Conciseness

The body is mostly efficient (command tables, terse setup steps), but several sections could be tightened: the full launchd plist XML and systemd unit inline (~50 lines of boilerplate Claude can generate), the "How the Search Pipeline Works" internals (RRF k=60, position-aware blending weights add tokens beyond what is needed to pick a search mode), and the attribution line. This matches 'Mostly efficient but includes some unnecessary explanation or could be tightened', not the lean anchor 5 or the padded anchor 2.

Actionability

Every section gives copy-paste-ready commands: install commands with version checks, a Quick Reference command table, concrete search examples per mode, exact YAML MCP configs, structured multi-mode query examples, and troubleshooting commands with fixes. This matches 'Fully executable; copy-paste ready code or commands; specific examples cover the common cases'.

Workflow Clarity

Setup is a clearly numbered sequence (add collections → add context → embed → verify) with an explicit verify step (`qmd status`) plus a Verify Installation section, and the Troubleshooting section provides error-recovery feedback. It falls short of 5 because the verify step does not state what a healthy result looks like or what to do on failure within the workflow itself, and embed failures have no recovery loop — matching 'Clear sequence with most checkpoints present; minor validation gaps'.

Progressive Disclosure

The skill is a single ~430-line file with no bundle files at all; headers and a Quick Reference table give it reasonable structure, but content that belongs in separate reference files (launchd/systemd daemon configs, MCP integration details, search pipeline internals) is inlined. This matches 'Some structure but could be better organized; content that should be separate is inline' rather than anchor 4's appropriately split layout.

Specificity

"Hybrid local search over notes, docs, and transcripts" names a specific domain and one concrete capability (hybrid search), matching the anchor 'Names domain and 1-2 concrete actions, but not comprehensive'. It does not list several specific actions (indexing, embedding, MCP integration, reranking), so it is not a 4.

Completeness

The 'what' is clear (local hybrid search over notes, docs, and transcripts), but there is no 'Use when...' clause or any explicit trigger guidance, capping completeness at 3 per the rubric guideline. It is not a 2 because the 'what' is specific rather than vague.

Trigger Term Quality

"notes, docs, transcripts" are natural terms users would say when needing this skill, giving good keyword coverage. It falls short of 5 because common variations like "knowledge base", "search my notes", "meeting notes", or "semantic search" are absent, but it is noticeably above the single-keyword coverage of anchor 3.

Distinctiveness Conflict Risk

The scope (local, personal notes/docs/transcripts search) carves out a mostly distinct niche with minor overlap risk against closely related note-search or RAG skills. It is not a 5 because the phrasing does not include distinct trigger phrases that would fully separate it from generic search or knowledge-base skills.