Typesense · Capability

Typesense Vector Search API — Vector Search

Typesense Vector Search API — Vector Search. 2 operations. Lead operation: Perform Vector Or Hybrid Search. Self-contained Naftiko capability covering one Typesense business surface.

Run with Naftiko TypesenseVector Search

What You Can Do

GET
Vectorsearch — Perform Vector Or Hybrid Search
/v1/collections/{collectionname}/documents/search
POST
Multivectorsearch — Multi-search With Vector Queries
/v1/multi-search

MCP Tools

perform-vector-hybrid-search

Perform Vector Or Hybrid Search

read-only idempotent
multi-search-vector-queries

Multi-search With Vector Queries

read-only

Capability Spec

vector-search-vector-search.yaml Raw ↑
naftiko: 1.0.0-alpha2
info:
  label: Typesense Vector Search API — Vector Search
  description: 'Typesense Vector Search API — Vector Search. 2 operations. Lead operation: Perform Vector Or Hybrid Search.
    Self-contained Naftiko capability covering one Typesense business surface.'
  tags:
  - Typesense
  - Vector Search
  created: '2026-05-19'
  modified: '2026-05-19'
binds:
- namespace: env
  keys:
    TYPESENSE_API_KEY: TYPESENSE_API_KEY
capability:
  consumes:
  - type: http
    namespace: vector-search-vector-search
    baseUri: ''
    description: Typesense Vector Search API — Vector Search business capability. Self-contained, no shared references.
    resources:
    - name: collections-collectionName-documents-search
      path: /collections/{collectionName}/documents/search
      operations:
      - name: vectorsearch
        method: GET
        description: Perform Vector Or Hybrid Search
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: q
          in: query
          type: string
          description: Text search query. Use * for pure vector search without keyword matching.
        - name: query_by
          in: query
          type: string
          description: Comma-separated list of fields to search against for keyword matching.
          required: true
        - name: vector_query
          in: query
          type: string
          description: Vector query in the format field_name:([v1,v2,...],k:num) or field_name:([], id:doc_id) for finding
            similar documents. The k parameter controls how many nearest
        - name: filter_by
          in: query
          type: string
          description: Filter conditions to narrow search results.
        - name: sort_by
          in: query
          type: string
          description: Sort conditions. Use _vector_distance for sorting by vector similarity.
        - name: include_fields
          in: query
          type: string
          description: Comma-separated list of fields to include in results.
        - name: exclude_fields
          in: query
          type: string
          description: Comma-separated list of fields to exclude from results.
        - name: page
          in: query
          type: integer
          description: Page number for pagination.
        - name: per_page
          in: query
          type: integer
          description: Number of results per page.
        - name: prefix
          in: query
          type: string
          description: Whether prefix search is enabled for keyword matching.
    - name: multi_search
      path: /multi_search
      operations:
      - name: multivectorsearch
        method: POST
        description: Multi-search With Vector Queries
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    authentication:
      type: apikey
      key: X-TYPESENSE-API-KEY
      value: '{{env.TYPESENSE_API_KEY}}'
      placement: header
  exposes:
  - type: rest
    namespace: vector-search-vector-search-rest
    port: 8080
    description: REST adapter for Typesense Vector Search API — Vector Search. One Spectral-compliant resource per consumed
      operation, prefixed with /v1.
    resources:
    - path: /v1/collections/{collectionname}/documents/search
      name: collections-collectionname-documents-search
      description: REST surface for collections-collectionName-documents-search.
      operations:
      - method: GET
        name: vectorsearch
        description: Perform Vector Or Hybrid Search
        call: vector-search-vector-search.vectorsearch
        with:
          q: rest.q
          query_by: rest.query_by
          vector_query: rest.vector_query
          filter_by: rest.filter_by
          sort_by: rest.sort_by
          include_fields: rest.include_fields
          exclude_fields: rest.exclude_fields
          page: rest.page
          per_page: rest.per_page
          prefix: rest.prefix
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/multi-search
      name: multi-search
      description: REST surface for multi_search.
      operations:
      - method: POST
        name: multivectorsearch
        description: Multi-search With Vector Queries
        call: vector-search-vector-search.multivectorsearch
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
  - type: mcp
    namespace: vector-search-vector-search-mcp
    port: 9090
    transport: http
    description: MCP adapter for Typesense Vector Search API — Vector Search. One tool per consumed operation, routed inline
      through this capability's consumes block.
    tools:
    - name: perform-vector-hybrid-search
      description: Perform Vector Or Hybrid Search
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: vector-search-vector-search.vectorsearch
      with:
        q: tools.q
        query_by: tools.query_by
        vector_query: tools.vector_query
        filter_by: tools.filter_by
        sort_by: tools.sort_by
        include_fields: tools.include_fields
        exclude_fields: tools.exclude_fields
        page: tools.page
        per_page: tools.per_page
        prefix: tools.prefix
      outputParameters:
      - type: object
        mapping: $.
    - name: multi-search-vector-queries
      description: Multi-search With Vector Queries
      hints:
        readOnly: true
        destructive: false
        idempotent: false
      call: vector-search-vector-search.multivectorsearch
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.