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Posthog技能

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account-handover

Draft structured handover notes for transitioning a PostHog account from one TAM or CSM to another. Use this skill when a TAM needs to hand over an account,…

account-handover

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，…

为 posthog-definitions 添加对新的 PostHog 资源类型（功能开关、群组、动作、调查、注释、警报……）的支持。遍历八个文件……

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

adding-framework-support

Add a new framework integration to the PostHog wizard. Use when adding support for a new language or framework (e.g. Ruby on Rails, Go, Angular). Covers…

adding-inbox-sources

Add a new warehouse-backed source to the PostHog Desktop Self-driving Inbox (the feature that ships GitHub, Linear, Zendesk, pganalyze, Jira). A source syncs…

adding-ingestion-warnings

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。

adding-mcp-store-servers

Add a third-party MCP server (Linear, Notion, GitHub, ...) to the PostHog MCP store catalog. Use when asked to "add X to the MCP store", expand the MCP server…

adding-personhog-rpc

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…

adding-personhog-rpc

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…

adding-personhog-rpc

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

adding-personhog-rpc

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

adding-product-alerting

Recommended repo-engineering guide when adding alerting to a PostHog product or extending the shared alerts platform. Routes lifecycle state machines,…

adding-project-secret-api-key-auth

如何通过项目密钥API密钥（PSAK）认证来保护PostHog API端点——一种项目级、无用户的服务凭证。在向…添加PSAK支持时使用。

adding-project-secret-api-key-auth

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…

adding-project-secret-api-key-auth

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…

adding-project-secret-api-key-auth

如何通过项目密钥API密钥（PSAK）认证来保护PostHog API端点——这是一种项目级、无用户的服务凭证。在向…添加PSAK支持时使用。

adding-skill-program

Create a new skill-based program for the PostHog wizard. Use when adding a program type (like revenue analytics, audit, error tracking) that installs a…

adopting-generated-api-types

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

adopting-generated-api-types

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

adopting-generated-api-types

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

adopting-generated-api-types

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

analysing-exported-session-recordings

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

analyzing-expensive-users

分析AI可观测性中最昂贵的用户，并解释其成本高昂的原因。当用户询问关于高消费用户、昂贵用户、人均消费等问题时使用。

analyzing-experiment-query-performance

Pull and interpret production experiment query-performance data from the staff-only `/api/debug_ch_queries` endpoints backing the `/instance/query_performance`…

analyzing-experiment-session-replays

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。

analyzing-experiment-session-replays

Analyze session replay patterns across experiment variants to understand user behavior differences. Use when the user wants to see how users interact with…

analyzing-experiment-session-replays

Analyze session replay patterns across experiment variants to understand user behavior differences. Use when the user wants to see how users interact with…

analyzing-experiment-session-replays

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。

analyzing-experiment-session-replays

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。

analyzing-insights-across-teams

Analyze PostHog insights, dashboards, or teams beyond the current project by querying the prod Postgres replicas synced into the dogfood data warehouse (US…

assessing-heatmaps

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…

assessing-heatmaps

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…

assessing-heatmaps

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…

assessing-heatmaps

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……

assessing-heatmaps

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

auditing-endpoints

审计PostHog项目中的每个端点，检查是否存在过时、物化失败以及未使用的物化版本。当用户询问“哪些端点可以…”时使用。

auditing-endpoints

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

auditing-endpoints

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

auditing-endpoints

审计PostHog项目中的每个端点，检查过时、失败的物化以及未使用的物化版本。当用户询问“哪些端点可以…”时使用。

auditing-endpoints

审计PostHog项目中的每个端点，检查是否存在过时、物化失败以及未使用的物化版本。当用户询问“哪些端点可以…”时使用。

auditing-experiments-flags

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。

auditing-experiments-flags

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。

auditing-experiments-flags

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。

auditing-llm-gateway-parity

Audits services/llm-gateway against PostHog/ai-gateway and updates services/llm-gateway/PARITY.md from current implementation evidence. Use when either gateway…

auditing-the-fleet

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

auditing-the-fleet

舰队级审计——扫描所有智能体，挖掘近期会话中的故障/异常，分类根本原因，并为每个修复方案创建草稿提案（绝不……

auditing-warehouse-data-health

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。

auditing-warehouse-data-health

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。

auditing-warehouse-data-health

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。

auditing-warehouse-data-health

Audit the health of a PostHog project's data warehouse — find every broken or degraded pipeline item across sources, sync schemas, materialized views, batch…

auditing-warehouse-source-coverage

Audit already-implemented Data warehouse import sources for endpoints, schemas, and tables the vendor's API offers but we never wired up. Use when asked…

auditing-warehouse-source-health

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。

auditing-warehouse-source-health

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。

auditing-warehouse-source-health

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.…

auditing-warehouse-view-health

审计PostHog项目物化视图（已保存查询）的健康状况——查找所有失败的物化操作，并标记未使用或过时的物化视图，这些视图…

auditing-warehouse-view-health

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

auditing-warehouse-view-health

审计PostHog项目物化视图（已保存查询）的健康状况——查找所有失败的物化操作，并标记未使用或过时的物化视图，这些视图…

author-stepwise-skill

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

author-stepwise-skill

Scaffold a new context-mill skill that walks an agent through an ordered series of narrowly-scoped reference files. Works for any number of steps. Use when the…

authoring-ci-workflows

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

authoring-ci-workflows

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

authoring-error-tracking-alerts

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。

authoring-error-tracking-alerts

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…

authoring-error-tracking-alerts

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。

authoring-log-alerts

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。

authoring-log-alerts

在 PostHog 项目中为服务编写有用且低噪音的日志告警。当用户要求为其日志设置告警、建议应添加的告警时使用…

authoring-log-alerts

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,…

authoring-log-alerts

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,…

authoring-log-alerts

在 PostHog 项目中为服务编写有用且低噪音的日志告警。当用户要求为其日志设置告警、建议应添加的告警时使用…

authoring-scouts

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。

authoring-scouts

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…

authoring-scouts

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。

authoring-signals-scouts

如何编写、编辑和调整PostHog Signals scouts——这些是定时运行的代理，用于扫描项目并将发现结果发送到Signals收件箱。当用户……

authoring-signals-scouts

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…

authoring-signals-scouts

如何编写、编辑和适配PostHog Signals scouts——这些定时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。

autoresolving-pr-conflicts

Operating procedure for the conflict-autoresolver agent: sweep open PostHog/posthog PRs that conflict with master, resolve the trivial conflicts (generated…

building-a-dashboard

Build a new dashboard, or update an existing one, from a set of insights — the same job the in-app assistant does with its upsert-dashboard tool, but over MCP.…

building-product-empty-states

Guide for adding a product setup empty state — the skippable first-run screen a product scene shows until real data arrives, built on the shared…

building-workflows

通过MCP构建、编辑、测试、启用和监控PostHog工作流。编写动作/边图，使其在可视化编辑器中干净运行并打开，然后更改…

building-workflows

通过MCP构建、编辑、测试、启用和监控PostHog工作流。编写动作/边图，使其在可视化编辑器中干净运行并打开，然后更改…

check-posthog-loading

Inspect how the PostHog JavaScript SDK is loaded across a list of URLs. Use to confirm consistent installation across pages, find pages missing the snippet,…

check-posthog-loading

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…

checking-deploy-timing

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。

checking-deploy-timing

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…

checking-deploy-timing

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代码变更何时到达给定环境。

choosing-trend-or-slope-view

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。

choosing-trend-or-slope-view

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…

choosing-trend-or-slope-view

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。

cleaning-up-stale-feature-flags

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…

cleaning-up-stale-feature-flags

Identify and clean up stale feature flags in a PostHog project. Use when the user wants to find unused, fully rolled out, or abandoned feature flags, review…

cleaning-up-stale-feature-flags

Identify and clean up stale feature flags in a PostHog project. Use when the user wants to find unused, fully rolled out, or abandoned feature flags, review…

cleaning-up-stale-feature-flags

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…

cleaning-up-stale-feature-flags

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…

clickhouse-migrations

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

clickhouse-migrations

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

clickhouse-migrations

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

clickhouse-migrations

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

competitor-data-verifier

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。

competitor-data-verifier

Verify and update competitor product data by scraping competitor websites using WebFetch/WebSearch. Use when the user asks to verify, check, or update…

configuring-experiment-analytics

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

configuring-experiment-analytics

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…

configuring-experiment-analytics

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

configuring-experiment-analytics

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

configuring-experiment-analytics

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

configuring-experiment-rollout

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……

configuring-experiment-rollout

Configures the rollout shape of a PostHog experiment — the variant split (50/50, 80/20, A/B/C ratios), the overall rollout percentage that gates how many users…

configuring-experiment-rollout

Configures the rollout shape of a PostHog experiment — the variant split (50/50, 80/20, A/B/C ratios), the overall rollout percentage that gates how many users…

