query-and-explain
Installation
SKILL.md
Query & Explain the Graph
Self-Evolving Skill: This skill improves through use. If a query verb drifts or graph-interpretation guidance proves wrong — fix this file immediately, don't defer. Only update for real, reproducible issues.
Interrogate a persistent graphify-out/graph.json built earlier by graphify-tools:build-graph. This is the token-efficiency payoff: answers come from the graph (~71× fewer tokens on large corpora), not from re-reading raw files.
Prerequisite: a
graphify-out/directory must exist for the target corpus. If missing, invokegraphify-tools:build-graphfirst. If the corpus changed since the last build, suggestgraphify <target> --updatebefore trusting answers.
Verbs
Run from the directory containing graphify-out/ (or pass the target folder):
# Natural-language question across the whole graph
graphify query "what connects attention to the optimizer?"
# Shortest/strongest path between two named nodes
graphify path "DigestAuth" "Response"