query_qdrant
Search news articles with optional date, source, or numerology filters, or find pattern interpretations by meaning. Returns matching entities.
Instructions
Search the stored news or patterns by meaning and return the matching entities.
collection="news" runs the hybrid (multi-stage) search over stored articles and honours the
optional payload filters — publication window, source, reduced value or master number.
collection="patterns" finds saved pattern interpretations and takes no filters: passing any
is an error rather than a silently ignored argument. Needs Qdrant only; nothing is embedded
remotely and no model is called.
The returned items are the typed entities themselves (NewsItem or Pattern), best
match first; the scores stay in Qdrant because the callers work with the entities.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Maximum results. | |
| query | Yes | What to look for, in natural language. | |
| filters | No | ||
| collection | Yes |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
| items | No | The matching entities, best match first. | |
| query | Yes | The text the search embedded. | |
| collection | Yes | Which collection was searched. |