素。

official

exploring-autocapture-events

posthog

如果用户选择启用，posthog-js 会自动将点击、表单提交和页面变化捕获为 $autocapture 事件。每个事件会在 elements_chain 列中记录被点击的 DOM 元素及其祖先元素。

official

exploring-autocapture-events

posthog

official

exploring-endpoint-execution-logs

posthog

探索并诊断 PostHog 端点的执行日志——错误消息、运行失败、缓存未命中、运行缓慢或端点运行期间出现意外的行数……

official

exploring-endpoint-execution-logs

posthog

Explore and diagnose a PostHog endpoint's execution logs — error messages, failed runs, cache misses, slow runs, or unexpected row counts during endpoint…

official

exploring-endpoint-execution-logs

posthog

Explore and diagnose a PostHog endpoint's execution logs — error messages, failed runs, cache misses, slow runs, or unexpected row counts during endpoint…

official

exploring-live-traffic

posthog

Inspects PostHog Web analytics Live tab data — current users online, last-30-minutes pageviews, top pages, referrers, devices, browsers, countries, bot…

official

exploring-live-traffic

posthog

Inspects PostHog Web analytics Live tab data — current users online, last-30-minutes pageviews, top pages, referrers, devices, browsers, countries, bot…

official

exploring-live-traffic

posthog

检查PostHog Web分析实时标签页数据——当前在线用户、最近30分钟页面浏览量、热门页面、引荐来源、设备、浏览器、国家、爬虫……

official

exploring-llm-clusters

posthog

调查LLM分析集群——理解AI/LLM流量中的使用模式，比较集群行为，计算成本/延迟指标，并深入探究……

official

exploring-llm-clusters

posthog

调查LLM分析集群——理解AI/LLM流量中的使用模式，比较集群行为，计算成本/延迟指标，并深入探究……

official

exploring-llm-clusters

posthog

调查LLM分析集群——理解AI/LLM流量中的使用模式，比较集群行为，计算成本/延迟指标，并深入探究……

official

exploring-llm-costs

posthog

PostHog 在数据摄入时，为每个 $ai_generation 和 $ai_embedding 事件附加每次调用的成本元数据。所有成本问题都归结为对这两种事件类型的聚合——有趣的差异仅在于分组、筛选和比较的方式。

Investigate LLM spend in PostHog — total cost over time, cost by model, provider, user, trace, or custom dimension, token and cache-hit economics, and cost…

official

exploring-llm-evaluations

posthog

PostHog 评估对 $ai_generation 事件进行评分。每个评估属于两种类型之一，两者均为一级类型：

official

exploring-llm-evaluations

posthog

PostHog 评估对 $ai_generation 事件进行评分。每个评估属于两种类型之一，两者均为一级类型：

official

exploring-llm-evaluations

posthog

PostHog 评估对 $ai_generation 事件进行评分。每个评估属于两种类型之一，两者均为一级类型：

official

exploring-llm-traces

posthog

PostHog将LLM/AI代理活动捕获为追踪数据。每条追踪数据都是一个事件树，代表一次完整的AI交互——从顶层代理调用到单个LLM API调用。

official

exploring-llm-traces

posthog

PostHog将LLM/AI代理活动捕获为追踪数据。每条追踪数据都是一个事件树，代表一次AI交互——从顶层代理调用到单个LLM API调用。

official

exploring-llm-traces

posthog

PostHog将LLM/AI代理活动捕获为追踪数据。每条追踪数据都是一个事件树，代表一次完整的AI交互——从顶层代理调用到单个LLM API调用。

official

exploring-mcp-intent-clusters

posthog

Explore PostHog MCP intent clusters — agent goals grouped by semantic similarity, with each cluster's tool distribution and error rates. Use when the user asks…

official

exploring-mcp-intent-clusters

posthog

Explore PostHog MCP intent clusters — agent goals grouped by semantic similarity, with each cluster's tool distribution and error rates. Use when the user asks…

official

exploring-mcp-sessions

posthog

Investigate individual PostHog MCP sessions — the sequence of tool calls a single agent made in one run, what it was trying to do, and where it went wrong. Use…

official

exploring-mcp-sessions

posthog

Investigate individual PostHog MCP sessions — the sequence of tool calls a single agent made in one run, what it was trying to do, and where it went wrong. Use…

official

exploring-mcp-tool-quality

posthog

Investigate the quality of PostHog MCP tool calls — error rates, latency, reach, and which tools are failing or slow. Use when the user asks "which MCP tool…

official

exploring-mcp-tool-quality

posthog

Investigate the quality of PostHog MCP tool calls — error rates, latency, reach, and which tools are failing or slow. Use when the user asks "which MCP tool…

official

exploring-mcp-tool-usage

posthog

Starting point for exploring how a PostHog MCP server's tools are used — routes a broad question to the typed tool that answers it. Use when the user asks "how…

official

exploring-mcp-tool-usage

posthog

Starting point for exploring how a PostHog MCP server's tools are used — routes a broad question to the typed tool that answers it. Use when the user asks "how…

official

exploring-replay-vision-observations

posthog

Guides agents through pulling a Replay Vision scanner's observations, reading the findings, and acting on them — summarizing patterns across sessions, drilling…

official

exploring-replay-vision-observations

posthog

Guides agents through pulling a Replay Vision scanner's observations, reading the findings, and acting on them — summarizing patterns across sessions, drilling…

official

exploring-scouts

posthog

How to explore and make sense of PostHog Signals scouts — the scheduled agents that scan a project and write reports into the Signals inbox. Use when a user…

official

exploring-scouts

posthog

How to explore and make sense of PostHog Signals scouts — the scheduled agents that scan a project and write reports into the Signals inbox. Use when a user…

official

exploring-signals-scouts

posthog

如何探索和理解PostHog Signals scouts——这些定时运行的代理会扫描项目并将发现结果发送到Signals收件箱。当用户……时使用。

official

exploring-signals-scouts

posthog

How to explore and make sense of PostHog Signals scouts — the scheduled agents that scan a project and emit findings into the Signals inbox. Use when a user…

official

exporting-session-recordings

posthog

将单个会话录制的原始数据（录制块 + ClickHouse 元数据）导出为可下载的zip文件，并下载。仅限工作人员通过django管理界面操作…

official

feature-flags-android

posthog

PostHog 功能开关，适用于 Android 应用

official

feature-flags-api

posthog

PostHog 功能开关，适用于 API 应用程序

official

feature-flags-dotnet

posthog

PostHog 功能开关，适用于 .NET 应用程序

official

feature-flags-elixir

posthog

PostHog 为 Elixir 应用提供的功能标志

official

feature-flags-flutter

posthog

PostHog 为 Flutter 应用提供的功能开关

official

feature-flags-go

posthog

PostHog 功能开关，适用于 Go 应用程序

official

feature-flags-ios

posthog

PostHog 功能开关，适用于 iOS 应用

official

feature-flags-java

posthog

PostHog 功能标志，适用于 Java 应用程序

official

feature-flags-nextjs

posthog

PostHog 功能标志，适用于 Next.js 应用

official

feature-flags-nodejs

posthog

PostHog 功能标志，适用于 Node.js 应用程序

official

feature-flags-php

posthog

PostHog 功能标志，适用于 PHP 应用程序

official

feature-flags-python

posthog

PostHog 功能标志，适用于 Python 应用程序

official

feature-flags-react

posthog

PostHog 功能标志，适用于 React 应用

official

feature-flags-react-native

posthog

PostHog 功能标志，适用于 React Native 应用

official

feature-flags-ruby

posthog

PostHog 功能标志，适用于 Ruby 应用程序

official

feature-flags-rust

posthog

PostHog 功能标志，适用于 Rust 应用程序

official

feature-flags-web

posthog

PostHog 面向 Web（JavaScript）应用的功能标志

official

feature-usage-feed

posthog

某些PostHog功能（群组会话摘要、单次会话摘要、回放AI搜索、错误追踪AI调试等）每周生成数百甚至数千条LLM追踪记录。人工逐一阅读并不可行。本技能涵盖将追踪数据量转化为实时Slack推送的端到端模式，推送内容为规范用例——即用户实际使用该功能的具体行为。

