{
  "focus": "huggingface/transformers",
  "project": {
    "repo": "huggingface/transformers",
    "name": "transformers",
    "description": "🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training. ",
    "maintainer": "huggingface",
    "license": "Apache-2.0",
    "language": "Python",
    "recent_activity": "active_last_week"
  },
  "summary": "huggingface/transformers graph connects 3 alternatives, 8 related projects, 2 inferred dependencies, 3 deployment targets, and 3 use cases.",
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/huggingface/transformers",
      "kind": "project"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/huggingface/transformers",
      "kind": "alternatives"
    },
    {
      "label": "Explore related projects",
      "href": "/api/related/huggingface/transformers",
      "kind": "related"
    },
    {
      "label": "Explain score",
      "href": "/score/huggingface/transformers",
      "kind": "score"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=huggingface/transformers",
      "kind": "compare"
    }
  ],
  "graph_stats": {
    "node_count": 65,
    "edge_count": 370,
    "project_count": 49,
    "relationship_counts": {
      "alternative": 72,
      "related": 72,
      "category": 24,
      "deployment": 88,
      "use_case": 72,
      "dependency": 42
    }
  },
  "relationship_groups": {
    "alternatives": [
      {
        "repo": "langchain-ai/langgraph",
        "reason": "Same rag framework intent with rag overlap."
      },
      {
        "repo": "xorbitsai/inference",
        "reason": "Same rag framework intent with rag overlap."
      },
      {
        "repo": "neuml/txtai",
        "reason": "Same rag framework intent with rag overlap."
      }
    ],
    "related": [
      {
        "repo": "bytedance/deer-flow",
        "reason": "Shared rag framework category and library_only deployment context."
      },
      {
        "repo": "helixml/helix",
        "reason": "Shared rag framework category and library_only deployment context."
      },
      {
        "repo": "xorbitsai/inference",
        "reason": "Shared rag framework category and library_only deployment context."
      },
      {
        "repo": "ggml-org/whisper.cpp",
        "reason": "Shared rag framework category and library_only deployment context."
      },
      {
        "repo": "cactus-compute/cactus",
        "reason": "Shared rag framework category and local deployment context."
      },
      {
        "repo": "LMCache/LMCache",
        "reason": "Shared rag framework category and library_only deployment context."
      },
      {
        "repo": "neuml/txtai",
        "reason": "Shared rag framework category and library_only deployment context."
      },
      {
        "repo": "mem0ai/mem0",
        "reason": "Shared rag framework category and library_only deployment context."
      }
    ],
    "dependencies": [
      "Vector database",
      "LLM provider"
    ],
    "deployment_targets": [
      "library_only",
      "local",
      "cloud"
    ],
    "use_cases": [
      "build RAG applications",
      "connect private data to LLMs",
      "index documents for retrieval"
    ]
  },
  "evidence": {
    "source_fields": [
      "project.description",
      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics",
      "graph.nodes",
      "graph.edges",
      "graph.relationship_groups"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: commits30d, contributors90d."
    ],
    "confidence_reason": "huggingface/transformers graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
    "last_verified_at": "2026-08-19T01:56:19.010Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: commits30d, contributors90d."
