# Welcome to the PostHog context mill
This repo assembles PostHog context for AI agents and LLMs into [Agent Skills](https://agentskills.io/specification)-compliant packages. Check out `/context` for details.
**Need output in a different format?** No problem. Let us know in [#team-wizard-and-docs](https://posthog.slack.com/archives/C09GTQY5RLZ), or fire up a PR to augment the `/context` and `/scripts` directories with your preferred transformation.
**Have a skill you want to make sure is maintained and distributed via the wizard?**
We'd love your pull request!
The context mill gathers up-to-date content from multiple sources, packaging PostHog developer docs, prompts, and working example code into versioned skills which can be shipped anywhere as zip files.
The PostHog [wizard](https://github.com/PostHog/wizard) downloads skills and menus from the latest release. The [PostHog MCP server](https://github.com/PostHog/posthog/tree/master/services/mcp) fetches the `skills-mcp-resources.zip` bundle and exposes it to any MCP-compatible client as resources. The [AI plugin](https://github.com/PostHog/ai-plugin) packages skills from here too.
The context mill is a stopgap. The goal is to retire it once the docs themselves package cleanly into skills. See the [handbook](https://posthog.com/handbook/wizard-and-docs/context-mill).
## Context engine
The context mill effectively acts as a context engine, an assembly line for turning disparate PostHog knowledge into something portable, something AI systems can reliably consume.
You can break its context engineering flow into three main stages.
**1. Context sourcing**: The context mill pulls from the entire PostHog developer docs, with pages delivered from posthog.com as raw Markdown. It also includes curated, hand-crafted prompts and working example apps.
**2. Context assembly**: The context mill transforms and packages the sourced context into zip files and menus, which is meant to be portable and self-contained. We can structure and shape them however we need.
**3. Context delivery**: The context mill creates a versioned GitHub release, mirrored to `context-mill.posthog.com`, which any agent or MCP server can consume as skills or resources.
## Example apps
We've got live, working example code that demonstrates PostHog in action. You can run these yourself to see events flow into your PostHog project.
## Example apps are not production-grade
These are more like model airplanes. They're dramatically simplified to make it easy to see PostHog in action. You shouldn't use these as starter projects or put them into production. The authentication is fake!
But the leanness makes these useful for agent-driven development. Use these as context to help your agent make better integration decisions about PostHog.
```
example-apps/
├── android/ # Android (Kotlin)
├── angular/ # Angular
├── astro-hybrid/ # Astro, hybrid rendering
├── astro-ssr/ # Astro, server-side rendering
├── astro-static/ # Astro, static output
├── astro-view-transitions/ # Astro with View Transitions
├── django/ # Django
├── elixir/ # Phoenix (Elixir)
├── expo/ # Expo (React Native)
├── fastapi/ # FastAPI
├── flask/ # Flask
├── flutter/ # Flutter
├── go/ # Go (net/http)
├── java-spring-boot/ # Spring Boot (Java)
├── javascript-node/ # Node.js (Express, server-side)
├── javascript-web/ # Plain JavaScript, browser
├── laravel/ # Laravel
├── next-app-router/ # Next.js 15 with App Router
├── next-pages-router/ # Next.js 15 with Pages Router
├── nuxt-3-6/ # Nuxt 3.6
├── nuxt-4/ # Nuxt 4
├── php/ # Plain PHP
├── python/ # Plain Python
├── react-native/ # React Native
├── react-react-router-6/ # React with React Router 6
├── react-react-router-7-data/ # React Router 7, data mode
├── react-react-router-7-declarative/ # React Router 7, declarative mode
├── react-react-router-7-framework/ # React Router 7, framework mode
├── react-tanstack-router-code-based/ # TanStack Router, code-based
├── react-tanstack-router-file-based/ # TanStack Router, file-based
├── react-vite/ # React with Vite
├── ruby/ # Plain Ruby
├── ruby-on-rails/ # Ruby on Rails
├── rust/ # Rust (Axum)
├── sveltekit/ # SvelteKit
├── swift/ # Swift (iOS)
├── swift-xcodegen/ # Swift with XcodeGen
├── tanstack-start/ # TanStack Start
├── vue-3/ # Vue 3
└── wordpress/ # WordPress
```
## Build outputs
Run `npm run build` to generate the release artifacts:
| Output | Description |
|--------|-------------|
| `dist/skills/<id>.zip` | Per-skill bundles (SKILL.md + references + shared docs) |
| `dist/skills/manifest.json` | Versioned manifest of every bundled skill and its download URL. It ships inside `skills-mcp-resources.zip`, not as its own release asset |
| `dist/skills/skill-menu.json` | Category groupings and `cliEntries` — the wizard's command lookup table |
| `dist/agents/agent-menu.json` | Orchestrator flows and the task prompts in each one |
| `dist/skills-mcp-resources.zip` | One bundle of `manifest.json` and every skill ZIP, for the MCP server |
Releases are cut as GitHub releases and mirrored to `context-mill.posthog.com`.
The wizard fetches `skill-menu.json` and `agent-menu.json` from the latest
release and downloads the per-skill ZIPs on demand. The MCP server fetches
`skills-mcp-resources.zip`.