official

feature-usage-feed

posthog

某些PostHog功能（群组会话摘要、单次会话摘要、回放AI搜索、错误追踪AI调试等）每周生成数百或数千条LLM追踪记录。人工逐一阅读并不可行。本技能涵盖将追踪数据量转化为实时Slack推送的端到端模式，推送内容为规范用例——即用户实际使用该功能的具体行为。

official

feature-usage-feed

posthog

某些PostHog功能（群组会话摘要、单次会话摘要、回放AI搜索、错误追踪AI调试等）每周会生成成百上千条LLM追踪记录。人工逐一阅读并不可行。本技能涵盖将追踪数据量转化为实时Slack推送的端到端模式，推送内容为规范用例——即用户实际使用该功能的具体行为。

official

filtering-bot-traffic

posthog

在PostHog网站和产品分析中，使用流量分类界面（isLikelyBot…）识别、衡量并排除机器人/爬虫/AI代理流量。

official

filtering-bot-traffic

posthog

Identify, measure, and exclude bot / crawler / AI-agent traffic in PostHog web and product analytics using the traffic classification surface (the isLikelyBot…

official

finding-deleted-feature-flags

posthog

Find feature flags that were soft-deleted in the active project within a recent time window. Use when the user asks "what flags were deleted in the last N…

official

finding-deleted-feature-flags

posthog

Find feature flags that were soft-deleted in the active project within a recent time window. Use when the user asks "what flags were deleted in the last N…

official

finding-deleted-feature-flags

posthog

Find feature flags that were soft-deleted in the active project within a recent time window. Use when the user asks "what flags were deleted in the last N…

official

finding-experiments

posthog

Resolves a PostHog experiment reference from natural language to a concrete experiment ID by browsing `experiment-list` (not feature-flag tools), with…

official

finding-experiments

posthog

将自然语言中的实验引用解析为具体的实验ID。处理名称查找、模糊描述（如“注册实验”、“我最近的…

official

finding-experiments

posthog

Resolves a PostHog experiment reference from natural language to a concrete experiment ID by browsing `experiment-list` (not feature-flag tools), with…

official

finding-replay-for-issue

posthog

当用户说“给我看这个错误的回放”或“查找问题X的记录”时，目标并非任意关联的会话，而是最能展示错误成因的那一个。常见问题可能关联数百个会话，其中大部分是仅含崩溃的片段或重复事件。此技能会筛选出最有用的那个。

official

finding-replay-for-issue

posthog

Finds the most informative session recording linked to an error tracking issue. Use when a user has an error tracking issue ID and wants to watch a replay…

official

finding-replay-for-issue

posthog

official

finding-sessions-to-watch

posthog

Guides a user from "I want to watch recordings but don't know which ones" to a short, high-signal list of sessions worth watching. Use when the user asks which…

official

finding-sessions-to-watch

posthog

Guides a user from "I want to watch recordings but don't know which ones" to a short, high-signal list of sessions worth watching. Use when the user asks which…

official

finding-sessions-to-watch

posthog

Guides a user from "I want to watch recordings but don't know which ones" to a short, high-signal list of sessions worth watching. Use when the user asks which…

official

fixing-flaky-tests

posthog

指导智能体在PostHog单体仓库中复现、根因分析、修复并验证不稳定测试。当测试在CI中偶尔失败但……时使用。

official

fixing-flaky-tests

posthog

Guides an agent through reproducing, root-causing, fixing, and validating flaky tests in the PostHog monorepo. Use when a test fails intermittently in CI but…

official

formatting-insight-axes

posthog

Pick the right y-axis unit when creating or updating a TrendsQuery insight via `posthog:insight-create` or `posthog:insight-update`. Use when the agent is…

official

formatting-insight-axes

posthog

Pick the right y-axis unit when creating or updating a TrendsQuery insight via `posthog:insight-create` or `posthog:insight-update`. Use when the agent is…

official

formatting-insight-axes

posthog

Pick the right y-axis unit when creating or updating a TrendsQuery insight via `posthog:insight-create` or `posthog:insight-update`. Use when the agent is…

official

gating-production-deploys

posthog

Use when adding or editing a GitHub Actions workflow that pushes a container image to a registry (ECR/ghcr/Docker Hub via build-push-action) or dispatches a…

official

gating-production-deploys

posthog

Use when adding or editing a GitHub Actions workflow that pushes a container image to a registry (ECR/ghcr/Docker Hub via build-push-action) or dispatches a…

official

generating-clickhouse-query-performance-reports

posthog

Produce and structure slow-query performance reports for PostHog's production ClickHouse (US and EU). Use when asked for a slow query report, query performance…

official

generating-clickhouse-query-performance-reports

posthog

Produce and structure slow-query performance reports for PostHog's production ClickHouse (US and EU). Use when asked for a slow query report, query performance…

official

grouping-noisy-errors

posthog

Consolidate PostHog error tracking issues that are the same actual error reported under different fingerprints. Use when the user asks "why do I have so many…

official

grouping-noisy-errors

posthog

合并PostHog错误追踪中因不同指纹报告但实际相同的错误。当用户询问“为什么我有这么多…”时使用。

official

grouping-noisy-errors

posthog

Consolidate PostHog error tracking issues that are the same actual error reported under different fingerprints. Use when the user asks "why do I have so many…

official

hogli

posthog

PostHog developer CLI and repo tooling reference. Use when the user mentions hogli, asks about repo CLI tools, bin scripts, Makefiles, how to…

official

hogli

posthog

PostHog开发的统一命令行界面。将所有仓库脚本、二进制命令和工具封装在单一入口点之后。没有Makefile——hogli就是其替代品。

official

implementing-agent-modes

posthog

Guidelines to create/update a new mode for PostHog AI agent. Modes are a way to limit what tools, prompts, and prompt injections are applied and under what…

official

implementing-agent-modes

posthog

为PostHog AI代理创建/更新新模式的指南。模式是一种限制应用哪些工具、提示和提示注入以及在何种条件下应用它们的方式…

official

implementing-mcp-tools

posthog

Guide for exposing PostHog product endpoints as MCP tools. Use when creating new or updating API endpoints, adding MCP tool definitions, scaffolding YAML…

official

implementing-mcp-tools

posthog

将PostHog产品端点暴露为MCP工具的指南。在创建或更新API端点、添加MCP工具定义、搭建YAML框架时使用…

official

implementing-mcp-ui-apps

posthog

Guide for adding MCP UI apps — interactive visualizations that render tool results in MCP clients like Claude Desktop. Use when adding a new detail or list…

official

implementing-mcp-ui-apps

posthog

添加MCP UI应用的指南——在Claude Desktop等MCP客户端中渲染工具结果的交互式可视化。在添加新细节或列表时使用…

official

implementing-warehouse-sources

posthog

Implement and extend PostHog Data warehouse import sources. Use when adding a new source under products/warehouse_sources/backend/temporal/data_imports/sources,…

official

implementing-warehouse-sources

posthog

实现并扩展PostHog数据仓库导入源。用于在posthog/temporal/data_imports/sources下添加新源、添加数据集/端点…

official

improving-drf-endpoints

posthog

Use when editing, reviewing, or auditing DRF viewsets and serializers in PostHog. Triggers on files in posthog/api/, products/*/backend/api/,…

official

improving-drf-endpoints

posthog

在编辑、审查或审计PostHog中的DRF视图集和序列化器时使用。触发条件为posthog/api/、products/*/backend/api/等目录中的文件。

