skills/creating-ai-subscription/SKILL.md
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 each tick. Use when the user wants "send me a weekly AI summary of X" rather than a one-off report.
npx skillsauth add posthog/ai-plugin creating-ai-subscriptionInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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A subscription delivers a PostHog report to email or Slack on a recurring
schedule. There are three kinds, distinguished by which field you set — the kind is
derived and returned as the read-only resource_type:
insight — periodic snapshots of one existing insight (resource_type: "insight")dashboard — periodic snapshots of a dashboard's tiles (resource_type: "dashboard")prompt — a recurring AI-generated report from a free-text prompt: an LLM
plans and runs HogQL over the project's data and synthesizes a fresh markdown report
each tick (resource_type: "ai_prompt")Use this skill for the prompt kind — i.e. when the user wants something like
"send me a weekly AI summary of X" rather than a recurring snapshot of one existing
insight/dashboard, or a single one-off report. Pick a prompt subscription when the
value is the analysis itself (the LLM deciding what to query and writing it up),
not a fixed chart they already built. For an insight/dashboard subscription, set
insight/dashboard instead of prompt and the AI gates below don't apply.
This skill covers creating the subscription. Once it exists you manage its
lifecycle with the same subscriptions-* tools (see below): list it, edit/disable/
re-enable it, send a test delivery, or delete it.
| Tool | Purpose |
| -------------------------------------------- | --------------------------------------------------- |
| posthog:subscriptions-create | Create the recurring prompt subscription |
| posthog:subscriptions-list | Confirm it landed; inspect existing subscriptions |
| posthog:subscriptions-partial-update | Edit, disable (enabled: false), or re-enable it |
| posthog:subscriptions-test-delivery-create | Send an immediate test delivery to its target(s) |
| posthog:subscriptions-delete | Soft-delete it (stops all future deliveries) |
| posthog:integrations-list | Find a Slack integration_id (filter kind=slack) |
| posthog:integrations-channels-retrieve | List a Slack integration's channels (id + name) |
The endpoint enforces three create-time gates and will return 400 if any fails:
DEBUG=true — self-hosted production deployments are not
eligible (the LLM call routes through a PostHog-managed key).Org settings → Data → AI data processing. The user must opt in to AI features
for the organization first.If any of the three is missing, stop and tell the user which one to fix — re-calling the tool will not help.
Your access token also needs the query:read scope in addition to
subscription:write: a prompt subscription runs LLM-generated HogQL over the project's
data, so the backend requires query access to create, edit/re-enable, test-deliver,
or delete one. A subscription:write-only token is rejected with a 403.
prompt: "..." # ≤4000 chars; setting this (with no insight/dashboard) makes it a prompt sub → resource_type "ai_prompt"
target_type: "email" | "slack" # webhook is rejected for prompt subs
target_value: "..." # comma-separated emails, or "<channel_id>|<channel_name>"
frequency: "daily" | "weekly" | "monthly" | "yearly"
interval: 1 # 1 = every tick; 2 = every other tick; etc.
start_date: "2026-09-15T09:00:00Z" # anchors the recurrence + time-of-day; need not be in the future — the scheduler delivers the next occurrence
title: "..." # display name in the subscriptions list
There is no resource_type argument to send — the kind is derived
from which field you set (prompt ⇒ AI report) and returned as the read-only resource_type.
byweekday: ['monday', 'wednesday'] # weekly only — days the rrule fires
bysetpos: 1 # most useful with monthly; requires byweekday — e.g. byweekday:['monday']+bysetpos:-1 = last Monday
count: 10 # cap total deliveries
until_date: '2026-12-31T00:00:00Z' # stop on/before this date
integration_id: 42 # Slack only — required; from integrations-list (see "Slack target")
target_value must be <channel_id>|<channel_name> (the format the integration
returns). Build it in three steps:
posthog:integrations-list filtered by kind=slack → pick the Slack
integration's id.posthog:integrations-channels-retrieve with that id → pick a channel; it
returns each channel's id and name, which you assemble into target_value
as <id>|<name>.id as integration_id — the subscription is pinned
to one specific Slack integration so reconnections elsewhere don't accidentally
re-route deliveries.prompt: 'Top events week over week, with the biggest drops and any new failure modes called out.'