  ],
  "confidence_reason": "huggingface/transformers graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
  "source_fields": [
    "project.description",
    "project.topics",
    "project.language",
    "project.license",
    "agent_card.summary_for_agent",
    "agent_card.use_cases",
    "agent_card.deployment",
    "agent_card.classification",
    "metrics",
    "graph.nodes",
    "graph.edges",
    "graph.relationship_groups"
  ],
  "last_verified_at": "2026-08-19T01:56:19.010Z",
  "nodes": [
    {
      "id": "huggingface/transformers",
      "label": "transformers",
      "kind": "project",
      "score": 88,
      "repo": "huggingface/transformers"
    },
    {
      "id": "category:rag_framework",
      "label": "rag framework",
      "kind": "category"
    },
    {
      "id": "deployment:library_only",
      "label": "library_only",
      "kind": "deployment"
    },
    {
      "id": "deployment:local",
      "label": "local",
      "kind": "deployment"
    },
    {
      "id": "deployment:cloud",
      "label": "cloud",
      "kind": "deployment"
    },
    {
      "id": "use_case:build-rag-applications",
      "label": "build RAG applications",
      "kind": "use_case"
    },
    {
      "id": "use_case:connect-private-data-to-llms",
      "label": "connect private data to LLMs",
      "kind": "use_case"
    },
    {
      "id": "use_case:index-documents-for-retrieval",
      "label": "index documents for retrieval",
      "kind": "use_case"
    },
    {
      "id": "dependency:vector-database",
      "label": "Vector database",
      "kind": "dependency"
    },
    {
      "id": "dependency:llm-provider",
      "label": "LLM provider",
      "kind": "dependency"
    },
    {
      "id": "langchain-ai/langgraph",
      "label": "langgraph",
      "kind": "project",
      "score": 84,
      "repo": "langchain-ai/langgraph"
    },
    {
      "id": "xorbitsai/inference",
      "label": "inference",
      "kind": "project",
      "score": 88,
      "repo": "xorbitsai/inference"
    },
    {
      "id": "neuml/txtai",
      "label": "txtai",
      "kind": "project",
      "score": 77,
      "repo": "neuml/txtai"
    },
    {
      "id": "bytedance/deer-flow",
      "label": "deer-flow",
      "kind": "project",
      "score": 84,
      "repo": "bytedance/deer-flow"
    },
    {
      "id": "helixml/helix",
      "label": "helix",
      "kind": "project",
      "score": 75,
      "repo": "helixml/helix"
    },
    {
      "id": "ggml-org/llama.cpp",
      "label": "llama.cpp",
      "kind": "project",
      "score": 90,
      "repo": "ggml-org/llama.cpp"
    },
    {
      "id": "deployment:docker",
      "label": "docker",
      "kind": "deployment"
    },
    {
      "id": "ggml-org/whisper.cpp",
      "label": "whisper.cpp",
      "kind": "project",
      "score": 87,
      "repo": "ggml-org/whisper.cpp"
    },
    {
      "id": "cactus-compute/cactus",
      "label": "cactus",
      "kind": "project",
      "score": 76,
      "repo": "cactus-compute/cactus"
    },
    {
      "id": "facebookresearch/faiss",
      "label": "faiss",
      "kind": "project",
      "repo": "facebookresearch/faiss"
    },
    {
      "id": "infiniflow/ragflow",
      "label": "ragflow",
      "kind": "project",
      "repo": "infiniflow/ragflow",
      "score": 90
    },
    {
      "id": "QuantumNous/new-api",
      "label": "new-api",
      "kind": "project",
      "repo": "QuantumNous/new-api",
      "score": 89
    },
    {
      "id": "mem0ai/mem0",
      "label": "mem0",
      "kind": "project",
      "repo": "mem0ai/mem0",
      "score": 91
    },
    {
      "id": "intelligencedev/manifold",
      "label": "manifold",
      "kind": "project",
      "repo": "intelligencedev/manifold"
    },
    {
      "id": "gptme/gptme",
      "label": "gptme",
      "kind": "project",
      "score": 79,
      "repo": "gptme/gptme"
    },
    {
      "id": "deployment:vercel",
      "label": "vercel",
      "kind": "deployment"
    },
    {
      "id": "deployment:serverless",
      "label": "serverless",
      "kind": "deployment"
    },
    {
      "id": "FlowiseAI/Flowise",
      "label": "Flowise",
      "kind": "project",
      "score": 82,
      "repo": "FlowiseAI/Flowise"
    },
    {
      "id": "simstudioai/sim",
      "label": "sim",
      "kind": "project",
      "repo": "simstudioai/sim",
      "score": 88
    },
    {
      "id": "ax-llm/ax",
      "label": "ax",
      "kind": "project",
      "score": 78,
      "repo": "ax-llm/ax"
    },
    {
      "id": "schmitech/orbit",
      "label": "orbit",
      "kind": "project",
      "repo": "schmitech/orbit"
    },
    {
      "id": "lobehub/lobehub-gateway",
      "label": "lobehub-gateway",
      "kind": "project",
      "repo": "lobehub/lobehub-gateway"
    },
    {
      "id": "crmne/ruby_llm",
      "label": "ruby_llm",
      "kind": "project",
      "score": 79,
      "repo": "crmne/ruby_llm"
    },
    {
      "id": "deployment:kubernetes",
      "label": "kubernetes",
      "kind": "deployment"
    },
    {
      "id": "pipeshub-ai/pipeshub-ai",
      "label": "pipeshub-ai",
      "kind": "project",
      "score": 80,
      "repo": "pipeshub-ai/pipeshub-ai"
    },
    {
      "id": "microsoft/ai-agents-for-beginners",
      "label": "ai-agents-for-beginners",
      "kind": "project",
      "score": 80,
      "repo": "microsoft/ai-agents-for-beginners"
    },
    {
      "id": "use_case:discover-related-ai-projects",
      "label": "discover related AI projects",
      "kind": "use_case"
    },
    {
      "id": "use_case:compare-implementation-patterns",
      "label": "compare implementation patterns",
