AI Embeddings

/**
 * Demonstrates the AI embed kind. Generates embeddings for text
 * to enable semantic search.
 */

webhook embed_request {
  label: "Embed Request"
  schema: @json {
    {
      "type": "object",
      "required": ["text"],
      "properties": {
        "text": { "type": "string" },
        "metadata": { "type": "object" }
      }
    }
  }
}

workflow generate_embedding {
  label: "Generate Embedding"

  root {
    type: code
    label: "Extract text"
    code: @ts { return context.nodes.root.input }
    outputSchema: @json {
      {
        "type": "object",
        "properties": {
          "text": { "type": "string" },
          "metadata": { "type": "object" }
        }
      }
    }
  }

  node embed {
    type: ai
    label: "Generate embedding"
    kind: embed
    model: "openai/text-embedding-3-small"
    prompt: @ts { return context.nodes.root.output.text }
  }

  node result {
    type: code
    label: "Format result"
    code: @ts {
      return {
        text: context.nodes.root.output.text,
        embedding: context.nodes.embed.output,
        metadata: context.nodes.root.output.metadata || {}
      }
    }
  }

  flow {
    root -> embed
    embed -> result
  }
}

trigger on_embed {
  webhook:embed_request -> generate_embedding
  enabled: true
}