Conciseness

The body is lean and assumes competence — it never explains what semantic views or SQL are, and URLs carry the syntax details instead of inlining them. However, the synonyms/comments guidance is duplicated nearly verbatim (workflow step 4 and the 'Synonyms And Comments' section, including the identical 'ask whether you can create them...' bullet), which is noticeable redundancy that could be trimmed. This sits between 'Mostly efficient but includes some unnecessary explanation' (3) and 'Efficient; minor instances of over-explanation that could be trimmed' (4), clearly closer to 4 since the only waste is repetition, not padding.

Actionability

Mostly executable guidance: concrete commands (`snow --help`, `snow connection add`, `snow sql -q "..." --connection <connection_name>`), a copy-paste sample SEMANTIC_VIEW query, and a concrete discovery technique (SELECT DISTINCT with LIMIT 1000). The gap is that the core DDL is only a placeholder — "snow sql -q \"<CREATE OR ALTER SEMANTIC VIEW ...>\"" — and the synonyms block is a syntax sketch rather than a filled-in example, so nothing DDL-wise is copy-paste ready. This matches 'Mostly executable guidance; concrete code or commands with minor gaps'; a 5 would require complete examples covering the common case, which the placeholder prevents.

Workflow Clarity

The 11-step workflow is clearly sequenced with an explicit validation checkpoint (step 7: 'Always validate by sending the DDL to Snowflake via Snowflake CLI before finalizing'), a feedback loop (step 8: 'If validation fails, iterate on the DDL and re-run the validation step until it succeeds'), a temp-name pattern to avoid clobbering the real view, a post-creation sample query, and a cleanup step. This matches the anchor 'Clear sequence with explicit validation steps; feedback loops for error recovery' — notably strong given the database-operation context where validation is essential; a 4 would require minor checkpoint gaps, and none are evident.

Progressive Disclosure

The ~80-line body is organized into clear, well-labeled sections (One-Time Setup, Workflow, Synonyms And Comments, Validation Pattern, Notes) with no nested or buried references, and external syntax details are delegated to docs URLs. It does not fully hit the anchor 'Clear overview with well-signaled one-level-deep references; content appropriately split' because the duplicated synonyms/comments material should be consolidated into one section, and the workflow section mixes setup-adjacent detail with the core loop — minor organization gaps characteristic of a 4.

Specificity

The description lists multiple specific concrete actions — "Create, alter, and validate Snowflake semantic views using Snowflake CLI (snow)", "validate semantic-view DDL against Snowflake via CLI", and "guide Snowflake CLI installation and connection setup" — giving comprehensive coverage of the skill's operations. It matches the anchor 'Lists multiple specific concrete actions; comprehensive coverage'; a 4 would require minor coverage gaps, but create/alter/validate/setup are all covered.

Completeness

It explicitly answers both questions: the 'what' is stated upfront ("Create, alter, and validate Snowflake semantic views using Snowflake CLI") and the 'when' is given as an explicit "Use when asked to..." clause with three concrete trigger scenarios. This is a direct match for the anchor 'Clearly and explicitly answers both what AND when with concrete trigger phrases'; a 4 would require the 'when' to be less explicit, which it is not.

Trigger Term Quality

Natural trigger phrases users would say are well covered: "build or troubleshoot semantic views", "semantic layer definitions" (a common synonym for semantic views), "CREATE/ALTER SEMANTIC VIEW", and "Snowflake CLI". The synonym pairing of 'semantic views' with 'semantic layer definitions' mirrors the anchor's 'comprehensive coverage of natural terms including synonyms'; there is no meaningful term a Snowflake user would add.

Distinctiveness Conflict Risk

The niche is highly specific — Snowflake semantic views via the Snowflake CLI tool — with triggers keyed to Snowflake-specific DDL ("CREATE/ALTER SEMANTIC VIEW"). Virtually no other skill would claim these triggers, matching the anchor 'Clear niche with distinct triggers; minimal conflict risk'; even closely related SQL or Snowflake skills would not collide with these semantic-view-specific terms.