Conciseness

Two full capability tables restate concepts Claude already knows ("Linguistic analysis, stemming", "Semantic similarity with embeddings", "Combined keyword + vector"), and MCP tool names appear in both the Services table and the MCP section. This matches 'mostly efficient but includes some unnecessary explanation or could be tightened'. It is above a 2 because the body is compact tables rather than padded prose, but below a 4 because the glossary tables and duplicated tool listings are clearly trimmable.

Actionability

Concrete, executable guidance is present: MCP tool/command pairs ("azure__search with command search_index_list"), CLI commands ("az search", "az cognitiveservices"), a setup fallback ("Run /azure:setup or enable via /mcp"), and working links to verified SDK reference files. This matches 'mostly executable guidance; concrete code or commands with minor gaps'. It is not a 5 because the body includes no actual usage example (e.g., a sample search_query invocation with arguments or parameters).

Workflow Clarity

Precedence is explicit ("MCP Server (Preferred)") and there is a clear conditional branch with a recovery path ("If Azure MCP is not enabled: Run /azure:setup or enable via /mcp"). This matches 'clear sequence with most checkpoints present; minor validation gaps'. It is not a 5 because no guidance sequences the MCP vs. CLI vs. SDK paths or what to do after setup, and not a 3 because there are no destructive or batch operations requiring validation and the lookup flow is unambiguous.

Progressive Disclosure

The body is a clean overview with well-sectioned, one-level-deep references, and all 14 linked SDK files exist in references/sdk/. This matches 'good structure; most content is appropriately placed; references mostly clear; minor organization gaps'. It is not a 5 because references/auth-best-practices.md is never linked from SKILL.md — it is only reachable through three of the SDK files — leaving that guidance buried, and the Service Details section adds little navigation beyond the SDK Quick References.

Specificity

The description lists several concrete actions ("search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR") across the four named services, matching the 'several specific actions; minor gaps' anchor. It falls short of a 5 because no actions are given for the OpenAI and Document Intelligence services it names (e.g., chat/completions, embeddings, DALL-E, form extraction), and it sits above a 3 because far more than 1-2 concrete actions are specified.

Completeness

It explicitly answers both questions with concrete trigger phrases: WHAT ("Helps with search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR") and WHEN ("WHEN: AI Search, query search, vector search, hybrid search, semantic search, speech-to-text, text-to-speech, transcribe, OCR, convert text to speech"), matching the anchor for clearly and explicitly answering both. A 4 would require the when-clause to be only weakly explicit, which it is not.

Trigger Term Quality

The WHEN clause offers good natural-term coverage with synonyms ("speech-to-text"/"transcribe", "text-to-speech"/"convert text to speech", "vector search", "hybrid search", "semantic search", "OCR"), matching the 'good keyword coverage; a few natural terms missing' anchor. It is not a 5 because common phrasings such as "full-text search", "keyword search", "embeddings", "GPT/Azure OpenAI", and "form extraction" are absent, leaving a few natural triggers missing.

Distinctiveness Conflict Risk

The "Azure AI" framing plus service-specific terms ("AI Search", "Azure") carves a mostly distinct niche, matching the 'mostly distinct; minor overlap risk' anchor. It is not a 5 because generic trigger words like "search", "OCR", and "speech-to-text" could also match non-Azure search/OCR/speech skills; it is above a 3 because the Azure qualifier and named services keep the overlap minor.