configuring-experiment-rollout

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…

configuring-experiment-rollout

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……

consuming-endpoints-from-client-code

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…

consuming-endpoints-from-client-code

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,…

consuming-endpoints-from-client-code

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,…

consuming-endpoints-from-client-code

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生成类型化客户端的过程…

consuming-endpoints-from-client-code

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生成类型化客户端的过程…

copying-endpoints-across-projects

Copy a PostHog endpoint (a saved HogQL/insight query exposed as an API route) to another project in the same organization, or duplicate it under a new name in…

copying-flags-across-projects

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。

copying-flags-across-projects

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…

copying-flags-across-projects

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…

copying-flags-across-projects

将一个功能标志从一个PostHog项目复制到同一组织中的一个或多个目标项目。当用户想要复制一个标志、推广一个…时使用。

copying-flags-across-projects

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。

creating-ai-subscription

创建一个定期生成的AI PostHog报告——安排一个自由文本提示按cron运行，并将LLM合成的markdown通过电子邮件或Slack发送到……

creating-ai-subscription

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…

creating-ai-subscription

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…

creating-ai-subscription

创建一个定期生成的AI PostHog报告 — 安排一个自由文本提示按cron计划运行，将LLM合成的markdown通过电子邮件或Slack发送到…

creating-ai-subscription

创建一个定期生成的AI PostHog报告——安排一个自由文本提示按cron运行，并将LLM合成的markdown通过电子邮件或Slack发送到……

creating-an-endpoint

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…）

creating-an-endpoint

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…

creating-an-endpoint

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…

creating-an-endpoint

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

creating-an-endpoint

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

creating-experiments

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…

creating-experiments

Guides agents through the 3-step experiment creation flow: defining the hypothesis, configuring rollout, and setting up analytics. Delegates rollout decisions…

creating-experiments

Guides agents through the 3-step experiment creation flow: defining the hypothesis, configuring rollout, and setting up analytics. Delegates rollout decisions…

creating-experiments

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…

creating-experiments

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…

creating-online-evaluations

在PostHog AI可观测性中持续运行在线评估，基于你已识别的真实故障模式。当用户想要……时使用。

creating-online-evaluations

在PostHog AI可观测性中持续运行在线评估，基于你已识别的真实故障模式。当用户希望……时使用。

creating-online-evaluations

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

creating-replay-vision-scanners

指导智能体创建并安全调整Replay Vision扫描仪：选择扫描仪类型（监控器/分类器/评分器/摘要器），塑造…

creating-replay-vision-scanners

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

creating-replay-vision-scanners

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

creating-replay-vision-scanners

指导智能体创建并安全调整Replay Vision扫描仪：选择扫描仪类型（监控器/分类器/评分器/摘要器），塑造…

creating-replay-vision-scanners

指导智能体创建并安全调整Replay Vision扫描仪：选择扫描仪类型（监控器/分类器/评分器/摘要器），塑造…

dashboard-widgets

指导PostHog工程师在仓库中完成仪表盘小部件平台工作——发布新的widget_type（WIDGET_REGISTRY、catalog、run_widgets、WidgetCard）或……

debugging-ci-failures

调试PostHog的PR、提交和分支中失败的GitHub Actions CI运行，并回答广泛的CI健康问题（“CI是红色的吗？”，“今天master是绿色的吗？”，…）

debugging-ci-failures

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?",…

debugging-ci-failures

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?",…

debugging-ci-failures

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。

debugging-local-replay

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。

debugging-local-replay

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。

debugging-local-replay

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…

debugging-local-replay

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…

debugging-local-replay

调试为何会话录制未出现在本地开发环境中。当开发者报告本地回放摄取不工作、录制…时使用。

debugging-local-task-agent-runs

Debug the output of local PostHog task runs — the wizard cloud-run path that executes inside a Docker sandbox under the local Temporal `process-task` workflow…

debugging-signals-pipeline

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…

debugging-signals-pipeline

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…

debugging-signals-pipeline

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

debugging-signals-pipeline

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

debugging-signals-pipeline

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…

debugging-surveys

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。

debugging-surveys

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。

depot-container-builds

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

depot-container-builds

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

depot-container-builds

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

depot-container-builds

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

depot-github-runners

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…

depot-github-runners

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

depot-github-runners

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

depot-github-runners

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。适用于设置或迁移GitHub Actions工作流时…

designing-email-templates

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……

designing-email-templates

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……

designing-email-templates

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……

diagnosing-ci-and-merge-bottlenecks

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）……

diagnosing-ci-and-merge-bottlenecks

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）……

diagnosing-ci-and-merge-bottlenecks

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

diagnosing-ci-and-merge-bottlenecks

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

diagnosing-ci-and-merge-bottlenecks

使用工程分析MCP工具（拉取请求列表及CI状态等）诊断GitHub仓库的CI和拉取请求流水线健康状况。

diagnosing-endpoint-performance

诊断PostHog端点为何缓慢或昂贵，并提出具体修复方案——如提高缓存TTL、启用物化、重构变量或重写……

diagnosing-endpoint-performance

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

diagnosing-endpoint-performance

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

diagnosing-endpoint-performance

诊断PostHog端点为何缓慢或昂贵，并提出具体修复方案——如提高缓存TTL、启用物化、重构变量或重写……

diagnosing-endpoint-performance

诊断PostHog端点为何缓慢或昂贵，并提出具体修复方案——如提升缓存TTL、启用物化、重构变量或重写……

diagnosing-experiment-results

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…

diagnosing-experiment-results

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

diagnosing-experiment-results

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

diagnosing-experiment-results

诊断特定PostHog实验中的偏差、异常和看起来奇怪的结果。涵盖空/0曝光实验、样本比例不匹配、身份…

diagnosing-experiment-results

诊断特定PostHog实验中的偏差、异常和看起来奇怪的结果。涵盖空/0曝光实验、样本比例不匹配、身份…

diagnosing-failed-warehouse-syncs

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。

diagnosing-failed-warehouse-syncs

Diagnose why a data warehouse sync is failing and recommend the right recovery action. Use when the user asks "why isn't my Stripe/Postgres/Hubspot sync…

diagnosing-failed-warehouse-syncs

Diagnose why a data warehouse sync is failing and recommend the right recovery action. Use when the user asks "why isn't my Stripe/Postgres/Hubspot sync…

diagnosing-failed-warehouse-syncs

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。

diagnosing-failed-warehouse-syncs

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。

diagnosing-missing-recordings

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。

diagnosing-missing-recordings

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。

diagnosing-missing-recordings

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。

diagnosing-sdk-health

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。

diagnosing-sdk-health

Diagnoses the health of a project's PostHog SDK integrations — which SDKs are out of date and how to fix them. Use when a user asks about PostHog SDK versions,…

diagnosing-sdk-health

Diagnoses the health of a project's PostHog SDK integrations — which SDKs are out of date and how to fix them. Use when a user asks about PostHog SDK versions,…

diagnosing-sdk-health

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。

diagnosing-sdk-health

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。

diagnosing-stacktrace-symbolication

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……

diagnosing-stacktrace-symbolication

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

diagnosing-stacktrace-symbolication

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

django-migrations

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

django-migrations

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

django-migrations

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

django-migrations

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…

django-startup-time

将重型导入移出django.setup()路径，避免每个进程（web、celery、temporal、migrate、shell、CI）都为此付出代价。在涉及AppConfig.ready()时使用…

django-startup-time

将重型导入移出django.setup()路径，避免每个进程（web、celery、temporal、migrate、shell、CI）都为此付出代价。在涉及AppConfig.ready()时使用…

documenting-warehouse-sources

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…

documenting-warehouse-sources

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…

documenting-warehouse-sources

Write or update the user-facing posthog.com documentation for a PostHog Data warehouse import source. Use when adding a new source doc, fixing an inconsistent…

documenting-warehouse-sources

Write or update the user-facing posthog.com documentation for a PostHog Data warehouse import source. Use when adding a new source doc, fixing an inconsistent…

downloading-batch-export-files

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。

downloading-batch-export-files

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…

downloading-batch-export-files

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…

downloading-batch-export-files

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PostHog原始数据、创建…时使用。

downloading-batch-export-files

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。

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。

Start duckgres with DuckLake (S3-backed storage with PostgreSQL metadata) for local testing. Use when testing duckgres against DuckLake or reproducing Fivetran…