official

improving-mcp-tools

posthog

运行一个改进我的MCP活动：一个自动研究风格的循环，使用评估工具衡量MCP代理体验，挑选影响最大的工具问题…

official

improving-mcp-tools

posthog

Run an improve-my-MCP campaign: an autoresearch-style loop that measures the MCP agent experience with the eval harness, picks the highest-impact tool problem…

official

inbox-exploration

posthog

收件箱是PostHog展示信号报告的地方——这些报告是将相关观察结果（信号）聚合而成的单个问题或趋势（例如“/checkout页面错误率飙升3倍”）。报告来自多个源产品：错误追踪、会话回放、网页分析、实验，以及Linear、GitHub和Zendesk等集成。

official

inbox-exploration

posthog

Explore PostHog's Inbox and act on what it surfaces — the place where signal reports cluster into actionable issues and trends. Use when the user asks "what's…

ingestion-pipeline-doctor-nodejs

posthog

PostHog 数据摄取管道框架及其约定检查代理的快速参考。

official

ingestion-pipeline-doctor-nodejs

posthog

数据摄取管道架构概览与约定参考。当需要快速了解管道框架或想知道哪个医生…时使用。

official

ink-tui-wizard

posthog

使用 Ink（React 的 CLI 框架）和 @inkjs/ui 构建终端用户界面（TUI），采用响应式、会话驱动的向导模式。适用于创建交互式…

official

instrument-error-tracking

posthog

使用此技能添加PostHog错误追踪功能，以捕获并监控应用程序中的异常。在实现功能或审查PR后使用，确保错误被完整记录，包含完整堆栈跟踪和源码映射。若尚未安装PostHog，此技能也涵盖初始SDK配置。支持任何平台或语言。

official

instrument-error-tracking

posthog

official

instrument-feature-flags

posthog

使用此技能添加PostHog功能标志，以控制新功能或变更功能的发布。在实现功能或审查PR后使用，确保通过功能标志控制实现安全发布。若尚未安装PostHog，此技能也涵盖初始SDK设置。支持任何平台或语言。

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instrument-feature-flags

posthog

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instrument-integration

posthog

使用此技能将PostHog SDK添加到应用程序中。在首次设置PostHog或审查需要PostHog初始化的PR时使用。涵盖SDK安装、提供程序设置和基本配置。支持任何框架或语言。

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instrument-integration

posthog

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instrument-llm-analytics

posthog

使用此技能添加PostHog LLM分析功能，追踪新增或修改代码中的AI模型使用情况。在实现LLM功能或审查PR后使用，确保所有生成内容均被捕获，包含token数量、延迟和成本。若尚未安装PostHog，此技能也涵盖初始SDK设置。支持任何提供商或框架。

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instrument-llm-analytics

posthog

使用此技能添加PostHog LLM分析功能，追踪新增或修改代码中的AI模型使用情况。在实现LLM功能或审查PR后使用，确保所有生成内容均被捕获，包含令牌数、延迟和成本。若尚未安装PostHog，此技能也涵盖初始SDK设置。支持任何提供商或框架。

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instrument-logs

posthog

使用此技能为新增或修改的代码添加PostHog日志捕获。在实现功能或审查PR后使用，确保捕获有意义的日志事件并附带结构化属性。若尚未配置PostHog日志导出，此技能也涵盖初始OTLP导出器设置。支持任何平台或语言。

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instrument-logs

posthog

使用此技能为新增或修改的代码添加PostHog日志捕获。在实现功能或审查PR后使用，确保捕获有意义的日志事件并附带结构化属性。若尚未配置PostHog日志导出，此技能还涵盖初始OTLP导出器设置。支持任何平台或语言。

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instrument-product-analytics

posthog

使用此技能添加产品分析事件（捕获调用），以追踪新增或修改代码中有意义的用户行为。在实现功能或审查PR后使用，确保关键用户行为被捕获。若尚未安装PostHog，此技能也涵盖初始SDK设置。支持任何框架或语言。

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instrument-product-analytics

PostHog 集成，适用于 Android 应用

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integration-angular

posthog

PostHog 集成，适用于 Angular 应用

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integration-astro-hybrid

posthog

此技能可帮助您将 PostHog 分析功能添加到 Astro（混合）应用中。

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integration-astro-ssr

posthog

用于服务端渲染的Astro应用（含API路由）的PostHog集成

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integration-astro-static

posthog

使用SSG的静态Astro站点的PostHog集成

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integration-astro-view-transitions

posthog

PostHog 集成至 Astro，支持 ClientRouter 视图过渡

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integration-django

posthog

PostHog 与 Django 应用的集成

PostHog 集成，适用于 FastAPI 应用

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integration-flask

posthog

PostHog 集成，适用于 Flask 应用

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integration-javascript_node

posthog

integration-javascript_node — 一个可安装的AI代理技能，由posthog/skills发布。

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integration-javascript_web

posthog

integration-javascript_web — 一个可安装的AI代理技能，由posthog/skills发布。

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integration-laravel

posthog

PostHog 与 Laravel 应用的集成

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integration-nextjs-app-router

posthog

PostHog 集成，适用于 Next.js App Router 应用

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integration-nextjs-pages-router

posthog

PostHog 集成，适用于 Next.js Pages Router 应用

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integration-nuxt-3.6

posthog

integration-nuxt-3.6 — 一个可安装的AI代理技能，由posthog/skills发布。

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integration-nuxt-4

posthog

PostHog 集成，适用于 Nuxt 4 应用

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integration-python

posthog

适用于任何使用Python SDK的Python应用的PostHog集成

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integration-react-native

posthog

PostHog 集成，适用于 React Native 应用

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integration-react-react-router-6

posthog

PostHog 集成，适用于 React Router v6 应用

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integration-react-react-router-7-data

posthog

PostHog 集成用于 React Router v7 数据模式应用

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integration-react-react-router-7-declarative

posthog

PostHog 集成用于 React Router v7 - 声明式模式应用

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integration-react-react-router-7-framework

posthog

PostHog 集成用于 React Router v7 - 框架模式应用

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integration-react-tanstack-router-code-based

posthog

此技能可帮助您将PostHog分析功能添加到使用TanStack Router（基于代码）的React应用中。

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integration-react-tanstack-router-file-based

posthog

此技能帮助您将PostHog分析集成到使用TanStack Router（基于文件）的React应用中。

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integration-react-vite

posthog

用于基于Vite构建的React应用的PostHog集成（无路由器）

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integration-ruby

posthog

适用于任何使用 Ruby SDK 的 Ruby 应用的 PostHog 集成

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integration-ruby-on-rails

posthog

PostHog 集成，适用于 Ruby on Rails 应用程序

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integration-sveltekit

posthog

PostHog 集成，适用于 SvelteKit 应用

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integration-swift

posthog

PostHog 集成，适用于 Swift iOS 和 macOS 应用程序

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integration-tanstack-start

posthog

PostHog 集成，适用于 TanStack Start 全栈应用

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integration-vue-3

posthog

PostHog 集成用于 Vue 3 应用程序

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investigate-metric

posthog

针对“为什么X发生了变化？”这类关于已保存的洞察、仪表盘磁贴或粘贴查询的问题。不要将此技能用于简单的“X是什么？”问题——仅当存在需要解释的观察到的变化时才使用。

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investigate-metric

posthog

针对已保存的洞察、仪表盘磁贴或粘贴的查询中“X为什么发生了变化？”的问题。不要将此技能用于简单的“X是什么？”问题——仅当存在需要解释的观察到的变化时才使用。

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investigate-metric

posthog

Diagnose why a product metric changed (dropped, spiked, or plateaued) by orchestrating breakdowns, actors, paths, lifecycle, retention, and annotations…

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investigating-error-issue

posthog

Investigates a single PostHog error tracking issue end-to-end. Use when the user provides an issue ID or pastes an issue URL (`/error_tracking/<id>`) and wants…

