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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.)

Quality

92%

Does it follow best practices?

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SecuritybySnyk

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The risk profile of this skill

SKILL.md
Quality
Evals
Security

Quality

Content

88%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A highly actionable, well-sequenced instruction skill with concrete argument specs, validation checkpoints, and recovery guidance for a recurring-delivery workflow. The only real gap is that no bundle files are used to offload the longer operational detail.

Suggestions

Move the detailed Slack/Teams target assembly and the Pitfalls section into reference files (e.g. references/targets.md, references/pitfalls.md) to keep SKILL.md a lean overview and lift progressive_disclosure.

Tighten the 'When to use this' blockquote, which restates disambiguation already present in the description, to improve conciseness.

Consider adding a Teams webhook example in the Examples section to match the email and Slack coverage for actionability.

DimensionReasoningScore

Conciseness

Dense with operational specifics Claude would not already know (gates, scopes, target formats, pitfalls) and avoids explaining basic concepts, though the 'When to use' blockquote partially duplicates the description and could be trimmed.

4 / 5

Actionability

Copy-paste-ready YAML argument blocks, exact target_value formats ('<channel_id>|<channel_name>'), a concrete 3-step Slack target assembly, and full worked examples cover the common email and Slack cases.

5 / 5

Workflow Clarity

Clear before-create -> create -> after-it-lands sequence with explicit validation checkpoints (gate checks, duplicate-listing before retry, post-create confirmation of resource_type/enabled/next_delivery_date) and feedback loops for error recovery.

5 / 5

Progressive Disclosure

Well-organized into clearly headed sections with no nested references and a one-level Related-skills pointer, but as a longer single-file skill some detail (Teams/Slack target assembly, pitfalls) could be split into bundle files.

4 / 5

Total

18

/

20

Passed

Description

92%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong, specific description that concretely states the capability and gives an explicit 'Use when' trigger with cadence variants, while cleanly distinguishing the prompt-subscription niche from related subscription types. Trigger-term coverage is the only slight gap.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'schedule a free-text prompt to run on a cron', 'LLM-synthesized markdown delivered to email, Slack, or Microsoft Teams on each tick' — with comprehensive coverage of the capability.

5 / 5

Completeness

Explicitly answers both what (create a recurring AI-generated PostHog report delivered to email/Slack/Teams) and when ('Use when the user wants a recurring AI summary of X... rather than a one-off report') with concrete trigger phrases.

5 / 5

Trigger Term Quality

Strong natural phrases ('recurring AI summary of X', 'on any cadence (daily, weekly, monthly, yearly)') with good cadence/channel coverage, but a few natural synonyms (e.g. 'automated/scheduled report', 'digest') are absent.

4 / 5

Distinctiveness Conflict Risk

Clear niche (prompt/AI subscriptions) and actively disambiguates from sibling insight/dashboard subscriptions via the managing-subscriptions reference, minimizing wrong-skill triggering.

5 / 5

Total

19

/

20

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository

PostHog/posthog

Path

products/subscriptions/skills/creating-ai-subscription/SKILL.md

Reviewed

Table of Contents

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