error-tracking-android

PostHog error tracking for Android

error-tracking-android

PostHog Android 错误追踪

error-tracking-angular

PostHog error tracking for Angular

error-tracking-angular

PostHog Angular 错误追踪

error-tracking-flutter

PostHog error tracking for Flutter

error-tracking-flutter

PostHog Flutter 错误追踪

error-tracking-go

PostHog error tracking for Go

error-tracking-go

PostHog Go 错误追踪

error-tracking-hono

PostHog 针对 Hono 的错误追踪

error-tracking-hono

PostHog error tracking for Hono

error-tracking-nextjs

PostHog error tracking for Next.js

error-tracking-nextjs

PostHog 针对 Next.js 的错误追踪

error-tracking-node

PostHog Node.js 错误追踪

error-tracking-node

PostHog error tracking for Node.js

error-tracking-nuxt

PostHog Nuxt 错误追踪

error-tracking-nuxt

PostHog error tracking for Nuxt

error-tracking-python

PostHog Python 错误追踪

error-tracking-python

PostHog error tracking for Python

error-tracking-react

PostHog React 错误追踪

error-tracking-react

PostHog error tracking for React

error-tracking-react-native

PostHog React Native 的错误追踪

error-tracking-react-native

PostHog error tracking for React Native

error-tracking-ruby

PostHog Ruby 错误追踪

error-tracking-ruby

PostHog error tracking for Ruby

error-tracking-ruby-on-rails

PostHog error tracking for Ruby on Rails

error-tracking-ruby-on-rails

PostHog 针对 Ruby on Rails 的错误追踪

error-tracking-svelte

PostHog error tracking for Svelte

error-tracking-svelte

PostHog 针对 Svelte 的错误追踪

error-tracking-web

PostHog error tracking for Web (JavaScript)

error-tracking-web

PostHog Web（JavaScript）错误追踪

establishing-code-ownership

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

establishing-code-ownership

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

establishing-code-ownership

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

experiment-audit

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”、……

exploring-ai-failures

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……

exploring-ai-failures

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…

exploring-ai-failures

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……

exploring-apm-traces

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。

exploring-apm-traces

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

exploring-apm-traces

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。

exploring-apm-traces

使用PostHog APM（OpenTelemetry跨度）数据通过MCP调查分布式应用性能。当用户询问服务追踪、慢速…时使用。

exploring-autocapture-events

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。

exploring-autocapture-events

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。

exploring-autocapture-events

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。

exploring-autocapture-events

Guides exploration of $autocapture events captured by posthog-js to understand user interactions, find CSS selectors (especially data-attr attributes),…

exploring-autocapture-events

Guides exploration of $autocapture events captured by posthog-js to understand user interactions, find CSS selectors (especially data-attr attributes),…

exploring-endpoint-execution-logs

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……

exploring-endpoint-execution-logs

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

exploring-endpoint-execution-logs

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

exploring-endpoint-execution-logs

探索并诊断PostHog端点的执行日志——错误消息、失败运行、缓存未命中、慢速运行或端点运行期间意外的行计数……

exploring-endpoint-execution-logs

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……

exploring-live-traffic

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

exploring-live-traffic

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

exploring-live-traffic

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

exploring-live-traffic

检查PostHog Web分析Live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……

exploring-live-traffic

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……

exploring-llm-clusters

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……

exploring-llm-clusters

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……

exploring-llm-clusters

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……

exploring-llm-clusters

Investigate AI observability clusters — understand usage patterns in AI/LLM traffic, compare cluster behavior, compute cost/latency metrics, and drill into…

exploring-llm-clusters

Investigate AI observability clusters — understand usage patterns in AI/LLM traffic, compare cluster behavior, compute cost/latency metrics, and drill into…

exploring-llm-costs

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。

exploring-llm-costs

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。

exploring-llm-costs

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…

exploring-llm-costs

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…

exploring-llm-costs

调查PostHog中的LLM支出——随时间推移的总成本、按模型、提供商、用户、追踪或自定义维度划分的成本、Token和缓存命中经济学，以及成本…

exploring-llm-evaluations

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：

exploring-llm-evaluations

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：

exploring-llm-evaluations

Investigate AI observability evaluations — `hog` (deterministic code-based), `llm_judge` (LLM-prompt-based), and `sentiment` (user-message sentiment). Find…

exploring-llm-evaluations

Investigate AI observability evaluations of both types — `hog` (deterministic code-based) and `llm_judge` (LLM-prompt-based). Find existing evaluations,…

exploring-llm-evaluations

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：

exploring-llm-traces

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。

exploring-llm-traces

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。

exploring-llm-traces

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。

exploring-mcp-intent-clusters

探索PostHog MCP意图集群——按语义相似性分组的代理目标，包含每个集群的工具分布和错误率。当用户询问……时使用。

exploring-mcp-intent-clusters

探索PostHog MCP意图集群——按语义相似性分组的代理目标，包含每个集群的工具分布和错误率。当用户询问……时使用。

exploring-mcp-intent-clusters

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…

exploring-mcp-sessions

调查单个PostHog MCP会话——单个代理在一次运行中执行的一系列工具调用、其尝试完成的任务以及出错的位置。使用…

exploring-mcp-sessions

调查单个PostHog MCP会话——单个代理在一次运行中执行的一系列工具调用、其尝试完成的任务以及出错的位置。使用…

exploring-mcp-tool-quality

调查 PostHog MCP 工具调用的质量——错误率、延迟、覆盖范围，以及哪些工具失败或缓慢。当用户询问“哪个 MCP 工具……”时使用。

exploring-mcp-tool-quality

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…

exploring-mcp-tool-quality

调查 PostHog MCP 工具调用的质量——错误率、延迟、覆盖范围，以及哪些工具出现故障或响应缓慢。当用户询问“哪个 MCP 工具……”时使用。

exploring-mcp-tool-usage

探索PostHog MCP服务器工具使用方式的起点——将宽泛问题路由到能回答该问题的类型化工具。当用户询问“如何……”时使用。

exploring-mcp-tool-usage

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…

exploring-mcp-tool-usage

探索 PostHog MCP 服务器工具使用方式的起点——将宽泛问题路由到能回答它的类型化工具。当用户询问“如何……”时使用。

exploring-replay-vision-observations

指导智能体拉取Replay Vision扫描仪的观测结果、读取发现并采取行动——总结跨会话的模式、深入分析……

exploring-replay-vision-observations

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

exploring-replay-vision-observations

指导智能体拉取Replay Vision扫描仪的观测结果，读取发现并采取行动——总结跨会话的模式，深入分析……

exploring-scouts

如何探索和理解PostHog Signals scouts——这些定时任务代理会扫描项目并将报告写入Signals收件箱。当用户……时使用。

exploring-scouts

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…

exploring-scouts

如何探索和理解PostHog Signals scouts——这些定时代理会扫描项目并将报告写入Signals收件箱。当用户……时使用。

exploring-signals-scouts

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。

exploring-signals-scouts

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…

exploring-signals-scouts

如何探索和理解PostHog Signals scouts——这些定时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。

exploring-the-wizard

Run, drive, and explore the PostHog wizard headlessly against an app — boot it on the app and decide each screen yourself over the wizard-ci MCP tools…

exporting-session-recordings

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…

extending-personhog-test-harness

When and how to add scenarios, chaos events, and invariants to the personhog e2e test harness (rust/personhog-test-harness). Use after fixing a bug or…

feature-flags-android

PostHog 功能开关，适用于 Android 应用

feature-flags-android

PostHog feature flags for Android applications

feature-flags-api

PostHog feature flags for API applications

feature-flags-api

PostHog 功能开关，适用于 API 应用程序

feature-flags-dotnet

PostHog feature flags for .NET applications

feature-flags-dotnet

PostHog 功能开关，适用于 .NET 应用程序

feature-flags-elixir

PostHog feature flags for Elixir applications

feature-flags-elixir

PostHog 为 Elixir 应用提供的功能标志

feature-flags-flutter

PostHog feature flags for Flutter applications

feature-flags-flutter

PostHog 为 Flutter 应用提供的功能开关

feature-flags-go

PostHog feature flags for Go applications

feature-flags-go

PostHog 功能开关，适用于 Go 应用程序

feature-flags-ios

PostHog feature flags for iOS applications

feature-flags-ios

PostHog 功能开关，适用于 iOS 应用

feature-flags-java

PostHog feature flags for Java applications

feature-flags-java

PostHog 功能标志，适用于 Java 应用程序

feature-flags-nextjs

PostHog feature flags for Next.js applications

feature-flags-nextjs

PostHog 功能标志，适用于 Next.js 应用

feature-flags-nodejs

PostHog feature flags for Node.js applications

feature-flags-nodejs

PostHog 功能标志，适用于 Node.js 应用程序

feature-flags-php

PostHog feature flags for PHP applications

feature-flags-php

PostHog 功能标志，适用于 PHP 应用程序

feature-flags-python

PostHog feature flags for Python applications

feature-flags-python

PostHog 功能标志，适用于 Python 应用程序

feature-flags-react

PostHog feature flags for React applications

feature-flags-react

PostHog 功能标志，适用于 React 应用

feature-flags-react-native

PostHog feature flags for React Native applications

feature-flags-react-native

PostHog 功能标志，适用于 React Native 应用

feature-flags-ruby

PostHog feature flags for Ruby applications

feature-flags-ruby

PostHog 功能标志，适用于 Ruby 应用程序

feature-flags-rust

PostHog feature flags for Rust applications

feature-flags-rust

PostHog 功能标志，适用于 Rust 应用程序

feature-flags-web

PostHog feature flags for Web (JavaScript) applications

feature-flags-web

PostHog 面向 Web（JavaScript）应用的功能标志

feature-usage-feed

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。

feature-usage-feed

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。

feature-usage-feed

Set up an LLM-judge evaluation that extracts canonical use cases for a PostHog feature at scale and streams the results to a Slack channel as a live feed. Use…