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investigating-error-issue

posthog

Investigates a single PostHog error tracking issue end-to-end. Use when the user provides an issue ID or pastes an issue URL (`/error_tracking/<id>`) and wants…

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investigating-error-issue

posthog

Investigates a single PostHog error tracking issue end-to-end. Use when the user provides an issue ID or pastes an issue URL (`/error_tracking/<id>`) and wants…

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investigating-metric-anomalies

posthog

Investigates server/infrastructure metric anomalies in PostHog Metrics — from "this metric is rising/dropping/spiking" or a fired alert to a probable cause…

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investigating-metric-anomalies

posthog

Investigates server/infrastructure metric anomalies in PostHog Metrics — from "this metric is rising/dropping/spiking" or a fired alert to a probable cause…

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investigating-replay

posthog

当用户询问“这个会话中发生了什么？”或提供录音/会话ID进行调查时，并行收集所有相关上下文，而不是让他们逐一询问。

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investigating-replay

posthog

Investigates a session recording by gathering metadata, person profile, same-session events, and linked error tracking issues in one pass. Use when a user…

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investigating-replay

posthog

当用户询问“这个会话中发生了什么？”或提供录音/会话ID进行调查时，并行收集所有相关上下文，而不是让他们逐一询问。

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isolating-product-facade-contracts

posthog

Plan and execute product isolation migrations to a facade plus contract layer in PostHog, following the Visual review architecture. Use when a product still…

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isolating-product-facade-contracts

posthog

在PostHog中，规划并执行渐进式产品隔离迁移，将其迁移至外观加契约层，遵循可视化审查架构。当……时使用。

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llm-analytics-setup

posthog

适用于所有支持提供商的PostHog LLM分析

making-scenes-tab-aware

posthog

指导将PostH

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making-scenes-tab-aware

posthog

Guides converting PostHog frontend scenes to be tab aware for internal scene tabs. Use when adding or refactoring a `SceneExport` scene, fixing state leaking…

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manage-dashboard-widgets

posthog

指导 PostHog 工程师完成仪表盘小组件平台工作 — 发布新的 widget_type（WIDGET_REGISTRY、catalog、run_widgets、WidgetCard）或更新…

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manage-dashboard-widgets

posthog

Guides PostHog engineers through dashboard widget platform work — ship a new widget_type (WIDGET_REGISTRY, catalog, run_widgets, WidgetCard) or update a…

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managing-endpoint-versions

posthog

Work safely with endpoint versions — preview a draft in the playground, roll back to an older version, update settings on one version without bumping query…

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managing-endpoint-versions

posthog

安全地处理端点版本——在测试环境中预览草稿，回滚到旧版本，更新某个版本的设置而不增加查询次数……

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managing-endpoint-versions

posthog

Work safely with endpoint versions — preview a draft in the playground, roll back to an older version, update settings on one version without bumping query…

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managing-experiment-lifecycle

posthog

指导实验状态转换：启动、暂停、恢复、结束、发布变体、归档、重置和复制。涵盖前置条件、…

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managing-experiment-lifecycle

posthog

指导实验状态转换：启动、暂停、恢复、结束、发布变体、归档、重置和复制。涵盖前置条件、…

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managing-experiment-lifecycle

posthog

指导实验状态转换：启动、暂停、恢复、结束、发布变体、归档、重置和复制。涵盖前置条件、…

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managing-github-actions-secrets

posthog

Creates and updates GitHub Actions secrets for PostHog workflows. Use when adding a new CI secret, rotating an existing secret, wiring a workflow to an API…

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managing-github-actions-secrets

posthog

Creates and updates GitHub Actions secrets for PostHog workflows. Use when adding a new CI secret, rotating an existing secret, wiring a workflow to an API…

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managing-path-cleaning-rules

posthog

Inspects URL paths and proposes, tests, orders, and applies project-level path cleaning rules so dynamic segments (numeric IDs, UUIDs, slugs, dates) collapse…

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managing-path-cleaning-rules

posthog

Inspects URL paths and proposes, tests, orders, and applies project-level path cleaning rules so dynamic segments (numeric IDs, UUIDs, slugs, dates) collapse…

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managing-path-cleaning-rules

posthog

Inspects URL paths and proposes, tests, orders, and applies project-level path cleaning rules so dynamic segments (numeric IDs, UUIDs, slugs, dates) collapse…

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managing-reminders

posthog

Create and manage PostHog reminders — private, human-paced nudges that fire as in-app notifications on a schedule, optionally linked to a PostHog resource. Use…

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managing-reminders

posthog

Create and manage PostHog reminders — private, human-paced nudges that fire as in-app notifications on a schedule, optionally linked to a PostHog resource. Use…

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managing-subscriptions

posthog

管理PostHog订阅——通过定时邮件、Slack或Webhook发送洞察或仪表板快照。当用户想要订阅某个…时使用。

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managing-subscriptions

posthog

管理PostHog订阅——通过定时邮件、Slack或Webhook发送洞察或仪表盘快照。当用户想要订阅某个…时使用。

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managing-subscriptions

posthog

管理PostHog订阅——通过定时邮件、Slack或Webhook发送洞察或仪表盘快照。当用户想要订阅某个…时使用。

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migrate-skills-yaml

posthog

将旧的扁平skills.yaml格式转换为新的按组文件格式（含变体）。当PR或分支仍包含顶层"skills:"数组时使用……

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modifying-taxonomic-filter

posthog

Guides safe modification of the TaxonomicFilter — PostHog's multi-tab picker for events, actions, properties, cohorts, and more. Front-loads the empirical…

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modifying-taxonomic-filter

posthog

指导安全修改TaxonomicFilter——PostHog用于事件、动作、属性、群组等多标签选择器的工具。前置加载经验性…

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monitoring-capture-service

posthog

Guide for using the Grafana MCP to monitor and diagnose the capture service (rust/capture) in production. Use when investigating latency, event loss, Kafka…

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monitoring-capture-service

posthog

捕获服务（rust/capture/）是PostHog的Rust HTTP数据接收端点。它接收来自SDK的事件，应用配额/速率限制，并生成到Kafka。三个部署角色运行相同的二进制文件，但使用不同的CAPTURE_MODE配置。

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monitoring-ingestion-pipeline

posthog

Guide for using the Grafana MCP to monitor and diagnose the Node.js ingestion pipeline workers in production. Use when investigating event lag, drops, pipeline…

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monitoring-ingestion-pipeline

posthog

摄取管道（nodejs/）是PostHog的Node.js事件处理层。它从Kafka消费事件（由捕获服务生成），通过处理步骤（人员解析、群组分配、属性覆盖等）运行，并将丰富后的事件生成到绑定ClickHouse的Kafka主题中。

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monthly-to-annual

posthog

Build the case for converting a PostHog monthly/PAYG customer to an annual prepaid credit plan. Pulls 12-24 months of invoice history from the data warehouse,…

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multitenant-down

posthog

Tear down the multi-tenant K8s stack, kill port-forwards, and clean up worker pods. Use when done testing multi-tenant mode.

