Conciseness

The body is dense and assumes competence — no explanation of concepts Claude already knows — but has minor repetition that could be trimmed: auto-rebuild is stated twice ("builds and refreshes automatically... You never run a build command" and the anti-pattern "Don't try to build it"), and staleness guidance appears in both "When NOT to use" ("If a file's mtime is newer than the build timestamp") and the anti-patterns ("The graph can be stale"). Above the 3-anchor because every section still carries unique information.

Actionability

The path cheat sheet gives concrete copy-ready commands with exact mount paths and expected output ("cat ~/.deeplake/memory/graph/find/<pattern> ... Prints numbered handles [1] [2]"), and the workflow maps intent to specific commands. Not a 5 because all examples are templates with placeholders (<pattern>, <from>/<to>) — a single worked example with a real symbol and its actual output would close the gap.

Workflow Clarity

The 5-step Workflow clearly sequences intent to action (broad → index.md, symbol → find/, relationships → show/, flow → path/, impact → impact/), and anti-patterns supply feedback loops ("Try multiple keywords if the first misses", stale build → "prefer the live source"). Below the 5-anchor because those checkpoints live in a separate section rather than being embedded as explicit validation steps in the workflow itself.

Progressive Disclosure

A single self-contained file with clean, well-labeled sections (When to use / When NOT to use / cheat sheet / Workflow / Anti-patterns). No bundle files exist and none are needed — the skill itself acts as an index that progressively discloses to the mount's own index.md/query results, and nothing that belongs in a separate file is inlined.

Specificity

"Query the local code graph (functions, classes, calls, imports) through the Deeplake mount at memory/graph/" names the domain and several concrete query targets, plus mechanics ("AST-derived map of the repo, queried as files (no build needed — it rebuilds automatically)"). Not a 5 because the only action verb is 'query' — it doesn't enumerate several distinct actions the way the 5-anchor does.

Completeness

Explicitly answers what ("Query the local code graph... through the Deeplake mount at memory/graph/", AST-derived map, auto-rebuilding) and when ("Use when the user asks structural questions about the codebase — "what calls X?"...") with concrete trigger phrases — a direct match for the 5-anchor.

Trigger Term Quality

Five natural quoted phrasings ("what calls X?", "what does Y import?", "where is Z defined?", "what's the architecture / which subsystems exist?", "what's the impact of changing this?") are exactly what users say. Falls short of the 5-anchor's comprehensive synonym coverage — common variations like "find references", "who uses", "usages", or "trace this flow" are absent.

Distinctiveness Conflict Risk

The structural/relational-query niche with a named mount is mostly distinct, but triggers like "where is Z defined?" and "what's the architecture" could also plausibly fire general code-search or repo-exploration skills — minor overlap risk, matching the 4-anchor rather than the 5-anchor's minimal conflict risk.