feature-usage-feed

Set up an LLM-judge evaluation that extracts canonical use cases for a PostHog feature at scale and streams the results to a Slack channel as a live feed. Use…

feature-usage-feed

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。

filtering-bot-traffic

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。

filtering-bot-traffic

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

filtering-bot-traffic

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

finding-deleted-feature-flags

查找在最近时间窗口内于活跃项目中软删除的功能标志。当用户询问“最近N天内删除了哪些标志…”时使用。

finding-deleted-feature-flags

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…

finding-deleted-feature-flags

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…

finding-deleted-feature-flags

查找在最近时间窗口内，活跃项目中被软删除的功能开关。当用户询问“最近N天内删除了哪些开关…”时使用。

finding-deleted-feature-flags

查找在最近时间窗口内，活跃项目中被软删除的功能开关。当用户询问“最近N天内删除了哪些开关…”时使用。

finding-experiments

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

finding-experiments

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

finding-experiments

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

finding-experiments

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…

finding-experiments

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

finding-llm-gateway-migration-candidates

Finds and ranks callers that could move from services/llm-gateway to PostHog/ai-gateway. Use when asked what to migrate next, to find low-risk gateway…

finding-replay-for-issue

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。

finding-replay-for-issue

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…

finding-replay-for-issue

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…

finding-replay-for-issue

查找与错误跟踪问题关联的最具信息量的会话录制。当用户拥有错误跟踪问题ID并希望观看回放时使用…

finding-replay-for-issue

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。

finding-sessions-to-watch

引导用户从“我想看录像但不知道看哪些”到一份简短、高价值的值得观看的会话列表。当用户询问哪些……时使用。

finding-sessions-to-watch

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…

finding-sessions-to-watch

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…

finding-sessions-to-watch

引导用户从“我想看录像但不知道看哪些”到一份简短、高价值的值得观看的会话列表。当用户询问哪些……时使用。

finding-sessions-to-watch

引导用户从“我想看录像但不知道看哪些”到一份简短、高价值的值得观看的会话列表。当用户询问哪些……时使用。

fixing-flaky-tests

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。

fixing-flaky-tests

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…

fixing-flaky-tests

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…

fixing-flaky-tests

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中间歇性失败但……时使用。

formatting-insight-axes

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…

formatting-insight-axes

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…

formatting-insight-axes

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…

formatting-insight-axes

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…

formatting-insight-axes

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…

gating-production-deploys

在添加或编辑通过build-push-action将容器镜像推送到注册表（ECR/ghcr/Docker Hub）或触发…的GitHub Actions工作流时使用

gating-production-deploys

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…

gating-production-deploys

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…

gating-production-deploys

在添加或编辑通过 build-push-action 将容器镜像推送到注册表（ECR/ghcr/Docker Hub）或触发…的 GitHub Actions 工作流时使用。

generating-clickhouse-query-performance-reports

为PostHog的生产环境ClickHouse（美国和欧盟）生成并整理慢查询性能报告。当被要求提供慢查询报告、查询性能…时使用。

generating-clickhouse-query-performance-reports

为PostHog的生产环境ClickHouse（美国和欧盟）生成并整理慢查询性能报告。当被要求提供慢查询报告、查询性能……时使用。

grouping-noisy-errors

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。

grouping-noisy-errors

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…

grouping-noisy-errors

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…

grouping-noisy-errors

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。

grouping-noisy-errors

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。

PostHog 开发者命令行工具和仓库工具参考。当用户提到 hogli、询问仓库命令行工具、二进制脚本、Makefile 或相关操作时使用。

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

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

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。

implementing-agent-modes

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…

implementing-agent-modes

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…

implementing-agent-modes

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…

implementing-agent-modes

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…

implementing-mcp-tools

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…

implementing-mcp-tools

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…

implementing-mcp-ui-apps

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…

implementing-mcp-ui-apps

添加MCP UI应用的指南——这些交互式可视化工具可在Claude Desktop等MCP客户端中渲染工具结果。在添加新详情或列表时使用…

implementing-warehouse-sources

实现并扩展PostHog数据仓库导入源。用于在products/warehouse_sources/backend/temporal/data_imports/sources下添加新源时…

implementing-warehouse-sources

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

implementing-warehouse-sources

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

implementing-warehouse-sources

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…

improving-drf-endpoints

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。

improving-drf-endpoints

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。

improving-drf-endpoints

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

improving-drf-endpoints

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

improving-mcp-tools

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…

improving-mcp-tools

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…

improving-mcp-tools

运行一个improve-my-MCP活动：一种自动研究式循环，通过评估工具衡量MCP代理体验，找出影响最大的工具问题…

inbox-exploration

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。

inbox-exploration

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…

inbox-exploration

Explore PostHog's Inbox — the surface where signal reports surface as actionable issues and trends. Use when the user asks "what's in my inbox?", "what should…

inbox-exploration

探索PostHog的收件箱，并对其呈现的内容采取行动——这里是信号报告汇聚成可处理问题和趋势的地方。当用户询问“有什么……”时使用。

inbox-exploration

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。

ingestion-pipeline-doctor-nodejs

PostHog 数据摄取管道框架及其约定检查代理的快速参考。

ingestion-pipeline-doctor-nodejs

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。

ingestion-pipeline-doctor-nodejs

Ingestion pipeline architecture overview and convention reference. Use when you need a quick orientation to the pipeline framework or want to know which doctor…

ingestion-pipeline-doctor-nodejs

Ingestion pipeline architecture overview and convention reference. Use when you need a quick orientation to the pipeline framework or want to know which doctor…

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…

instrument-error-tracking

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。

instrument-error-tracking

Add PostHog error tracking to capture and monitor exceptions. Use after implementing features or reviewing PRs to ensure errors are tracked with stack traces…

instrument-error-tracking

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。

instrument-feature-flags

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。

instrument-feature-flags

Add PostHog feature flags to gate new functionality. Use after implementing features or reviewing PRs to ensure safe rollouts with feature flag controls. Also…

instrument-feature-flags

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。

instrument-integration

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。

instrument-integration

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。

instrument-integration

Add PostHog SDK integration to your application. Use when setting up PostHog for the first time or reviewing PRs that need PostHog initialization. Covers SDK…

instrument-llm-analytics

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。

instrument-llm-analytics

Add PostHog LLM analytics to trace AI model usage. Use after implementing LLM features or reviewing PRs to ensure all generations are captured with token…

instrument-llm-analytics

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。

instrument-logs

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。

instrument-logs

Add PostHog log capture to track application logs. Use after implementing features or reviewing PRs to ensure meaningful log events are captured with…

instrument-logs

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。

instrument-product-analytics

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。

instrument-product-analytics

Add PostHog product analytics events to track user behavior. Use after implementing new features or reviewing PRs to ensure meaningful user actions are…

instrument-product-analytics

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。

instrumenting-first-party-metrics

How to instrument PostHog's own Metrics product from PostHog-owned code — record counters, gauges, and histograms that land in posthog.metrics, the same way…

integration-android

PostHog 集成，适用于 Android 应用

integration-android

PostHog integration for Android applications

integration-angular

PostHog integration for Angular applications

integration-angular

PostHog 集成，适用于 Angular 应用

integration-astro-hybrid

PostHog integration for Astro hybrid rendering with both static and server-rendered pages