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multitenant-up

posthog

在本地Kubernetes上构建、部署并端口转发多租户控制平面。当需要以多租户模式测试duckgres，且每个团队拥有独立...时使用。

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omnibus-instrument-error-tracking

posthog

使用此技能添加PostHog错误追踪功能，以捕获并监控应用程序中的异常。在实现功能或审查PR后使用，确保错误能够附带完整堆栈跟踪和源码映射进行追踪。若尚未安装PostHog，此技能还涵盖初始SDK配置。支持任何平台或语言。

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omnibus-instrument-feature-flags

posthog

使用此技能添加PostHog特性标志，以控制新功能或变更功能的发布。在实现功能或审查PR后使用，确保通过特性标志控制实现安全发布。若尚未安装PostHog，此技能也涵盖初始SDK设置。支持任何平台或语言。

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omnibus-instrument-integration

posthog

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omnibus-instrument-llm-analytics

posthog

使用此技能可在新增或修改的代码中添加PostHog LLM分析功能，追踪AI模型使用情况。在实现LLM功能或审查PR后使用，确保所有生成内容均被捕获，包含令牌数、延迟和成本。若尚未安装PostHog，此技能也涵盖初始SDK配置。支持任何提供商或框架。

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omnibus-instrument-logs

posthog

使用此技能为新增或变更的代码添加PostHog日志捕获。在实现功能或审查PR后使用，确保捕获具有结构化属性的有意义日志事件。若尚未配置PostHog日志导出，此技能也涵盖初始OTLP导出器设置。支持任何平台或语言。

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omnibus-instrument-product-analytics

posthog

使用此技能添加产品分析事件（捕获调用），以追踪新增或修改代码中有意义的用户行为。在实现功能或审查PR后使用，确保关键用户行为被捕获。若PostHog尚未安装，此技能也涵盖初始SDK设置。支持任何框架或语言。

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optimizing-clickhouse-and-hogql-queries

posthog

优化 ClickHouse 和 HogQL 查询的工作流程。当 HogQL 查询、查询运行器、洞察或报告速度过慢时使用；当手写 ClickHouse…

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optimizing-clickhouse-and-hogql-queries

posthog

Workflow for optimizing ClickHouse and HogQL queries. Use when a HogQL query, query runner, insight, or report is too slow; when a hand-written ClickHouse…

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planning-user-interviews

posthog

Plan a user interview topic in PostHog — pick who to target (cohort, emails, or PostHog distinct IDs), draft what to ask about, and prepare the voice-agent…

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planning-user-interviews

posthog

Plan a user interview topic in PostHog — pick who to target (cohort, emails, or PostHog distinct IDs), draft what to ask about, and prepare the voice-agent…

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planning-voice-agent-user-interviews

posthog

Plan a round of user interviews conducted by PostHog's AI voice agent (a "robo interviewer") — the automated voice-agent interview product. Captures a…

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planning-voice-agent-user-interviews

posthog

Plan a round of user interviews conducted by PostHog's AI voice agent (a "robo interviewer") — the automated voice-agent interview product. Captures a…

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playwright-test

posthog

编写一个playwright测试，确保它能运行且不脆弱。

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playwright-test

posthog

Write a playwright test, make sure it runs, and is not flaky.

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post-newsletter

posthog

Convert a Substack newsletter post into a native posthog.com newsletter file. Fetches the content from a Substack URL, formats it with correct frontmatter and…

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posthog-debugger

posthog

在任何网站上调试和检查PostHog实现。当用户想了解页面上PostHog的实现方式、进行故障排除时，使用此技能。

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posthog-inbound-leads

posthog

评估并响应来自Salesforce的PostHog入站销售线索。当任何PostHog TAE需要分类入站线索——决定是否……时，使用此技能。

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posthog-instrumentation

posthog

自动将PostHog分析工具集成到代码中。当用户要求添加追踪、埋点事件、添加分析或实现功能时触发…

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posthog-instrumentation

posthog

自动为PostHog分析、事件追踪和功能标志在多个框架中接入埋点。支持JavaScript/TypeScript、React、Python和Node.js，并提供框架特定的配置模式。涵盖三大核心能力：带自定义属性的事件捕获、用于渐进式发布的功能标志评估，以及用户身份识别。能检测现有PostHog配置并添加埋点，避免重复设置。包含事件命名规范、属性...的最佳实践。

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posthog-onboarding

posthog

帮助现有PostHog客户改进他们的PostHog实例。触发词为“帮助[客户]改进他们的PostHog设置”、“审计[公司]的PostHog…

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posthog-onboarding-lead-research

posthog

研究和筛选PostHog的入职团队推荐线索。当TAE收到来自入职团队的线索并需要进行全面研究时，使用此技能。

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posthog-pls-big-fish

posthog

研究、筛选并建议针对PostHog大鱼产品驱动型线索的拓展策略——这些线索来自使用PostHog免费版但尚未付费的大型企业（员工数500+或1000+）。

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posthog-pls-transition-leads

posthog

对PostHog产品驱动型线索进行资格筛选并起草外联方案，这些线索正面临计费过渡——要么是创业计划客户免费额度即将到期，要么是……

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posthog-survey-creator

posthog

通过引导式对话在PostHog中创建和配置调查问卷。当用户想要创建调查、收集用户反馈、运行…时使用此技能。

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qa-team

posthog

一个由专业代理组成的团队独立审查当前分支的变更，对照真实事件模式。他们的发现通过收敛分析综合成一份单一报告。

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qa-team

posthog

Multi-agent QA review team for code changes. This skill should be used when the user asks to "review my code", "run QA", "qa-team", "review this branch", "code…

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query-clickhouse-via-metabase

posthog

PostHog的生产环境ClickHouse集群可通过内部Metabase实例进行临时分析。这两个Metabase实例均位于AWS ALB之后，并采用Cognito OAuth认证，因此访问需通过SSO单点登录——仅凭Metabase API密钥无法生效。

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query-clickhouse-via-metabase

posthog

Run ClickHouse `system.query_log` analysis via the internal Metabase API. Use when investigating slow queries, materialization candidates, per-team query…

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query-examples

posthog

HogQL查询示例及PostHog数据参考材料。在编写SQL查询时阅读，以寻找分析模式（趋势、漏斗、留存率……）

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query-examples

posthog

HogQL查询示例及PostHog数据参考材料。在编写SQL查询时阅读，以寻找分析模式（趋势、漏斗、留存率……）

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query-examples

posthog

HogQL查询示例及PostHog数据参考材料。在编写SQL查询时阅读，以寻找分析模式（趋势、漏斗、留存……）

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querying-local-postgres

posthog

Run read-only SQL against the local Postgres app database (SELECT, EXPLAIN, EXPLAIN ANALYZE on SELECT). Default local URL…

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querying-local-postgres

posthog

Run read-only SQL against the local Postgres app database (SELECT, EXPLAIN, EXPLAIN ANALYZE on SELECT). Default local URL…

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querying-posthog-data

posthog

在编写任何HogQL/SQL或调用execute-sql查询PostHog之前，必须阅读此内容。当用户想要搜索、查找或进行复杂聚合时使用…

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querying-posthog-data

posthog

Required reading before writing any HogQL/SQL or calling execute-sql against PostHog. Use whenever the user wants to search, find, or do complex aggregations…

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querying-posthog-data

posthog

在编写任何HogQL/SQL或调用execute-sql查询PostHog之前，必须阅读此内容。当用户想要搜索、查找或进行复杂聚合时使用…

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querying-tophog

posthog

Query tophog — the ingestion pipeline's heavy-hitter store in ClickHouse — to identify hot or expensive actors (team_id, distinct_id, session_id, partition)…

official

querying-tophog

posthog

Query tophog — the ingestion pipeline's heavy-hitter store in ClickHouse — to identify hot or expensive actors (team_id, distinct_id, session_id, partition)…

official

react-doctor

posthog

Diagnose and fix React codebase health issues. Use when reviewing React code, fixing performance problems, auditing security, or improving code quality.

official

react-doctor

posthog

诊断并修复React代码库的健康问题。在审查React代码、修复性能问题、审计安全性或提升代码质量时使用。

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result-vs-exceptions

posthog

Code review guide for choosing between Result types and thrown exceptions. Recoverable, expected failures should be returned as Result values; only…

official

run-posthog

posthog

启动、检查并驱动 PostHog 开发栈。用于此仓库的 /run 和 /verify 命令——当被要求启动 PostHog 时，检查栈是否健康…

official

run-posthog

posthog

Start, inspect, and drive the PostHog dev stack. Use for /run and /verify on this repo — when asked to launch PostHog, check whether the stack is healthy,…

official

running-ci-preflight

posthog

Catch the deterministic CI failures reachable from your diff before pushing, with `hogli ci:preflight`. Use when the pre-push hook blocks a push, before…

official

running-ci-preflight

posthog

Catch the deterministic CI failures reachable from your diff before pushing, with `hogli ci:preflight`. Use when the pre-push hook blocks a push, before…