      "kind": "use_case"
    },
    {
      "id": "use_case:bootstrap-project-selection",
      "label": "bootstrap project selection",
      "kind": "use_case"
    },
    {
      "id": "weaviate/recipes",
      "label": "recipes",
      "kind": "project",
      "repo": "weaviate/recipes"
    },
    {
      "id": "lancedb/vectordb-recipes",
      "label": "vectordb-recipes",
      "kind": "project",
      "repo": "lancedb/vectordb-recipes"
    },
    {
      "id": "deepset-ai/haystack-cookbook",
      "label": "haystack-cookbook",
      "kind": "project",
      "repo": "deepset-ai/haystack-cookbook"
    },
    {
      "id": "elizaOS/eliza",
      "label": "eliza",
      "kind": "project",
      "score": 85,
      "repo": "elizaOS/eliza"
    },
    {
      "id": "Shubhamsaboo/awesome-llm-apps",
      "label": "awesome-llm-apps",
      "kind": "project",
      "score": 81,
      "repo": "Shubhamsaboo/awesome-llm-apps"
    },
    {
      "id": "Yigtwxx/awesome-rag-production",
      "label": "awesome-rag-production",
      "kind": "project",
      "repo": "Yigtwxx/awesome-rag-production"
    },
    {
      "id": "genkit-ai/genkit",
      "label": "genkit",
      "kind": "project",
      "repo": "genkit-ai/genkit",
      "score": 83
    },
    {
      "id": "getzep/graphiti",
      "label": "graphiti",
      "kind": "project",
      "score": 85,
      "repo": "getzep/graphiti"
    },
    {
      "id": "run-llama/llama_index",
      "label": "llama_index",
      "kind": "project",
      "score": 84,
      "repo": "run-llama/llama_index"
    },
    {
      "id": "stanfordnlp/dspy",
      "label": "dspy",
      "kind": "project",
      "score": 81,
      "repo": "stanfordnlp/dspy"
    },
    {
      "id": "LMCache/LMCache",
      "label": "LMCache",
      "kind": "project",
      "repo": "LMCache/LMCache",
      "score": 87
    },
    {
      "id": "NVIDIA/TensorRT-LLM",
      "label": "TensorRT-LLM",
      "kind": "project",
      "score": 89,
      "repo": "NVIDIA/TensorRT-LLM"
    },
    {
      "id": "llm-d/llm-d",
      "label": "llm-d",
      "kind": "project",
      "score": 82,
      "repo": "llm-d/llm-d"
    },
    {
      "id": "scrapy/scrapy",
      "label": "scrapy",
      "kind": "project",
      "score": 84,
      "repo": "scrapy/scrapy"
    },
    {
      "id": "weaviate/weaviate-python-client",
      "label": "weaviate-python-client",
      "kind": "project",
      "score": 77,
      "repo": "weaviate/weaviate-python-client"
    },
    {
      "id": "vespa-engine/vespa",
      "label": "vespa",
      "kind": "project",
      "score": 86,
      "repo": "vespa-engine/vespa"
    },
    {
      "id": "microsoft/graphrag",
      "label": "graphrag",
      "kind": "project",
      "score": 77,
      "repo": "microsoft/graphrag"
    },
    {
      "id": "lancedb/lancedb",
      "label": "lancedb",
      "kind": "project",
      "score": 87,
      "repo": "lancedb/lancedb"
    },
    {
      "id": "ArcadeData/arcadedb",
      "label": "arcadedb",
      "kind": "project",
      "repo": "ArcadeData/arcadedb"
    },
    {
      "id": "unum-cloud/USearch",
      "label": "USearch",
      "kind": "project",
      "repo": "unum-cloud/USearch"
    },
    {
      "id": "cyberlife-coder/VelesDB",
      "label": "VelesDB",
      "kind": "project",
      "score": 67,
      "repo": "cyberlife-coder/VelesDB"
    },
    {
      "id": "langroid/langroid",
      "label": "langroid",
      "kind": "project",
      "repo": "langroid/langroid"
    },
    {
      "id": "humanlayer/12-factor-agents",
      "label": "12-factor-agents",
      "kind": "project",
      "repo": "humanlayer/12-factor-agents"
    },
    {
      "id": "open-telemetry/opentelemetry-collector-contrib",
      "label": "opentelemetry-collector-contrib",
      "kind": "project",
      "score": 81,
      "repo": "open-telemetry/opentelemetry-collector-contrib"
    },
    {
      "id": "CloudDetail/apo",
      "label": "apo",
      "kind": "project",
      "repo": "CloudDetail/apo"
    },
    {
      "id": "opensearch-project/OpenSearch",
      "label": "OpenSearch",
      "kind": "project",
      "repo": "opensearch-project/OpenSearch"
    }
  ],
  "edges": [
    {
      "source": "huggingface/transformers",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "huggingface/transformers",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "huggingface/transformers",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "huggingface/transformers",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "huggingface/transformers",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "huggingface/transformers",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "huggingface/transformers",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "huggingface/transformers",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "huggingface/transformers",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "huggingface/transformers",
      "target": "langchain-ai/langgraph",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "huggingface/transformers",
      "target": "xorbitsai/inference",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "huggingface/transformers",
      "target": "neuml/txtai",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "huggingface/transformers",
      "target": "bytedance/deer-flow",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "huggingface/transformers",
      "target": "helixml/helix",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "huggingface/transformers",