integration-astro-hybrid

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

integration-astro-ssr

用于服务端渲染的Astro应用（含API路由）的PostHog集成

integration-astro-ssr

PostHog integration for server-rendered Astro applications with API routes

integration-astro-static

PostHog integration for static Astro sites using SSG

integration-astro-static

使用SSG的静态Astro站点的PostHog集成

integration-astro-view-transitions

PostHog integration for Astro with ClientRouter view transitions

integration-astro-view-transitions

PostHog 集成至 Astro，支持 ClientRouter 视图过渡

integration-django

PostHog integration for Django applications

integration-django

PostHog 与 Django 应用的集成

integration-expo

PostHog integration for Expo applications

integration-expo

适用于Expo应用的PostHog集成

integration-fastapi

PostHog integration for FastAPI applications

integration-fastapi

PostHog 集成，适用于 FastAPI 应用

integration-flask

PostHog integration for Flask applications

integration-flask

PostHog 集成，适用于 Flask 应用

integration-javascript_node

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

integration-javascript_node

PostHog integration for server-side Node.js applications using posthog-node

integration-javascript_web

PostHog integration for client-side web JavaScript applications using posthog-js

integration-javascript_web

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

integration-laravel

PostHog integration for Laravel applications

integration-laravel

PostHog 与 Laravel 应用的集成

integration-nextjs-app-router

PostHog integration for Next.js App Router applications

integration-nextjs-app-router

PostHog 集成，适用于 Next.js App Router 应用

integration-nextjs-pages-router

PostHog integration for Next.js Pages Router applications

integration-nextjs-pages-router

PostHog 集成，适用于 Next.js Pages Router 应用

integration-nuxt-3.6

PostHog integration for Nuxt versions 3.0 to 3.6

integration-nuxt-3.6

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

integration-nuxt-4

PostHog integration for Nuxt 4 applications

integration-nuxt-4

PostHog 集成，适用于 Nuxt 4 应用

integration-python

PostHog integration for any Python application using the Python SDK

integration-python

适用于任何使用Python SDK的Python应用的PostHog集成

integration-react-native

PostHog integration for React Native applications

integration-react-native

PostHog 集成，适用于 React Native 应用

integration-react-react-router-6

PostHog integration for React Router v6 applications

integration-react-react-router-6

PostHog 集成，适用于 React Router v6 应用

integration-react-react-router-7-data

PostHog integration for React Router v7 - Data mode applications

integration-react-react-router-7-data

PostHog 集成用于 React Router v7 数据模式应用

integration-react-react-router-7-declarative

PostHog integration for React Router v7 - Declarative mode applications

integration-react-react-router-7-declarative

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

integration-react-react-router-7-framework

PostHog integration for React Router v7 - Framework mode applications

integration-react-react-router-7-framework

PostHog 集成用于 React Router v7 - 框架模式应用

integration-react-tanstack-router-code-based

PostHog integration for React applications using TanStack Router with code-based routing

integration-react-tanstack-router-code-based

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。

integration-react-tanstack-router-file-based

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。

integration-react-tanstack-router-file-based

PostHog integration for React applications using TanStack Router with file-based routing

integration-react-vite

PostHog integration for React applications built with Vite (no router)

integration-react-vite

用于基于Vite构建的React应用的PostHog集成（无路由器）

integration-ruby

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

integration-ruby

PostHog integration for any Ruby application using the Ruby SDK

integration-ruby-on-rails

PostHog integration for Ruby on Rails applications

integration-ruby-on-rails

PostHog 集成，适用于 Ruby on Rails 应用程序

integration-sveltekit

PostHog integration for SvelteKit applications

integration-sveltekit

PostHog 集成，适用于 SvelteKit 应用

integration-swift

PostHog integration for Swift iOS and macOS applications

integration-swift

PostHog 集成，适用于 Swift iOS 和 macOS 应用程序

integration-tanstack-start

PostHog integration for TanStack Start full-stack applications

integration-tanstack-start

PostHog 集成，适用于 TanStack Start 全栈应用

integration-vue-3

PostHog 集成用于 Vue 3 应用程序

integration-vue-3

PostHog integration for Vue 3 applications

investigate-metric

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。

investigate-metric

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。

investigate-metric

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

investigate-metric

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

investigate-metric

诊断产品指标为何发生变化（下降、飙升或平稳），通过编排分解、参与者、路径、生命周期、留存和注释等方式…

investigating-ci-failures

Investigates a specific CI failure to a verdict: whose fault, which commit, who wrote it, and whether it's fixed. Use for "who broke master", "why did this…

investigating-error-issue

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…

investigating-error-issue

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…

investigating-error-issue

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…

investigating-error-issue

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…

investigating-error-issue

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…

investigating-logs

Investigate logs in a PostHog project: verify a service or deployment is healthy, explain an error spike, triage an incident, or understand what a log stream…

investigating-metric-anomalies

调查PostHog Metrics中的服务器/基础设施指标异常——从“该指标上升/下降/突增”或触发的告警到可能的原因…

investigating-metric-anomalies

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

investigating-metric-anomalies

调查 PostHog Metrics 中的服务器/基础设施指标异常——从“此指标上升/下降/突增”或触发的告警到可能的原因……

investigating-replay

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。

investigating-replay

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

investigating-replay

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

investigating-replay

通过一次操作收集会话录制的元数据、人员档案、同会话事件以及关联的错误追踪问题，从而对会话录制进行调查。当用户……时使用。

investigating-replay

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。

isolating-product-facade-contracts

在PostHog中规划并执行产品隔离迁移，将其迁移至外观层加合约层，遵循可视化审查架构。当某个产品仍处于……时使用。

isolating-product-facade-contracts

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。

isolating-product-facade-contracts

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

isolating-product-facade-contracts

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

llm-analytics-setup

PostHog LLM analytics for all supported providers

llm-analytics-setup

适用于所有支持提供商的PostHog LLM分析

PostHog logs for Datadog

PostHog 的 Datadog 日志

PostHog logs for Go

PostHog 的 Go 日志

PostHog logs for Java

PostHog Java 日志

PostHog logs for Next.js

PostHog 日志用于 Next.js

PostHog logs for Node.js

PostHog 的 Node.js 日志

PostHog logs for Other Languages

PostHog 其他语言日志

PostHog logs for Python

PostHog 的 Python 日志

making-scenes-tab-aware

making-scenes-tab-aware

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

making-scenes-tab-aware

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

manage-dashboard-widgets

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…

manage-dashboard-widgets

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

managing-endpoint-versions

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……

managing-endpoint-versions

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……

managing-endpoint-versions

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…

managing-endpoint-versions

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…

managing-endpoint-versions

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……

managing-experiment-lifecycle

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、…

managing-experiment-lifecycle

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、…

managing-experiment-lifecycle

Guides experiment state transitions: launching, pausing, resuming, ending, shipping variants, archiving, resetting, duplicating, and copying to another…

managing-experiment-lifecycle

Guides experiment state transitions: launching, pausing, resuming, ending, shipping variants, archiving, resetting, duplicating, and copying to another…

managing-experiment-lifecycle

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、…

managing-github-actions-secrets

为PostHog工作流创建和更新GitHub Actions密钥。在添加新的CI密钥、轮换现有密钥、将工作流连接到API时使用…

managing-github-actions-secrets

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…

managing-github-actions-secrets

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…

managing-github-actions-secrets

为PostHog工作流创建和更新GitHub Actions密钥。在添加新的CI密钥、轮换现有密钥、将工作流连接到API时使用…

managing-path-cleaning-rules

检查URL路径，提出、测试、排序并应用项目级路径清理规则，使动态片段（数字ID、UUID、slug、日期）折叠…

managing-path-cleaning-rules

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

managing-path-cleaning-rules

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

managing-path-cleaning-rules

检查URL路径，并提出、测试、排序和应用项目级路径清理规则，使动态片段（数字ID、UUID、slugs、日期等）折叠…

managing-path-cleaning-rules

检查URL路径，并提出、测试、排序和应用项目级路径清理规则，使动态片段（数字ID、UUID、slug、日期）折叠…

managing-reminders

创建并管理 PostHog 提醒——私密、人性化节奏的提示，按计划以应用内通知形式触发，可选择关联到 PostHog 资源。使用…

managing-reminders

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…

managing-reminders

创建并管理 PostHog 提醒——私密、人性化节奏的提示，按计划以应用内通知形式触发，可选择关联到 PostHog 资源。使用…

managing-streamlit-apps

Create, deploy, and operate Streamlit apps in PostHog via the streamlit-apps MCP tools — create an app, set its source, start and stop its sandbox, poll…

managing-subscriptions

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。

managing-subscriptions

Manage PostHog subscriptions — scheduled email, Slack, or webhook deliveries of insight or dashboard snapshots, optionally with an AI-written summary attached…

managing-subscriptions

Manage PostHog subscriptions — scheduled email, Slack, or webhook deliveries of insight or dashboard snapshots, optionally with an AI-written summary attached…

managing-subscriptions

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。

managing-subscriptions

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。

Merge a PR into `master` through the Trunk merge queue and babysit it until it lands. Enqueue with a `/trunk merge` comment, then watch the `Trunk Merge Queue…

migrate-skills-yaml

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……

migrating-llm-gateway-callers

Migrates an LLM caller from services/llm-gateway to PostHog/ai-gateway. Use when adding a gateway caller, converting an existing Python gateway integration,…

modeling-activation-metrics

Build reusable activation models — an activation-rate metric and a per-user/per-account activated flag — on either PostHog data-warehouse views (HogQL) or an…

modeling-conversion-metrics

Build reusable conversion models — funnel/step conversion rates, drop-off, and time-to-convert — on either PostHog data-warehouse views (HogQL) or an external…

modeling-dimension-tables

Build reusable dimension / lookup tables for a star schema — country/region, timezone, currency, date, plan/product, and other descriptive attributes — on…

modeling-product-usage-metrics

Build reusable product-usage and engagement models — retention, stickiness, and lifecycle — on either PostHog data-warehouse views (HogQL) or an external dbt…

modeling-revenue-metrics

Build reusable revenue models — MRR, ARR, gross revenue, new/expansion/contraction/churn, ARPU, LTV, and per-customer/per-account revenue — on either PostHog…