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safety-and-boundaries

posthog

Hard rules — what the Agent Builder MUST NOT do regardless of user request. Load IMMEDIATELY if a request feels like it crosses into raw-secret handling,…

official

scene-menu-bar

posthog

Conventions for adding or editing the SceneMenuBar above a scene's <SceneTitleSection>. Use when adding new menu items, moving items between menus, gating…

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scene-menu-bar

posthog

Conventions for adding or editing the SceneMenuBar above a scene's <SceneTitleSection>. Use when adding new menu items, moving items between menus, gating…

official

security-audit

posthog

Focused security audit of code, calibrated to surface real exploitable bugs and suppress theoretical findings. Use when the user asks to "audit",…

official

security-audit

posthog

Focused security audit of code, calibrated to surface real exploitable bugs and suppress theoretical findings. Use when the user asks to "audit",…

official

sending-notifications

posthog

How to send real-time in-app notifications from PostHog backend code. Use when integrating notifications into a new feature, wiring up a notification source…

official

sending-notifications

posthog

如何从PostHog后端代码发送实时应用内通知。在将通知集成到新功能、连接通知源时使用…

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setting-feature-flags-in-storybook

posthog

Use when writing a Storybook story for a component gated on a feature flag — boolean flags or multivariate/experiment-arm variants. Covers the `featureFlags`…

official

setting-feature-flags-in-storybook

posthog

Use when writing a Storybook story for a component gated on a feature flag — boolean flags or multivariate/experiment-arm variants. Covers the `featureFlags`…

official

setting-up-a-custom-rest-source

posthog

Connect an arbitrary REST API to the PostHog data warehouse as a Custom source by authoring a JSON manifest, with no per-source code. Use when the user points…

official

setting-up-a-custom-rest-source

posthog

Connect an arbitrary REST API to the PostHog data warehouse as a Custom source by authoring a JSON manifest, with no per-source code. Use when the user points…

official

setting-up-a-data-warehouse-source

posthog

当用户首次希望将外部数据源连接到PostHog的数据仓库时，使用此技能。该设置包含特定的三步流程（向导 → 数据库模式 → 创建）——跳过步骤会导致数据源连接失败并让用户困惑。

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setting-up-a-data-warehouse-source

posthog

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setting-up-a-data-warehouse-source

指导PostHog工程师完成启动、连接、运行命令以及将本地代码镜像到远程开发箱（运行中的Coder工作区）的过程。

official

setting-up-devbox

posthog

指导PostHog工程师完成启动、连接、运行命令以及将本地代码镜像到远程开发箱（运行中的Coder工作区）的过程。

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setup-web-tests

posthog

Set up Python test environment in Claude Code for web where flox is unavailable. Use when you need to run backend tests and `uv sync` fails due to Python…

official

setup-web-tests

posthog

Set up Python test environment in Claude Code for web where flox is unavailable. Use when you need to run backend tests and `uv sync` fails due to Python…

official

signals

posthog

Signals是PostHog通过监控客户产品数据（涵盖错误追踪、网站分析、实验、会话回放等多个来源）自动生成的观测结果。每条signal都是一段简短的自然语言描述，用于记录值得关注的事件（例如“/checkout页面错误率飙升3倍”）。

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signals

posthog

如何使用 HogQL 查询 document_embeddings 表中的 signals 数据。当你需要对 signals 执行语义搜索、为报告获取 signals 时阅读……

signals-scout-ai-observability

posthog

PostHog AI可观测性的信号侦察工具。监控LLM追踪中的成本、延迟、错误、容量和评估性能回归，并按维度进行切片分析…

official

signals-scout-ai-observability

posthog

Signals scout for PostHog AI observability. Watches LLM traces for cost, latency, error, volume, and eval-performance regressions, sliced by the dimensions it…

official

signals-scout-ai-observability

posthog

Focused Signals scout for PostHog projects using AI observability. Rotates through a set of lenses — cost, latency, errors, volume, eval performance,…

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signals-scout-anomaly-detection

posthog

监控项目最常查看的仪表板和洞察，检测近期异常——包括突发峰值、骤降、平线和趋势断裂，并根据……进行评分。

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signals-scout-anomaly-detection

posthog

Signals scout that watches a project's most-viewed dashboards and insights for recent anomalies — bursts, drops, flat-lines, and trend breaks scored against…

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signals-scout-anomaly-detection

posthog

Signals scout that watches a PostHog project's most-viewed dashboards and insights for recent anomalies — sudden bursts, drops, flat-lines, and trend breaks at…

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signals-scout-apm

posthog

Signals scout for PostHog distributed tracing (APM / OpenTelemetry spans). Watches RED metrics per (service, operation) — error rate, p95 latency, request…

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signals-scout-apm

posthog

PostHog 分布式追踪（APM / OpenTelemetry 跨度）的信号侦察器。监控每个（服务，操作）的 RED 指标——错误率、p95 延迟、请求……

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signals-scout-csp-violations

posthog

Signals scout for Content Security Policy violation reports. Watches `$csp_violation` events for blocked-URL clusters, per-directive bursts, post-deploy…

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signals-scout-csp-violations

posthog

Signals scout for Content Security Policy violation reports. Watches `$csp_violation` events for blocked-URL clusters, per-directive bursts, post-deploy…

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signals-scout-csp-violations

posthog

Focused Signals scout for PostHog projects collecting Content Security Policy (CSP) violation reports. Watches `$csp_violation` events for fresh blocked-URL…

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signals-scout-customer-analytics

posthog

Signals scout for PostHog Customer analytics (Accounts). Watches per-account engagement for churn-risk shapes — engagement cliffs, dormancy, champion departure…

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signals-scout-customer-analytics

posthog

Signals scout for PostHog Customer analytics (Accounts). Watches per-account engagement for churn-risk shapes — engagement cliffs, dormancy, champion departure…

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signals-scout-data-pipelines

posthog

Signals scout for PostHog data pipelines — CDP destinations and transformations, batch exports, and hog flows. Watches for delivery failures, degraded…

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signals-scout-data-pipelines

posthog

Signals scout for PostHog data pipelines — CDP destinations and transformations, batch exports, and hog flows. Watches for delivery failures, degraded…

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signals-scout-data-pipelines

posthog

Focused Signals scout for PostHog projects moving data through pipelines. Watches the three delivery surfaces — CDP destinations and transformations (hog…

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signals-scout-data-warehouse

posthog

专注于PostHog项目中导入外部数据到仓库的Signals侦察工具。监控导入端——外部数据源及其按表同步……

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signals-scout-data-warehouse

posthog

Focused Signals scout for PostHog projects importing external data into the warehouse. Watches the import side — external data sources, their per-table sync…

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signals-scout-error-tracking

posthog

Signals scout for PostHog error tracking. Watches `$exception` bursts, stuck loops, multi-fingerprint clusters, and status regressions, and files each…

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signals-scout-error-tracking

posthog

Signals scout for PostHog error tracking. Watches `$exception` bursts, stuck loops, multi-fingerprint clusters, and status regressions, and files each…

official

signals-scout-error-tracking

posthog

Focused Signals scout for PostHog projects using error tracking. Watches `$exception` bursts, stuck loops, multi-fingerprint clusters, status regressions, and…

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signals-scout-experiments

posthog

Focused Signals scout for PostHog projects running A/B experiments. Watches running experiments for validity threats (sample ratio mismatch, multi-variant…

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signals-scout-experiments

posthog

Signals scout for PostHog A/B experiments. Watches running experiments for validity threats (sample ratio mismatch, contamination, exposure stalls, mid-run…

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signals-scout-experiments

posthog

Signals scout for PostHog A/B experiments. Watches running experiments for validity threats (sample ratio mismatch, contamination, exposure stalls, mid-run…

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signals-scout-feature-flags

posthog

Signals scout for PostHog feature flags. Watches the flag roster and the `$feature_flag_called` stream for evaluation cliffs, ghost flags,…

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signals-scout-feature-flags

posthog

Signals scout for PostHog feature flags. Watches the flag roster and the `$feature_flag_called` stream for evaluation cliffs, ghost flags,…

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signals-scout-feature-flags

posthog

Focused Signals scout for PostHog projects using feature flags. Watches the flag roster and the `$feature_flag_called` evaluation stream for contradictions…

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signals-scout-general

posthog

Cross-product Signals scout. Looks for cross-product correlations and explores the surfaces the per-product specialist scouts don't cover.

