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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, Slack, or Microsoft Teams on each tick. Use when the user wants a recurring AI summary of X on any cadence (daily, weekly, monthly, yearly) rather than a one-off report. (To attach an AI summary to an existing insight/dashboard subscription instead of a free-text prompt, see `managing-subscriptions` and its `summary_enabled` option.)

Quellinformationen

Repository
PostHog/ai-plugin
Letzte Quellaktivität
25. September 2026 um 08:37
Erkannte Sprache von SKILL.md
Englisch
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95
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20

Installationsoptionen

Standardmäßig ist der Prompt ausgewählt, der zuerst die Quelle prüft. Sie können zu einem direkten Befehl wechseln oder eine lokale Kopie herunterladen.

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SKILL.md
Quellanweisungen · Schreibgeschützte Vorschau
name
creating-ai-subscription
description
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, Slack, or Microsoft Teams on each tick. Use when the user wants a recurring AI summary of X on any cadence (daily, weekly, monthly, yearly) rather than a one-off report. (To attach an AI summary to an existing insight/dashboard subscription instead of a free-text prompt, see `managing-subscriptions` and its `summary_enabled` option.)
# Creating a prompt subscription ## When to use this A **subscription** delivers a PostHog report to email, Slack, or Microsoft Teams 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 a recurring AI summary of X (on any cadence — daily, weekly, monthly, yearly) 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. > **Prefer a dashboard or insight subscription first.** A prompt subscription is the > heaviest option, and the LLM composes its own HogQL, so its numbers can drift from > what a saved insight or dashboard already shows. Reach for it only when (a) the user > **specifically asks** for a free-text / AI-written report, or (b) no existing insight > or dashboard covers the ask and the value really is the analysis itself. If the user > wants the key numbers from an **existing dashboard or insight** delivered on a > schedule — even phrased as "set up a scout/bot to post this daily" — a > **dashboard (or insight) subscription with `summary_enabled: true`** is usually the > better fit. Respect a user who's sure they want a prompt subscription, but when it's > ambiguous, suggest that and confirm first. See `managing-subscriptions` for the happy > path. 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. ## Tools | 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) | ## What you need before calling The endpoint enforces three create-time gates and will return 400 if any fails: 1. **PostHog Cloud, or `DEBUG=true`** — self-hosted production deployments are not eligible (the LLM call routes through a PostHog-managed key). 2. **Org-level "AI data processing approved"** — must be toggled on in `Org settings → Data → AI data processing`. The user must opt in to AI features for the organization first. 3. **Prompt subscriptions enabled** for the organization — a PostHog-managed rollout flag. If it's off, the org has not been granted access yet; tell the user to reach out to PostHog to enable it (there is no self-serve toggle). 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. ## Required arguments ```yaml prompt: "..." # ≤4000 chars; setting this (with no insight/dashboard) makes it a prompt sub → resource_type "ai_prompt" target_type: "email" | "slack" | "teams" # the only delivery channels the API accepts target_value: "..." # comma-separated emails, "<channel_id>|<channel_name>", or a Microsoft Teams webhook URL frequency: "daily" | "weekly" | "monthly" | "yearly" interval: 1 # 1 = every tick; 2 = every other tick; etc. start_date: "2026-09-15T09:30:00Z" # anchors the recurrence + time-of-day; hour and half-hour slots are supported; need not be in the future title: "..." # display name in the subscriptions list send_test_now: false # set true only after the user approves an immediate delivery ``` 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`. ## Optional arguments ```yaml 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 # limit scheduled recurrence occurrences; manual and immediate deliveries do not count until_date: '2026-12-31T00:00:00Z' # stop on/before this date integration_id: 42 # Slack only — required; from integrations-list (see "Slack target") ``` ## Slack target `target_value` must be `<channel_id>|<channel_name>` (the format the integration returns). Build it in three steps: 1. `posthog:integrations-list` filtered by `kind=slack` → pick the Slack integration's `id`. 2. `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>`. 3. Pass that integration's `id` as `integration_id` — the subscription is pinned to one specific Slack integration so reconnections elsewhere don't accidentally re-route deliveries. ## Teams target `target_value` must be the full webhook URL of the channel you want reports in. The user adds the Workflows app to that channel, picks the template for posting to a channel when a webhook request is received, then pastes the URL back to you. A URL from a different template saves without an error, but the report never reaches the channel. There is no Teams integration to look up, so leave `integration_id` out. The URL must be `https`. If `subscriptions-create` rejects `target_value`, the URL is not a Teams webhook — ask the user to create it again with the same template and paste the whole URL. On a later update, omit `target_value` to keep the saved URL, because the API reads it back as its host only and rejects that masked value. ## Before creation List matching subscriptions before you create one. Compare the prompt, title, destination, schedule, and enabled state. Prompt text and titles both match `search`. Creation is not idempotent. If the create request times out or returns an uncertain result, list matching subscriptions before you retry. Do not use a masked Teams webhook host to identify a duplicate. Ask whether the user approves an immediate delivery. Set `send_test_now: false` unless the user approves it. ## Examples ### Weekly Monday-morning AI summary by email ```yaml prompt: 'Top events week over week, with the biggest drops and any new failure modes called out.' target_type: email target_value: founders@acme.example frequency: weekly interval: 1 byweekday: ['monday'] start_date: '2026-09-14T08:00:00Z' title: 'Weekly product pulse' send_test_now: false ``` ### Daily Slack report at 9am ```yaml 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' send_test_now: false ``` ## Pitfalls - **A Teams webhook URL is a credential.** Anyone who has it can post in the channel, which is why the API only ever returns its host. Pass it only as `target_value`. Do not echo it back to the user, and do not copy it into a confirmation message, a summary, or an error report. - **The kind is immutable.** It's derived from which relation is set, so you can't flip an insight or dashboard sub into a prompt sub after the fact (or vice versa) — a PATCH that adds a `prompt` to an insight sub is rejected. Pick the right kind at create time. - **Re-enabling a previously auto-disabled prompt sub** has two preconditions, both enforced on the PATCH: (1) a valid `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. - **Transient send failures retry; only permanent failures auto-disable.** A transient failure (Slack rate limit, SMTP blip, network) fails that delivery and is retried by Temporal within the run, then re-fires on the next scheduled tick — it does **not** auto-disable the subscription, so a persistently-failing channel will keep retrying every tick until you fix it. Only permanent/structural causes auto-disable: a disconnected Slack integration, a revoked channel permission, an invalid prompt, or revoked AI data-processing consent. (For multi-recipient email, a delivery only fails when _every_ recipient fails; partial successes still send.) Within a single delivery run the rendered markdown is cached, so Temporal retries of that run don't re-run the LLM pipeline — but each new scheduled tick generates a fresh report. ## After it lands `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 deliver the rendered markdown to the channel you chose. ## Related skills - **`managing-subscriptions`** — insight and dashboard subscriptions, including AI summaries attached to them - **`building-a-dashboard`** — build the dashboard when the user wants charts rather than a written report
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