modeling-warehouse-foundations

Shared foundations for building reusable data models in PostHog, on either of two stacks: PostHog-native data-warehouse views / materialized views (HogQL, via…

modifying-taxonomic-filter

指导安全修改TaxonomicFilter——PostHog用于事件、动作、属性、群体等的多标签选择器。前置加载经验性…

modifying-taxonomic-filter

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…

modifying-taxonomic-filter

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

modifying-taxonomic-filter

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

monitoring-capture-service

使用Grafana MCP监控和诊断生产环境中的捕获服务（rust/capture）的指南。用于调查延迟、事件丢失、Kafka等问题时使用。

monitoring-capture-service

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。

monitoring-capture-service

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

monitoring-capture-service

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

monitoring-ingestion-pipeline

使用 Grafana MCP 监控和诊断生产环境中 Node.js 摄取管道工作者的指南。用于调查事件延迟、丢失、管道…

monitoring-ingestion-pipeline

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。

monitoring-ingestion-pipeline

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…

monitoring-ingestion-pipeline

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…

monthly-to-annual

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,…

monthly-to-annual

构建将PostHog月度/按量付费客户转化为年度预付费信用计划的方案。从数据仓库提取12-24个月的发票历史记录，…

multitenant-down

拆除多租户K8s栈，终止端口转发，清理工作节点Pod。在完成多租户模式测试后使用。

multitenant-down

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

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。

Build, deploy, and port-forward the multi-tenant control plane on local Kubernetes. Use when you need to test duckgres in multi-tenant mode with per-team…

omnibus-instrument-error-tracking

Add PostHog error tracking to capture and monitor exceptions. Use after implementing features or reviewing PRs to ensure errors are tracked with stack traces…

omnibus-instrument-error-tracking

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。

omnibus-instrument-feature-flags

Add PostHog feature flags to gate new functionality. Use after implementing features or reviewing PRs to ensure safe rollouts with feature flag controls. Also…

omnibus-instrument-feature-flags

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。

omnibus-instrument-integration

Add PostHog SDK integration to your application. Use when setting up PostHog for the first time or reviewing PRs that need PostHog initialization. Covers SDK…

omnibus-instrument-integration

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。

omnibus-instrument-llm-analytics

Add PostHog LLM analytics to trace AI model usage. Use after implementing LLM features or reviewing PRs to ensure all generations are captured with token…

omnibus-instrument-llm-analytics

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。

omnibus-instrument-logs

Add PostHog log capture to track application logs. Use after implementing features or reviewing PRs to ensure meaningful log events are captured with…

omnibus-instrument-logs

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。

omnibus-instrument-product-analytics

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。

omnibus-instrument-product-analytics

Add PostHog product analytics events to track user behavior. Use after implementing new features or reviewing PRs to ensure meaningful user actions are…

optimizing-clickhouse-and-hogql-queries

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…

optimizing-clickhouse-and-hogql-queries

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

planning-user-interviews

在PostHog中规划用户访谈主题——选择目标对象（用户群组、邮箱或PostHog唯一标识），草拟访谈问题，并准备语音助手……

planning-user-interviews

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…

planning-user-interviews

在PostHog中规划用户访谈主题——选择目标对象（用户群组、邮箱或PostHog唯一标识符），草拟访谈问题，并准备语音助手……

planning-voice-agent-user-interviews

规划一轮由PostHog的AI语音代理（即“机器人访谈员”）执行用户访谈——这是自动化的语音代理访谈产品。捕捉…

planning-voice-agent-user-interviews

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

planning-voice-agent-user-interviews

规划一轮由PostHog的AI语音代理（即“机器人访谈员”）执行的用户访谈——该自动化语音代理访谈产品。捕获一个…

playwright-test

编写一个playwright测试，确保它能运行且不脆弱。

playwright-test

编写一个playwright测试，确保它能运行且不脆弱。

playwright-test

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

playwright-test

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

porting-code-prs

Recreate open PostHog/code pull requests as PostHog/posthog PRs against the imported products/desktop/ tree, preserving commit authorship. Use when asked to…

post-newsletter

将Substack新闻通讯文章转换为posthog.com原生新闻通讯文件。从Substack URL获取内容，使用正确的前置元数据格式化并…

post-newsletter

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…

posthog-debugger

Debug and inspect PostHog implementations on any website. Use this skill when a user wants to understand how PostHog is implemented on a page, troubleshoot…

posthog-debugger

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。

posthog-desktop

Scopes work to the desktop app at products/desktop — a nested standalone pnpm/turbo/Biome workspace imported from PostHog/code, not part of the root frontend…

posthog-inbound-leads

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。

posthog-instrumentation

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…

posthog-instrumentation

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。

posthog-onboarding

Help existing PostHog customers improve their PostHog instance. Triggers on "help [customer] improve their PostHog setup", "audit [company]'s PostHog…

posthog-onboarding

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…

posthog-onboarding-lead-research

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。

posthog-pls-big-fish

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+）。

posthog-pls-transition-leads

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……

posthog-survey-creator

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。

posthog-survey-creator

Create and configure surveys in PostHog through guided conversation. Use this skill when a user wants to create a survey, collect user feedback, run…

promote-to-prod

Promote the duckgres control-plane image to prod from the CLI — resolve the built image ref from the charts state file, fire the charts Promote-to-Prod…

Internal PostHog developer frontend/browser QA skill. Use only when a PostHog developer explicitly asks to run frontend QA, browser-test a PR, verify a UI flow…

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。

用于代码变更的多智能体QA审查团队。当用户要求“审查我的代码”、“运行QA”、“qa-team”、“审查此分支”、“代码…”时，应使用此技能。

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…

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…

query-clickhouse-via-metabase

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。

query-clickhouse-via-metabase

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

query-clickhouse-via-metabase

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

query-clickhouse-via-metabase

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

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……）

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……）

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……）

querying-local-postgres

针对本地Postgres应用数据库运行只读SQL（SELECT、EXPLAIN、EXPLAIN ANALYZE on SELECT）。默认本地URL…

querying-local-postgres

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

querying-local-postgres

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

querying-local-postgres

对本地Postgres应用数据库执行只读SQL操作（SELECT、EXPLAIN、EXPLAIN ANALYZE on SELECT）。默认本地URL…

querying-posthog-data

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…

querying-posthog-data

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…

querying-posthog-data

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

querying-tophog

查询 tophog——ClickHouse 中摄取管道的重型命中存储——以识别热门或高消耗的参与者（team_id、distinct_id、session_id、partition）……

querying-tophog

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

querying-tophog

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

querying-tophog

查询 tophog——ClickHouse 中摄取管道的重击者存储——以识别热门或高消耗的参与者（team_id、distinct_id、session_id、partition）……

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、审计安全性或改进代码质量时使用。

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

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

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。

resolving-ingestion-warnings

Diagnoses and resolves PostHog ingestion warnings — problems recorded while ingesting events (dropped events, rejected person merges, oversized payloads,…

result-vs-exceptions

关于在Result类型和抛出异常之间进行选择的代码审查指南。可恢复的、预期的失败应作为Result值返回；仅…

result-vs-exceptions

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

review-hog-authoring

How to author custom ReviewHog skills — the review perspectives, blind-spot checks, and validation criteria that drive ReviewHog's automated PR reviews. Use…

review-hog-blind-spots-general

The general blind-spot check for ReviewHog — the final sweep that runs after every enabled review perspective has reviewed a chunk. Hunts for real, high-value…

review-hog-perspective-contracts-security

The Contracts & Security review perspective for ReviewHog. Verifies that changed code is safe and maintains compatibility — API contracts and breaking changes,…

review-hog-perspective-logic-correctness

The Logic & Correctness review perspective for ReviewHog. Verifies that changed code does what it is supposed to do — business logic, edge cases, data…

review-hog-perspective-performance-reliability

The Performance & Reliability review perspective for ReviewHog. Verifies that changed code will perform and hold up in production — resource efficiency, error…

review-hog-validation-criteria

The validation criteria for ReviewHog — the bar for deciding whether a flagged PR issue is worth keeping. Keeps real, user-affecting correctness / security /…

reviewing-personhog-protocol

The full review process for personhog coordination-protocol changes — leases, fencing, handoffs, supervisors, failure budgets, warming, and changelog…