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signals-scout-general

posthog

Cross-product Signals scout. Looks for cross-product correlations and explores the surfaces the per-product specialist scouts don't cover.

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signals-scout-general

posthog

General Signals scout for PostHog projects. Cross-product explorer that scans a team's project and emits findings into the Signals inbox. Sibling…

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signals-scout-health-checks

posthog

对PostHog自身健康检查的信号侦察。读取项目中的活跃健康问题，按类型分组，按影响范围加权，并将那些…

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signals-scout-health-checks

posthog

Signals scout over PostHog's own health checks. Reads the project's active health issues, bundles them by kind, weights by blast radius, and files the ones…

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signals-scout-health-checks

posthog

Focused Signals scout for PostHog setup health. Reads the project's active health issues — the deterministic findings of PostHog's own health checks (no live…

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signals-scout-inbox-validation

posthog

针对收件箱本身的后续信号侦察。在部署浸泡窗口后，重新评估最近已解决报告背后的问题，并在以下情况时提交报告……

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signals-scout-inbox-validation

posthog

Follow-up Signals scout for the inbox itself. After a deployment soak window, re-measures the problems behind recently resolved reports and files a report when…

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signals-scout-inbox-validation

posthog

Follow-up scout for the Signals inbox itself. Watches reports that recently transitioned to resolved (an implementation PR merged) and, after a deployment soak…

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signals-scout-insight-alerts

posthog

Signals scout over a project's own configured insight alerts. Reads each alert's recent firing history and files a report for the firings a human likely missed…

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signals-scout-insight-alerts

posthog

Signals scout over a project's own configured insight alerts. Reads each alert's recent firing history and files a report for the firings a human likely missed…

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signals-scout-llm-analytics

posthog

Focused Signals scout for PostHog projects using LLM analytics. Watches `$ai_generation`, `$ai_evaluation`, `$ai_trace` and related events for cost spikes,…

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signals-scout-logs

posthog

Signals scout for PostHog logs. Watches for volume bursts, severity-distribution shifts, service silence, fresh message patterns, and trace-correlated bursts.

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signals-scout-logs

posthog

Signals scout for PostHog logs. Watches for volume bursts, severity-distribution shifts, service silence, fresh message patterns, and trace-correlated bursts.

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signals-scout-logs

posthog

Focused Signals scout for PostHog projects using logs. Watches for volume bursts, severity-distribution shifts, service silence, fresh message patterns, and…

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signals-scout-mcp-tool-calls

posthog

用于PostHog MCP工具调用的信号侦察。监控$mcp_tool_call遥测数据，识别需要改进的工具——高失败率、广泛影响、重试/频繁调用……

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signals-scout-mcp-tool-calls

posthog

Signals scout for PostHog MCP tool calls. Watches $mcp_tool_call telemetry for tools that need improvement — high, broad-reach failure rates, retry/hammering…

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signals-scout-observability-gaps

posthog

Signals scout for observability gaps — significant event volumes with no insight, dashboard, or alert coverage. Files a report recommending new insights,…

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signals-scout-observability-gaps

posthog

Signals scout for observability gaps — significant event volumes with no insight, dashboard, or alert coverage. Files a report recommending new insights,…

official

signals-scout-observability-gaps

posthog

Focused Signals scout for finding observability gaps in PostHog itself — significant event volumes the team isn't tracking, custom events with no insight or…

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signals-scout-product-analytics

posthog

核心产品分析流程的信号侦察——漏斗、留存、生命周期、粘性和路径。监控团队保存的流程以获取派生率…

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signals-scout-product-analytics

posthog

Signals scout for core product-analytics flows — funnels, retention, lifecycle, stickiness, and paths. Watches the team's saved flows for a derived-rate…

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signals-scout-replay-vision

posthog

Signals scout for PostHog Replay Vision scanners. Watches that enabled scanners keep observing (throughput / quota cliffs) and that what they see in aggregate…

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signals-scout-replay-vision

posthog

Signals scout for PostHog Replay Vision scanners. Watches that enabled scanners keep observing (throughput / quota cliffs) and that what they see in aggregate…

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signals-scout-replay-vision

posthog

Focused Signals scout for PostHog projects running Replay Vision scanners — the standing LLM probes that watch session recordings and write…

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signals-scout-revenue-analytics

posthog

PostHog收入分析的信号侦察工具。监控上游故障（Stripe同步停滞、捕获回归）、配置漂移以及目标未达成的升级情况……

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signals-scout-revenue-analytics

posthog

Signals scout for PostHog revenue analytics. Watches for upstream failures (Stripe sync stalls, capture regressions), config drift, and goal-miss escalations,…

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signals-scout-revenue-analytics

posthog

专注于PostHog项目的Signals侦察，使用收入分析。监控衍生收入产品中的上游故障（Stripe同步停滞、捕获…

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signals-scout-session-replay

posthog

用于PostHog会话回放的信令侦察。监控会话是否持续录制（捕获断崖），以及录制中的摩擦——愤怒/死点击集群，…

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signals-scout-session-replay

posthog

Signals scout for PostHog session replay. Watches that sessions keep recording (capture cliffs) and that friction inside recordings — rage/dead-click clusters,…

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signals-scout-session-replay

posthog

Focused Signals scout for PostHog projects using session replay. Watches two promises the replay product makes: that sessions are actually being recorded…

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signals-scout-skills-store

posthog

团队PostHog技能商店的技能卫生侦察员，完全通过MCP技能工具读取。监控近期变更的技能——以及缓慢轮换的…

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signals-scout-skills-store

posthog

Skill-hygiene scout for the team's PostHog skills store, read entirely via the MCP skill tools. Watches recently-changed skills — plus a slow rotation over the…

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signals-scout-surveys

posthog

PostHog 调查的信号侦察员。监控活跃调查中的评分下降、回复量骤降、放弃率激增以及目标偏移，并汇总…

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signals-scout-surveys

posthog

Signals scout for PostHog surveys. Watches active surveys for score regressions, response-volume drops, abandonment spikes, and targeting drift, and aggregates…

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signals-scout-surveys

posthog

Focused Signals scout for PostHog projects running surveys. Watches active surveys for score regressions (NPS / CSAT / rating drops), response-volume drops,…

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signals-scout-web-analytics

posthog

PostHog 网站流量的信号侦察工具。监测各渠道会话量、归因断裂及着陆页健康度（跳出/404步骤）与…

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signals-scout-web-analytics

posthog

Signals scout for PostHog web traffic. Watches per-channel session volume, attribution breakage, and landing-page health (bounce / 404 steps) against the…

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signals-scout-web-analytics

posthog

Focused Signals scout for PostHog projects with web traffic. Watches the acquisition and site-health layer the web analytics product reports on: per-channel…

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signals-scout-web-vitals

posthog

Focused Signals scout for PostHog projects capturing Core Web Vitals (`$web_vitals`). Watches each page's p75 LCP / INP / CLS / FCP against the absolute Google…