target_type: email
target_value: [email protected]
frequency: weekly
interval: 1
byweekday: ['monday']
start_date: '2026-09-14T08:00:00Z'
title: 'Weekly product pulse'
prompt: "Yesterday's sign-ups, where they came from, and any errors they hit during onboarding."
target_type: slack
target_value: 'C0123456789|growth-updates' # <channel_id>|<channel_name>; only the channel id is used, the name is cosmetic
integration_id: 42
frequency: daily
interval: 1
start_date: '2026-09-15T09:00:00Z'
title: 'Daily onboarding watch'
prompt to an insight sub is rejected. Pick the right kind at create time.prompt — already persisted on the row, or a
new one in the PATCH body (so bare {"enabled": true} works when the stored prompt
is still valid, but is rejected when the disable cause was an invalid prompt until
you supply a good one); and (2) the original creator is still an active user —
if that account was deactivated the sub cannot be re-enabled at all (no prompt will
help; re-create it instead).next_delivery_date is server-computed from the rrule. Don't try to set it
manually — it's read-only. The first delivery fires at the first start_date
occurrence that is at least a short buffer (currently ~15 minutes) in the future,
so a start_date only seconds ahead rolls to the next occurrence.subscriptions-list will return the new row. Confirm resource_type: "ai_prompt",
enabled: true, next_delivery_date is in the future, and prompt matches what
you sent. The first scheduled tick will run the planner → HogQL → synthesis
pipeline and email/Slack the rendered markdown.
tools
Focused Signals scout for PostHog projects with web traffic. Watches the acquisition and site-health layer the web analytics product reports on: per-channel session volume diverging from the site's own rhythm (an acquisition source silently collapsing or surging), attribution breakage (paid/campaign traffic reclassifying into Direct or Unknown when tagging breaks), landing pages that break (bounce-rate steps, 404 spikes, entry-path cliffs), and page-performance regressions (web vitals p75 steps). Emits findings only when they clear the confidence bar; otherwise writes durable memory and closes out empty. Self-contained peer in the signals-scout-* fleet.
tools
Focused Signals scout for PostHog projects using session replay. Watches two promises the replay product makes: that sessions are actually being recorded (capture integrity — recording volume vanishing while site traffic doesn't), and that the friction evidence inside recordings gets seen (rage-click / dead-click clusters concentrating on a page or element, error-after-interaction cohorts, recurring replay vision themes nobody aggregates). Emits findings only when they clear the confidence bar; otherwise writes durable memory and closes out empty. Self-contained peer in the signals-scout-* fleet.
tools
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 events, outdated SDKs, missing reverse proxy, absent web vitals, ingestion warnings, failing data-warehouse models, and more) — and decides which are genuinely worth surfacing. Unlike a one-signal-per-issue push, it bundles kind-clusters into a single finding, weights by real blast radius (cross-referencing actual event volume and reach), and prioritizes issues an agent can resolve via the MCP. Emits only above the confidence bar; otherwise writes durable memory and closes out empty. Self-contained peer in the signals-scout-* fleet — no dependencies on other skills.
tools
Focused Signals scout for PostHog projects using feature flags. Watches the flag roster and the `$feature_flag_called` evaluation stream for contradictions between a flag's configured state and its real traffic: evaluation cliffs on healthy flags, ghost flags (code calling keys that no longer exist), response-distribution shifts with no corresponding flag edit, and flag debt (stale, fully-rolled-out, or dead flags still burning evaluations). Emits findings only when they clear the confidence bar; otherwise writes durable memory and closes out empty. Self-contained peer in the signals-scout-* fleet — no dependencies on other skills.