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…

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,…

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,…

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，检查堆栈是否健康…

running-ci-preflight

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…

running-ci-preflight

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…

running-ci-preflight

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…

running-ci-preflight

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…

safety-and-boundaries

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,…

safety-and-boundaries

硬性规则——无论用户请求如何，Agent Builder 绝对不得执行的操作。如果请求感觉涉及原始秘密处理，则立即加载……

在场景的<SceneTitleSection>上方添加或编辑SceneMenuBar的约定。用于添加新菜单项、在菜单间移动项目、设置访问权限…

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

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

在场景的<SceneTitleSection>上方添加或编辑SceneMenuBar的约定。用于添加新菜单项、在菜单间移动项目、设置访问权限…

对代码进行聚焦式安全审计，校准以发现真实可利用的漏洞并抑制理论性发现。当用户要求“审计”时使用……

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

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

对代码进行聚焦式安全审计，校准以发现真实可利用的漏洞并抑制理论性发现。当用户要求“审计”时使用…

sending-notifications

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…

sending-notifications

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…

sending-notifications

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…

sending-notifications

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…

setting-feature-flags-in-storybook

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

setting-feature-flags-in-storybook

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

setting-feature-flags-in-storybook

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

setting-feature-flags-in-storybook

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

setting-up-a-custom-rest-source

通过编写JSON清单，将任意REST API作为自定义源连接到PostHog数据仓库，无需为每个源编写代码。当用户指向…时使用。

setting-up-a-custom-rest-source

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…

setting-up-a-custom-rest-source

通过编写 JSON 清单，将任意 REST API 连接到 PostHog 数据仓库作为自定义源，无需为每个源编写代码。当用户指向…时使用。

setting-up-a-data-warehouse-source

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。

setting-up-a-data-warehouse-source

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。

setting-up-a-data-warehouse-source

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。

setting-up-a-data-warehouse-source

Guide the user through connecting a new data warehouse source — Postgres, MySQL, Stripe, Hubspot, MongoDB, Salesforce, BigQuery, Snowflake, and so on. Use when…

setting-up-a-data-warehouse-source

Guide the user through connecting a new data warehouse source — Postgres, MySQL, Stripe, Hubspot, MongoDB, Salesforce, BigQuery, Snowflake, and so on. Use when…

setting-up-data-catalog

Populates and maintains a project's data catalog (semantic layer): canonical metrics, trust marks (certifications) on warehouse tables/views, and reviewed…

setting-up-devbox

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。

setting-up-devbox

Guide a PostHog engineer through spinning up, connecting to, running commands on, and mirroring local code to a remote devbox (a Coder workspace running the…

setting-up-devbox

Guide a PostHog engineer through spinning up, connecting to, running commands on, and mirroring local code to a remote devbox (a Coder workspace running the…

setting-up-devbox

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。

setting-up-support-slack-locally

Connect a real Slack workspace to local PostHog Conversations (the SupportHog Slack app) so Slack messages become support tickets and replies post back. Use…

setup-web-tests

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…

setup-web-tests

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…

setup-web-tests

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…

setup-web-tests

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…

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”）。

How to query the document_embeddings table for raw signal data using HogQL. Use when you need to perform semantic search over signals, fetch every signal that…

How to query the document_embeddings table for raw signal data using HogQL. Use when you need to perform semantic search over signals, fetch every signal that…

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”）。

signals-scout-ai-observability

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…

signals-scout-ai-observability

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

signals-scout-ai-observability

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

signals-scout-ai-observability

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、数据量和评估性能回归，并按维度进行切片分析…

signals-scout-ai-observability

专注于PostHog项目的Signals侦察，利用AI可观测性。在成本、延迟、错误、数据量、评估性能等一系列视角间轮换……

signals-scout-anomaly-detection

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。

signals-scout-anomaly-detection

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…

signals-scout-anomaly-detection

信号侦察员，监控项目最常查看的仪表板和洞察，以发现近期异常——突发、下降、平线、趋势断裂，并根据……评分

signals-scout-anomaly-detection

监视PostHog项目中最常查看的仪表板和洞察，以发现近期异常——包括突然激增、下降、平线和趋势中断等……

signals-scout-apm

Signals scout for PostHog 分布式追踪（APM / OpenTelemetry spans）。监控每个（服务，操作）的 RED 指标——错误率、p95 延迟、请求……

signals-scout-apm

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……

signals-scout-apm

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

signals-scout-conversations

Signals scout for the PostHog Conversations (support inbox) product. Watches the `$conversation_*` ticket-lifecycle events for support-delivery regressions —…

signals-scout-csp-violations

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

signals-scout-csp-violations

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

signals-scout-csp-violations

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

signals-scout-csp-violations

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

signals-scout-csp-violations

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

signals-scout-customer-analytics

PostHog客户分析（账户）的信号侦察。监控每个账户的参与度，寻找流失风险形态——参与度骤降、休眠、关键人员离职……

signals-scout-customer-analytics

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

signals-scout-customer-analytics

PostHog客户分析（账户）的信号侦察。监控每个账户的参与度，寻找流失风险形态——参与度骤降、休眠、关键用户流失……

signals-scout-data-pipelines

PostHog数据管道的信号侦察——CDP目标与转换、批量导出及hog流程。监控投递失败、降级…

signals-scout-data-pipelines

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

signals-scout-data-pipelines

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

signals-scout-data-pipelines

PostHog数据管道的信号侦察——CDP目标与转换、批量导出及hog流程。监控投递失败、降级…

signals-scout-data-pipelines

专注于PostHog项目中通过管道传输数据的Signals侦察。监控三个交付面——CDP目标与转换（hog…

signals-scout-data-warehouse

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……

signals-scout-data-warehouse

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

signals-scout-data-warehouse

专注于PostHog项目将外部数据导入数据仓库的Signals侦察器。监控导入侧——外部数据源、其各表同步……

signals-scout-error-tracking

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

signals-scout-error-tracking

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

signals-scout-error-tracking

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

signals-scout-error-tracking

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

signals-scout-error-tracking

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

signals-scout-experiments

专注于PostHog项目中运行A/B实验的信号侦察。监控运行中的实验是否存在有效性威胁（样本比例不匹配、多变量…）

signals-scout-experiments

PostHog A/B实验的信号侦察器。监控运行中的实验是否存在有效性威胁（样本比例不匹配、污染、暴露停滞、运行中途…）

signals-scout-experiments

PostHog A/B实验的信号侦察器。监控运行中的实验是否存在有效性威胁（样本比例不匹配、污染、暴露停滞、运行中途…）

signals-scout-experiments

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

signals-scout-experiments

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

signals-scout-feature-flags

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

signals-scout-feature-flags

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

signals-scout-feature-flags

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

signals-scout-feature-flags

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

signals-scout-feature-flags

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

signals-scout-general

跨产品信号侦察员。寻找跨产品相关性，并探索每个产品专家侦察员未覆盖的领域。

signals-scout-general

跨产品信号侦察员。寻找跨产品相关性，并探索每个产品专家侦察员未覆盖的领域。

signals-scout-general

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

signals-scout-general

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

signals-scout-general

PostHog项目的通用信号侦察器。跨产品探索器，扫描团队项目并将发现结果发送到信号收件箱。同级…

signals-scout-health-checks

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…

signals-scout-health-checks

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…

signals-scout-health-checks

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…

signals-scout-health-checks

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，并将其中一些归档…

signals-scout-health-checks

专注于PostHog设置健康状态的Signals侦察。读取项目中的活跃健康问题——即PostHog自身健康检查的确定性发现（无实时…

signals-scout-inbox-validation

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……

signals-scout-inbox-validation

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…

signals-scout-inbox-validation

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

signals-scout-inbox-validation

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……

signals-scout-inbox-validation

针对 Signals 收件箱本身的后续侦察。监控最近转为已解决状态（即实现性 PR 已合并）的报告，并在部署稳定期后…

signals-scout-ingestion-warnings

Signals scout for ingestion warnings — events and person/group updates that were dropped, mangled, or partially rejected during ingestion. Watches the warnings…

signals-scout-insight-alerts

在项目自身配置的洞察警报中侦察信号。读取每条警报的近期触发历史，并针对人类可能遗漏的触发事件生成报告…

signals-scout-insight-alerts

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…

signals-scout-insight-alerts

在项目自身配置的洞察警报中侦察信号。读取每条警报的近期触发历史，并针对人类可能遗漏的触发事件生成报告…

signals-scout-llm-analytics

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

signals-scout-logs

PostHog 日志的信号侦察器。监控日志量突发、严重性分布变化、服务静默、新消息模式以及追踪关联的突发。

signals-scout-logs

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

signals-scout-logs

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

signals-scout-logs

PostHog 日志的信号侦察器。监控日志量突发、严重性分布变化、服务静默、新消息模式以及追踪关联的突发。

signals-scout-logs

专注于PostHog项目日志的信号侦察，监测流量突发、严重性分布变化、服务静默、新消息模式等…

signals-scout-mcp-tool-calls

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……

signals-scout-mcp-tool-calls

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

signals-scout-mcp-tool-calls

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、广泛影响范围、重试/频繁调用……

signals-scout-observability-gaps

可观测性缺口信号侦察——大量重要事件缺乏洞察、仪表盘或告警覆盖。生成报告推荐新的洞察方案…

signals-scout-observability-gaps

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

signals-scout-observability-gaps

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

signals-scout-observability-gaps

可观测性缺口信号侦察——大量重要事件缺乏洞察、仪表盘或告警覆盖。生成报告推荐新的洞察方案…

signals-scout-observability-gaps

专注于发现PostHog自身可观测性缺口的信号侦察——团队未追踪的重大事件量、无洞察的自定义事件以及……

signals-scout-product-analytics

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…

signals-scout-product-analytics

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

signals-scout-product-analytics

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…

signals-scout-replay-vision

PostHog Replay Vision 扫描器的信号侦察。监视已启用的扫描器持续观察（吞吐量/配额悬崖）以及它们聚合看到的内容…

signals-scout-replay-vision

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

signals-scout-replay-vision

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

signals-scout-replay-vision

PostHog Replay Vision 扫描器的信号侦察员。监控已启用的扫描器持续观察（吞吐量/配额断崖），并汇总其观测结果…

signals-scout-replay-vision

面向 PostHog 项目的专注信号侦察器，运行 Replay Vision 扫描器——即持续监控会话录制并写入……的常驻 LLM 探针。

signals-scout-revenue-analytics

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……

signals-scout-revenue-analytics

Focused Signals scout for PostHog projects using revenue analytics. Watches the derived revenue product for upstream failures (Stripe sync stalls, capture…

