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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 does not collect natively — or wants to join or correlate PostHog product events with that external business data. Also use when a query fails because a table does not exist or returns no results for expected external data. The data warehouse can import from SaaS tools (Stripe, Hubspot, Zendesk, etc.), ad platforms, production databases (Postgres, MySQL, BigQuery, Snowflake), and other arbitrary data sources. Covers checking existing sources, identifying the right source type, and guiding the setup.

74

Quality

91%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

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 well-structured, actionable skill body with concrete tool calls, validation checkpoints, and disciplined handoff to avoid duplication. Conciseness and progressive disclosure are good but have minor room to trim framing prose and split detailed reference material.

Suggestions

Trim the narrative framing in the intro ('The key insight is recognizing the gap') to keep the opening as lean as the rest.

Consider extracting the 'Important notes' credential/prefix details or the source-patterns table into a references file so SKILL.md stays a lean overview.

DimensionReasoningScore

Conciseness

Mostly lean and tool-driven, assuming competence; minor over-explanation such as 'The key insight is recognizing the gap' and the framing intro could be trimmed without losing clarity.

4 / 5

Actionability

Fully actionable: concrete MCP tool calls, specific field params ('fields: [\'*.name\', \'*.caption\']'), a patterns table mapping needs to source types, and a copy-ready SQL join example.

5 / 5

Workflow Clarity

Clear 6-step sequence with explicit validation checkpoints — check information_schema and schemas-list before claiming data is missing, verify prefixes — and feedback for the destructive/import path, with handoff to a deeper skill.

5 / 5

Progressive Disclosure

Single, well-sectioned SKILL.md with no bundle files; references are one-level (a related skill) and clearly signaled. It sits above the simple-skill threshold but lacks separate reference files for the moderately detailed tool/notes content.

4 / 5

Total

18

/

20

Passed

Description

95%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, concrete description that explicitly covers what the skill does and when to use it, with rich natural trigger terms and a clearly distinct niche. Slight room only in enumerating a fuller set of concrete actions.

DimensionReasoningScore

Specificity

Lists several concrete actions ('checking existing sources, identifying the right source type, and guiding the setup') plus named source types; minor coverage gaps versus a fully comprehensive action list.

4 / 5

Completeness

Explicitly answers both 'what' (import external data via the data warehouse; check sources, identify source type, guide setup) and 'when' with concrete 'Use when...' trigger phrases and a query-failure trigger.

5 / 5

Trigger Term Quality

Comprehensive natural terms a user would actually say — revenue, payments, subscriptions, billing, CRM deals, support tickets, ad spend — alongside named tools (Stripe, Hubspot, Zendesk).

5 / 5

Distinctiveness Conflict Risk

Clear PostHog data-warehouse niche with distinct triggers (external business data, join PostHog events with external data) and minimal overlap risk with other skills.

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.

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
PostHog/posthog
Reviewed

Table of Contents

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