### Manifest structure
The manifest describes the built skills — one resource per skill, with `id`,
`name`, `description`, `tags`, `uri`, and a `downloadUrl` pointing at the
GitHub release asset. Each bundled skill contains a `SKILL.md`, `references/`
step files, and any shared docs pulled from posthog.com at build time.
### Adding a new skill
Add numbered step files to `context/skills/<skill>/references/` using the
convention `<n>-<name>.md` with `next_step:` frontmatter pointing to the next
file. The build script discovers, orders, and bundles them automatically.
## Wizard CLI commands
Skills in this repo declare how they surface as wizard commands via a `cli:`
block in their `config.yaml`. That mechanism — `role`, `parentCommand`,
`command`, flat vs. family — is documented in
[`CONTRIBUTING.md`](CONTRIBUTING.md#how-skills-get-into-the-wizard-cli).
The CLI was overhauled to consolidate commands into a smaller, extensible
surface. If you (or your agent) knew an older command, here's where it went:
| Old command | New command | What changed |
|---|---|---|
| `wizard integrate` | `wizard` (default flow) | Command removed; the default flow runs the integration |
| `wizard events-audit` | `wizard audit events` | Now an `audit`-family subcommand |
| `wizard audit` (single audit) | `wizard audit <subcommand>` | Now a family — see the audit subcommands below |
| `wizard audit-3000` | *removed* | Retired |
| `wizard revenue` | `wizard revenue-analytics` | Renamed (old `revenue` removed) |
| `wizard upload-sourcemaps` | `wizard upload-source-maps` | Renamed; `upload-sourcemaps` still works as an alias |
### Audit subcommands (and the skills behind them)
`audit` is the one family today whose subcommands are skills from this repo:
| Subcommand | Backing skill |
|---|---|
| `wizard audit events` | `audit-events` (the default leaf) |
| `wizard audit all` | `audit` |
| `wizard audit autocapture` | `audit-autocapture` |
| `wizard audit feature-flags` | `audit-feature-flags` |
| `wizard audit identify` | `audit-identify` |
| `wizard audit session-replay` | `audit-session-replay` |
| `wizard audit web-analytics` | *(wizard-native, not a skill in this repo)* |
> **Commands vs. skills:** those audit subcommands **are** skills, promoted to
> commands via `cli: role: command`. A skill with `role: skill` is reachable only
> through `wizard skill <id>`. Same machinery, two surfaces — so
> `wizard audit <subcommand>` picks an audit area, it does **not** take a skill
> name.
> **Commands vs. programs:** `integrate` was the *command*; the program behind it
> is `posthog-integration`, which still exists and powers the default flow. The
> program id is internal — it was never a command you typed.
## Context mill skill owners
Reviews are auto-requested via [`.github/CODEOWNERS`](.github/CODEOWNERS) — the
file is the source of truth; this table just mirrors it for readability. The
[handbook](https://posthog.com/handbook/wizard-and-docs/context-mill#who-owns-which-skill)
explains who owns what. `team-wizard-docs` is the default reviewer and owns the
build; the team-owned skills below route review to their owning team instead.
| Path | Owning team |
|---|---|
| `*` (everything else, including all other skills) | `@PostHog/team-wizard-docs` |
| `context/skills/integration/`, `context/skills/integration-v2/`, `context/agents/integration-v2/` | `@PostHog/team-growth` |
| `context/skills/migrate/`, `context/skills/audit*/`, `context/skills/events-audit/` | `@PostHog/team-fde` |
| `context/skills/error-tracking/`, `context/agents/error-tracking/`, `context/skills/error-tracking-upload-source-maps/`, `context/skills/error-tracking-link-releases/` | `@PostHog/team-error-tracking` |
| `context/skills/revenue-analytics/`, `context/skills/web-analytics/` | `@PostHog/team-web-analytics` |
| `context/skills/data-warehouse-source/` | `@PostHog/team-warehouse-sources` |
| `context/skills/self-driving/` | `@PostHog/team-self-driving` |
| `context/skills/mcp-analytics/` | `@PostHog/mcp-analytics` |
| `context/skills/metrics/`, `context/agents/metrics/` | `@PostHog/team-apm` |
| `context/skills/replay-vision*/`, `context/agents/replay-vision/` | `@PostHog/team-replay` |
| `context/skills/ai-observability/`, `context/skills/llm-analytics/` | `@PostHog/team-ai-observability` |
Ownership is by directory. Skills not listed above (`creating-product-tours`,
`feature-flags`, `logs`, `omnibus`, `posthog-best-practices`, `quack`,
`tools-and-features`, `tracing`) fall through the default and are owned by
`team-wizard-docs`. Today CODEOWNERS only auto-requests review — approval is
not a merge gate.
## Security scanning
Before we ship any skills, we run them through [the warlock](https://github.com/PostHog/warlock), PostHog's security scanner for agentic flows. It reads the built skill bundles and looks for prompt-injection attempts and other risky content that could trick an agent downstream. An LLM triage pass then sorts the real threats from the false positives, so we're not chasing noise.
CI runs this automatically on every build and release, so most of the time you don't have to think about it. But if you want to check something locally:
```
pnpm security-scan:skills # scan all built skill ZIPs (this is what CI runs)
pnpm security-scan path/to/file.md # scan a specific file
```
Heads up, the skills scan reads from `dist/`, so run `pnpm build` first. If a scan flags something, fix the flagged content before releasing :)