voyageai-cli/src/workflows/research-and-summarize.json

CLI for Voyage AI embeddings, reranking, and MongoDB Atlas Vector Search

{
  "$schema": "https://vai.dev/schemas/workflow-v1.json",
  "name": "Research and Summarize",
  "description": "Search knowledge base, then use LLM to produce a structured summary",
  "version": "1.0.0",
  "branding": {
    "icon": "sparkle",
    "color": "#8B5CF6"
  },
  "inputs": {
    "question": {
      "type": "string",
      "description": "The research question to answer",
      "required": true
    },
    "limit": {
      "type": "number",
      "description": "Maximum documents to retrieve",
      "default": 10
    }
  },
  "defaults": {},
  "steps": [
    {
      "id": "research",
      "name": "Search knowledge base",
      "tool": "query",
      "inputs": {
        "query": "{{ inputs.question }}",
        "limit": "{{ inputs.limit }}"
      }
    },
    {
      "id": "summarize",
      "name": "Generate summary with LLM",
      "tool": "generate",
      "inputs": {
        "prompt": "Based on the following documents, provide a structured summary answering: {{ inputs.question }}",
        "context": "{{ research.output.results }}",
        "systemPrompt": "You are a research analyst. Structure your response with: Key Findings, Supporting Evidence, and Gaps in Available Information. Cite sources when possible."
      }
    }
  ],
  "output": {
    "summary": "{{ summarize.output.text }}",
    "sources": "{{ research.output.results }}",
    "sourceCount": "{{ research.output.resultCount }}",
    "question": "{{ inputs.question }}"
  }
}