{
  "id": "tool:cognita",
  "_kind": "Tool",
  "_file": "domain/tools/tools-knowledge-platforms.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Cognita",
    "homepageUrl": "https://github.com/truefoundry/cognita",
    "kind": "other",
    "description": "Open-source RAG framework by TrueFoundry for building production-ready\nretrieval-augmented generation applications. Provides modular components\nfor data ingestion, parsing, chunking, embedding, retrieval, and\ngeneration with a UI for experimentation. Supports multiple vector\nstores, embedding models, and LLMs. Designed for teams that need\nto iterate on RAG configurations without rewriting pipeline code.\n"
  },
  "outgoingEdges": [
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      "to": "language:python",
      "kind": "belongs_to_language"
    },
    {
      "from": "tool:cognita",
      "to": "skill-area:knowledge-fabric-design",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
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      "to": "skill-area:rag-pipeline-engineering",
      "kind": "tool_used_by",
      "attributes": {}
    },
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    },
    {
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      "to": "tool:haystack",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "RAG frameworks — Cognita is a modular RAG app; Haystack is a composable pipeline framework"
      }
    },
    {
      "from": "tool:cognita",
      "to": "tool:verba",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "RAG frameworks — Cognita has a UI for experimentation; Verba is a turnkey chatbot"
      }
    }
  ],
  "incomingEdges": [
    {
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      "to": "tool:cognita",
      "kind": "uses_tool"
    },
    {
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      "to": "tool:cognita",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "RAG frameworks — Haystack is a composable pipeline framework; Cognita is a modular RAG app"
      }
    },
    {
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      "to": "tool:cognita",
      "kind": "alternative_to",
      "attributes": {
        "comparison": "RAG frameworks — Verba is a turnkey chatbot; Cognita has a UI for experimentation"
      }
    }
  ]
}