signals-scout-revenue-analytics

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

signals-scout-revenue-analytics

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升级事件……

signals-scout-revenue-analytics

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…

signals-scout-session-replay

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，…

signals-scout-session-replay

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

signals-scout-session-replay

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

signals-scout-session-replay

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，…

signals-scout-session-replay

专注于PostHog项目中使用会话回放信号的侦察工具。监控回放产品做出的两个承诺：会话确实正在被记录…

signals-scout-skills-store

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…

signals-scout-skills-store

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…

signals-scout-skills-store

团队PostHog技能商店的技能卫生巡查员，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…

signals-scout-surveys

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…

signals-scout-surveys

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

signals-scout-surveys

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

signals-scout-surveys

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

signals-scout-surveys

专注于PostHog项目中运行调查的信号侦察。监控活跃调查的评分下降（NPS/CSAT/评分下降）、回复量下降等。

signals-scout-tasks

Signals scout for PostHog Tasks, the agent work items a project runs. Two lenses: delivery health (runs failing, clustered by repository and error class, and…

signals-scout-web-analytics

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…

signals-scout-web-analytics

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

signals-scout-web-analytics

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

signals-scout-web-analytics

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…

signals-scout-web-analytics

专注于PostHog项目中带有网络流量的Signals侦察。监控网络分析产品报告的获客与站点健康层面：按渠道…

signals-scout-web-vitals

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…

signals-scout-web-vitals

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…

signals-scout-web-vitals

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…

simulate-new-user

Send synthetic first-time-visitor traffic to a URL and confirm that PostHog $pageview events fire. Use when a customer wants to verify that anonymous visitor…

simulate-new-user

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。

simulate-returning-user

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…

simulate-returning-user

向指定URL发送模拟的单会话多页面流量，并确认PostHog的$pageview事件在页面浏览过程中正确触发。用于验证Cookie是否持续存在…

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）。

Discover and use shared team skills stored in PostHog. Use when the user asks to list, browse, load, or manage "shared skills", "team skills", or references…

Discover and use shared team skills stored in PostHog. Use when the user asks to list, browse, load, or manage "shared skills", "team skills", or references…

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。

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）。

Create and manage GitHub native Stacked PRs in this repo with the `gh stack` CLI. Use when asked to stack PRs, split a large change into a stack, add a layer…

suggesting-data-imports

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。

suggesting-data-imports

Use when the user asks about revenue, payments, subscriptions, billing, CRM deals, support tickets, production database tables, or other data that PostHog does…

suggesting-data-imports

Use when the user asks about revenue, payments, subscriptions, billing, CRM deals, support tickets, ad spend, production database tables, or other data PostHog…

suggesting-data-imports

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。

suggesting-data-imports

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。

suppressing-noisy-errors

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。

suppressing-noisy-errors

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…

suppressing-noisy-errors

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…

suppressing-noisy-errors

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

suppressing-noisy-errors

创建PostHog错误跟踪抑制规则，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。

survey-sdk-audit

审计PostHog调查SDK的功能和版本要求

survey-sdk-audit

Audit PostHog survey SDK features and version requirements

survey-sdk-audit

Audit PostHog survey SDK features and version requirements

survey-sdk-audit

审计PostHog调查SDK的功能和版本要求

testing-mcp-tools-locally

Set up the local dev environment, seed data, and API keys to test the staff-only managed migrations MCP tools (managed-migrations-support-list,…

tools-and-features-hogql

HogQL queries for PostHog analytics

tools-and-features-hogql

用于PostHog分析的HogQL查询

triaging-error-issues

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？”、“显示最严重的…”时使用。

triaging-error-issues

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…

triaging-error-issues

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…

triaging-error-issues

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。

triaging-error-issues

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？”、“显示最严重的…”时使用。

triaging-visual-review-runs

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

triaging-visual-review-runs

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

triaging-visual-review-runs

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。

triaging-visual-review-runs

检查PostHog Visual Review (VR)运行，这些运行通过截图回归检查来把关PR合并。当用户提到“visual review”、“VR”、“snapshot…”时使用。

triaging-visual-review-runs

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。

triaging-web-analytics-support

Triage web analytics support tickets end to end: enumerate open tickets from the in-app conversations product and their Zendesk mirrors, classify each into a…

tuning-incremental-sync-config

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。

tuning-incremental-sync-config

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。

tuning-incremental-sync-config

Change the sync configuration of an existing data warehouse schema — switch sync_type, pick a different incremental_field, set primary_key_columns, choose…

tuning-incremental-sync-config

Change the sync configuration of an existing data warehouse schema — switch sync_type, pick a different incremental_field, set primary_key_columns, choose…

tuning-incremental-sync-config

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。

turning-engineering-analytics-into-insights

将工程分析（PR / CI）数据转换为已保存的PostHog洞察、仪表盘和订阅，并解释产品读取的数据，以便能够……

Deep dive on a PostHog user by email address. Analyze what they do, where they spend time, and what products they use.

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。

using-kea-disposables

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

using-kea-disposables

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

using-kea-disposables

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

using-kea-disposables

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

using-the-console-ui

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…

using-the-console-ui

用户与你协作时如何驱动PostHog Code的阅读面板——focus_* 礼仪、何时调用toast、如何处理“跟随模式”关闭。加载当…

verify-posthog-instrumentation

使用此技能验证PostHog埋点是否在网站上正确触发。驱动真实浏览器访问一个或多个URL，观察哪些PostHog…

verify-posthog-instrumentation

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…

visualizing-change-over-time

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…

visualizing-change-over-time

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。

warehouse-source-new-version

Add support for a new vendor API version to an existing Data warehouse import source, or deprecate an old one. Use when a vendor ships a new API version…

wizard-development

Design philosophy and architectural principles for the PostHog wizard. Read this before making any structural change — adding features, extending the runner,…

working-outside-the-console

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…

working-outside-the-console

在没有用户界面的情况下操作——MCP / IDE / Slack模式。如何弥补缺失的客户端工具，如何在纯文本聊天中发挥作用。在会话客户端加载时……

working-with-skills

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

working-with-skills

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

working-with-skills

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

working-with-skills

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

working-with-skills

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

workload-analysis

Generate comprehensive workload analysis visualizations for PostHog customer accounts. Use when user requests account analysis, workload breakdown, SDK…

workload-analysis

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。

writing-clickhouse-queries

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。

writing-clickhouse-queries

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。

writing-code-comments

Gates whether a code comment should exist and forces the ones that stay to explain why, not what. Use ALWAYS before writing or editing a comment in any…

Teaches how to write and run evals on the `products/posthog_ai/eval_harness/` harness — sandboxed agent suites that execute the real coding agent in a Docker…

writing-kea-logics

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

writing-kea-logics

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

writing-kea-logics

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

writing-kea-logics

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

writing-pr-descriptions

Shapes a PR body into something a reviewer understands at a glance. Use ALWAYS before writing or editing a PR description, before `gh pr create` or `gh pr edit…

writing-simplified-technical-english

Write English that a reader cannot misread: one meaning per word, active voice, simple tenses, one idea per sentence, short sentences. Based on ASD-STE100…

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工具实现目标。在添加新产品时使用…

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…

writing-streamlit-apps

Write Streamlit app source code that runs well in a PostHog sandbox — the posthog_apps.query() bridge for reading PostHog data, the packages baked into the…

判断是否应存在新测试，并强制其高效，防止CI因低价值测试膨胀。在添加或大幅修改任何…之前使用。

决定是否应存在新测试，并强制其高效，保护CI免受低价值测试膨胀的影响。在添加或大幅更改任何…之前使用。

writing-user-facing-copy

Sets the voice and word choices for any text a person reads in PostHog: UI labels, buttons, tooltips, empty and error states, notifications, in-app messages,…

将 posthog.com 的博客或新闻通讯文章转换为 Markdown 文件，格式化为适合作为 X（Twitter）文章发布。去除前置元数据，将标题提升至…

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…