{
  "id": "tool:verba",
  "_kind": "Tool",
  "_file": "domain/tools/tools-knowledge-platforms.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Verba",
    "homepageUrl": "https://github.com/weaviate/Verba",
    "kind": "other",
    "description": "Weaviate's open-source RAG application — a turnkey retrieval-augmented\ngeneration chatbot built on top of the Weaviate vector database.\nProvides document ingestion, chunking, embedding, and conversational\nretrieval out of the box with a polished UI. Supports multiple\nembedding providers (OpenAI, Cohere, HuggingFace) and LLM backends.\nUseful as a reference implementation for building RAG apps with\nWeaviate and as a rapid prototyping tool for knowledge Q&A.\n"
  },
  "outgoingEdges": [
    {
      "from": "tool:verba",
      "to": "language:python",
      "kind": "belongs_to_language"
    },
    {
      "from": "tool:verba",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:verba",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:verba",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "used_for"
    },
    {
      "from": "tool:verba",
      "to": "skill-area:rag-pipeline-engineering",
      "kind": "used_for"
    },
    {
      "from": "tool:verba",
      "to": "tool:haystack",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "RAG frameworks — Verba is a turnkey RAG chatbot; Haystack is a pipeline framework"
      }
    },
    {
      "from": "tool:verba",
      "to": "tool:cognita",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "RAG frameworks — Verba is a turnkey chatbot; Cognita has a UI for experimentation"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:rag-pipeline-engineering",
      "to": "tool:verba",
      "kind": "uses_tool"
    },
    {
      "from": "tool:haystack",
      "to": "tool:verba",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "RAG frameworks — Haystack is a pipeline framework; Verba is a turnkey RAG chatbot"
      }
    },
    {
      "from": "tool:cognita",
      "to": "tool:verba",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "RAG frameworks — Cognita has a UI for experimentation; Verba is a turnkey chatbot"
      }
    }
  ]
}