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, invoke graphify-tools:build-graph first. If the corpus changed since the last build, suggest graphify <target> --update before 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"
Installs
3
GitHub Stars
62
First Seen
Jul 24, 2026
query-and-explain — terrylica/cc-skills