One-hop neighbours of a known node (endpoint / Kafka topic / GraphQL operation / frontend call), with similarity scores and file paths. Read-only; no writes except a local exploration row if called within 10 min of a matching query_chains. Returns up to 3 matched source nodes × up to 10 neighbours (edges with score ≥ 0.08), plus a stale_warning field — call rescan if non-null.

Use AFTER query_chains when you already have a concrete node name and want to trace one hop further. Use query_chains (not this) when starting from a business term or when you don't yet know a node name. Partial, case-insensitive match against node id and raw_name; ambiguous inputs return multiple source groups.

Query cross-service chains by business term or endpoint name. Returns candidate clusters of related GraphQL operations, HTTP endpoints, Kafka topics, and frontend queries across all services indexed by the local Ariadne DB. Use this when you need to understand which APIs, topics, or frontend operations are involved in a business feature.

Record whether Ariadne results were useful. Call this after using query_chains or expand_node to log feedback for future improvement. If node_ids is omitted after a recent query_chains call, Ariadne infers node_ids from hint + cluster_rank. Feedback is stored locally in feedback.db and survives DB rebuilds.

Refresh the Ariadne index from inside the conversation. Call this when query_chains or expand_node returned a stale_warning, or after you know the user's code has changed. Re-scans every repo listed in the install-time ariadne.config.json, rebuilds TF-IDF token edges, and invalidates cached DB handles so the next query sees fresh data. No arguments; zero configuration.

Return a quick setup and usage guide for Ariadne. Call this first when you are unsure how to use Ariadne, how to index your own microservices, or why query_chains returned no results. Always safe to call — no DB required.