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signals-scout-web-vitals

posthog

Focused Signals scout for PostHog projects capturing Core Web Vitals (`$web_vitals`). Watches each page's p75 LCP / INP / CLS / FCP against the absolute Google…

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simulate-new-user

posthog

向URL发送模拟的新访客流量，并确认PostHog $pageview事件被触发。当客户想要验证匿名访客…时使用。

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simulate-returning-user

posthog

Send synthetic single-session multi-page traffic to a URL and confirm PostHog $pageview events fire across page views. Use when verifying that cookies persist…

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skills-store

posthog

技能是存储在PostHog中的可复用代理工作流，遵循Agent Skills规范——包含指令主体（SKILL.md）及可选捆绑文件（脚本、参考资料、资源文件）、结构化元数据和允许工具列表（allowed_tools）。

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skills-store

posthog

技能是存储在PostHog中的可复用代理工作流，遵循Agent Skills规范——包含指令主体（SKILL.md）及可选捆绑文件（脚本、参考资料、资源文件）、结构化元数据和允许工具列表。

suggesting-data-imports

posthog

当用户询问收入、付款、订阅、账单、CRM交易、支持工单、生产数据库表或其他PostHog未包含的数据时使用。

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suggesting-data-imports

posthog

当用户询问收入、支付、订阅、账单、CRM交易、支持工单、生产数据库表或其他PostHog未包含的数据时使用。

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suggesting-data-imports

posthog

当用户询问收入、付款、订阅、账单、CRM交易、支持工单、生产数据库表或其他PostHog未包含的数据时使用。

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suppressing-noisy-errors

posthog

创建PostHog错误跟踪抑制规则，以在数据摄入时丢弃高频率、低价值的错误。当用户要求“停止捕获此错误”、“丢弃…”时使用。

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suppressing-noisy-errors

posthog

Create PostHog error tracking suppression rules to drop high-volume, low-value errors at ingestion. Use when the user asks "stop capturing this error", "drop…

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suppressing-noisy-errors

posthog

Create PostHog error tracking suppression rules to drop high-volume, low-value errors at ingestion. Use when the user asks "stop capturing this error", "drop…

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survey-sdk-audit

posthog

Audit PostHog survey SDK features and version requirements

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survey-sdk-audit

posthog

审计PostHog调查SDK的功能和版本要求

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tools-and-features-hogql

posthog

用于PostHog分析的HogQL查询

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triaging-error-issues

posthog

Triage PostHog error tracking issues during a daily or on-call review. Use when the user asks "what's broken?", "what new errors do we have?", "show me top…

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triaging-error-issues

posthog

在每日或值班审查期间对PostHog错误追踪问题进行分类。当用户询问“出了什么问题？”、“我们有哪些新错误？”、“显示主要…”时使用。

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triaging-error-issues

posthog

Triage PostHog error tracking issues during a daily or on-call review. Use when the user asks "what's broken?", "what new errors do we have?", "show me top…

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triaging-visual-review-runs

posthog

Visual Review 是 PostHog 的截图回归产品：CI 会捕获 Storybook 和 Playwright 的截图，与已提交的基准哈希进行比对，并在人工批准可见变更之前阻止 PR 合并。带有视觉变更的 PR 会携带一个 visual-review GitHub 状态检查，该检查保持红色，直到每个差异截图在 VR UI 中被批准或容忍。

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triaging-visual-review-runs

posthog

Inspects PostHog Visual Review (VR) runs that gate PR merges with screenshot regression checks. Use when the user mentions "visual review", "VR", "snapshot…

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triaging-visual-review-runs

posthog

Visual Review 是 PostHog 的截图回归产品：CI 捕获 Storybook 和 Playwright 的截图，与已提交的基准哈希进行对比，并在人工批准可见变更之前阻止 PR 合并。带有视觉变更的 PR 会携带一个 visual-review GitHub 状态检查，该检查保持红色，直到每个差异截图在 VR UI 中被批准或容忍。

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tuning-incremental-sync-config

posthog

同步的配置存储在ExternalDataSchema上，可随时通过external-data-schemas-partial-update进行更改。大多数更改是非破坏性的（在下一次同步时生效），但少数更改（切换sync_type、更改主键）需要谨慎处理，以避免损坏已同步的数据。

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tuning-incremental-sync-config

posthog

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tuning-incremental-sync-config

posthog

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turning-engineering-analytics-into-insights

posthog

Converts engineering analytics (PR / CI) data into saved PostHog insights, dashboards, and subscriptions, and explains what data the product reads so it can be…

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user-deep-dive

posthog

根据邮箱地址深度分析PostHog用户，了解其行为、时间分布及使用的产品。

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using-kea-disposables

posthog

Use when adding timers (`setInterval`, `setTimeout`), event listeners (`window.addEventListener`, `document.addEventListener`,…

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using-kea-disposables

posthog

Use when adding timers (`setInterval`, `setTimeout`), event listeners (`window.addEventListener`, `document.addEventListener`,…

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using-the-console-ui

posthog

How to drive PostHog Code's read panel as the user works with you — focus_* etiquette, when to call toast, how to handle 'follow mode' being off. Load when the…

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verify-posthog-instrumentation

posthog

Use this skill to verify that PostHog instrumentation is firing correctly on a website. Drives a real browser at one or more URLs, observes which PostHog…

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visualizing-change-over-time

posthog

帮助 PostHog 工程师和智能体在请求涉及随时间变化可视化、前后对比或周期对比时选择合适的图表…

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visualizing-change-over-time

posthog

帮助PostHog工程师和智能体在请求涉及随时间变化的可视化、前后对比或周期对比时，选择合适的图表。

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working-outside-the-console

posthog

Operating without a UI — MCP / IDE / Slack mode. How to compensate for missing client tools, how to be useful in a text-only chat. Load when the session client…

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working-with-skills

posthog

Best practices for agents managing PostHog skills via the MCP `skill-*` tools — how to discover, read, create, update, and refactor skills efficiently,…

official

working-with-skills

posthog

Best practices for agents managing PostHog skills via the MCP `skill-*` tools — how to discover, read, create, update, and refactor skills efficiently,…

official

working-with-skills

posthog

Best practices for agents managing PostHog skills via the MCP `llma-skill-*` tools — how to discover, read, create, update, and refactor skills efficiently,…

official

workload-analysis

posthog

为PostHog客户账户生成全面的工作负载分析可视化。当用户请求账户分析、工作负载分解、SDK…时使用。

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writing-clickhouse-queries

posthog

在PostHog产品代码中编写高性能ClickHouse查询的指南。用于编写HogQL查询运行器、为新产品的ClickHouse表设计等场景。

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writing-clickhouse-queries

posthog

Guide for writing performant ClickHouse queries in PostHog product code. Use when writing HogQL query runners, designing a ClickHouse table for a new product,…

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writing-kea-logics

posthog

Guide for writing or reviewing PostHog kea logic files (`*Logic.ts` / `*Logic.tsx`). Use when creating a new logic, adding…

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writing-kea-logics

posthog

Guide for writing or reviewing PostHog kea logic files (`*Logic.ts` / `*Logic.tsx`). Use when creating a new logic, adding…

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writing-skills

posthog

Guide for writing PostHog agent skills — job-to-be-done templates that teach agents how to use MCP tools to achieve a goal. Use when adding new product…

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writing-skills

posthog

编写PostHog代理技能的指南——任务模板，用于教导代理如何使用MCP工具达成目标。在添加新产品时使用…

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writing-tests

posthog

Gates whether a new test should exist and forces it to be efficient, protecting CI from low-value test bloat. Use before adding or substantially changing any…

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writing-tests

posthog

Gates whether a new test should exist and forces it to be efficient, protecting CI from low-value test bloat. Use before adding or substantially changing any…

official

x-article

posthog

Convert a posthog.com blog or newsletter post into a markdown file formatted for posting as an X (Twitter) Article. Strips frontmatter, promotes the title to…

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