Search

Hybrid search combining vector similarity and full-text search with automatic reranking.

Search memories

POST /v1/memories/search — Hybrid search combining vector similarity and full-text search with automatic reranking.

const results = await mk.memories.search({
  query: "quarterly revenue targets",
  filters: {
    tags: ["finance"],
    metadata: { year: { $gte: 2025 } },
  },
  limit: 10,
  includeGraph: true,
});
 
// results.results — SearchResult[]
// results.total_results — number

Filter operators

Operator	Description	Example
`$eq`	Equal to	`{ "status": { "$eq": "active" } }`
`$gte`	Greater than or equal	`{ "year": { "$gte": 2025 } }`
`$lte`	Less than or equal	`{ "score": { "$lte": 0.8 } }`
`$in`	In array	`{ "type": { "$in": ["note", "doc"] } }`
`$nin`	Not in array	`{ "type": { "$nin": ["draft"] } }`
`$exists`	Field exists	`{ "metadata.reviewed": { "$exists": true } }`

Search memories

Filter operators

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