post:
  tags:
    - Flow Services
  summary: NLP Query - natural language to structured query
  description: |
    Convert natural language questions to structured GraphQL queries.

    ## NLP Query Overview

    Transforms user questions into executable GraphQL:
    - **Natural input**: Ask questions in plain English
    - **Structured output**: Get GraphQL query + variables
    - **Schema-aware**: Uses knowledge graph schema
    - **Confidence scoring**: Know how well question was understood

    Enables non-technical users to query knowledge graph.

    ## Process

    1. Parse natural language question
    2. Identify entities and relationships
    3. Map to GraphQL schema types
    4. Generate query with variables
    5. Return query + confidence score

    ## Using Results

    Generated query can be:
    - Executed via objects query service
    - Inspected and modified if needed
    - Cached for similar questions

    Example workflow:
    ```
    1. User asks: "Who does Alice know?"
    2. NLP Query generates GraphQL
    3. Execute via /api/v1/flow/{flow}/service/rows
    4. Return results to user
    ```

    ## Schema Detection

    Response includes `detected-schemas` array showing:
    - Which types were identified
    - What entities were matched
    - Schema coverage of question

    Helps understand query scope.

    ## Confidence Scores

    - **0.9-1.0**: High confidence, likely correct
    - **0.7-0.9**: Good confidence, probably correct
    - **0.5-0.7**: Medium confidence, may need review
    - **< 0.5**: Low confidence, likely incorrect

    Low scores suggest:
    - Ambiguous question
    - Missing schema coverage
    - Complex query structure

  operationId: nlpQueryService
  security:
    - bearerAuth: []
  parameters:
    - name: flow
      in: path
      required: true
      schema:
        type: string
      description: Flow instance ID
      example: my-flow
  requestBody:
    required: true
    content:
      application/json:
        schema:
          $ref: '../../components/schemas/query/NlpQueryRequest.yaml'
        examples:
          simpleQuestion:
            summary: Simple relationship question
            value:
              question: Who does Alice know?
              max-results: 50
          complexQuestion:
            summary: Multi-hop relationship
            value:
              question: What companies employ people that Alice knows?
              max-results: 100
          filterQuestion:
            summary: Question with filters
            value:
              question: Which engineers does Bob collaborate with?
  responses:
    '200':
      description: Successful response
      content:
        application/json:
          schema:
            $ref: '../../components/schemas/query/NlpQueryResponse.yaml'
          examples:
            successfulQuery:
              summary: Successful query generation
              value:
                graphql-query: |
                  query GetConnections($person: ID!) {
                    person(id: $person) {
                      knows { name email }
                    }
                  }
                variables:
                  person: "https://example.com/person/alice"
                detected-schemas: ["Person"]
                confidence: 0.92
            complexQuery:
              summary: Complex multi-hop query
              value:
                graphql-query: |
                  query GetCompanies($person: ID!) {
                    person(id: $person) {
                      knows {
                        worksFor {
                          name
                          industry
                        }
                      }
                    }
                  }
                variables:
                  person: "https://example.com/person/alice"
                detected-schemas: ["Person", "Organization"]
                confidence: 0.85
            lowConfidence:
              summary: Low confidence result
              value:
                graphql-query: |
                  query Search {
                    search(term: "unknown entities") {
                      results
                    }
                  }
                variables: {}
                detected-schemas: []
                confidence: 0.43
    '401':
      $ref: '../../components/responses/Unauthorized.yaml'
    '500':
      $ref: '../../components/responses/Error.yaml'