      "target": "xorbitsai/inference",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "ggml-org/whisper.cpp",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "cactus-compute/cactus",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "facebookresearch/faiss",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "xorbitsai/inference",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "infiniflow/ragflow",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "QuantumNous/new-api",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "infiniflow/ragflow",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "infiniflow/ragflow",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "infiniflow/ragflow",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "infiniflow/ragflow",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "infiniflow/ragflow",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "infiniflow/ragflow",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "infiniflow/ragflow",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "infiniflow/ragflow",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "infiniflow/ragflow",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "infiniflow/ragflow",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "infiniflow/ragflow",
      "target": "mem0ai/mem0",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "infiniflow/ragflow",
      "target": "langchain-ai/langgraph",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "infiniflow/ragflow",
      "target": "intelligencedev/manifold",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "infiniflow/ragflow",
      "target": "neuml/txtai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "infiniflow/ragflow",
      "target": "bytedance/deer-flow",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "infiniflow/ragflow",
      "target": "gptme/gptme",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "mem0ai/mem0",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "mem0ai/mem0",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "mem0ai/mem0",
      "target": "deployment:vercel",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "mem0ai/mem0",
      "target": "deployment:serverless",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "mem0ai/mem0",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "mem0ai/mem0",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "mem0ai/mem0",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "mem0ai/mem0",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "mem0ai/mem0",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "mem0ai/mem0",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "mem0ai/mem0",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "mem0ai/mem0",
      "target": "langchain-ai/langgraph",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "mem0ai/mem0",
      "target": "bytedance/deer-flow",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "mem0ai/mem0",
      "target": "FlowiseAI/Flowise",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "mem0ai/mem0",
      "target": "simstudioai/sim",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "mem0ai/mem0",
      "target": "neuml/txtai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "mem0ai/mem0",
      "target": "gptme/gptme",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "QuantumNous/new-api",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QuantumNous/new-api",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "QuantumNous/new-api",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "QuantumNous/new-api",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "QuantumNous/new-api",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "QuantumNous/new-api",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "QuantumNous/new-api",
      "target": "ax-llm/ax",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "QuantumNous/new-api",
      "target": "schmitech/orbit",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "QuantumNous/new-api",
      "target": "lobehub/lobehub-gateway",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "QuantumNous/new-api",
      "target": "crmne/ruby_llm",
      "kind": "related",
      "reason": "Shared rag framework category and local deployment context.",
      "weight": 82
    },
    {
      "source": "QuantumNous/new-api",
      "target": "langchain-ai/langgraph",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "QuantumNous/new-api",
      "target": "helixml/helix",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "simstudioai/sim",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "simstudioai/sim",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "simstudioai/sim",
      "target": "deployment:vercel",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "simstudioai/sim",
      "target": "deployment:serverless",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "simstudioai/sim",
      "target": "deployment:kubernetes",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "simstudioai/sim",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "simstudioai/sim",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "simstudioai/sim",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "simstudioai/sim",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "simstudioai/sim",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "simstudioai/sim",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "simstudioai/sim",
      "target": "mem0ai/mem0",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "simstudioai/sim",
      "target": "QuantumNous/new-api",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "simstudioai/sim",
      "target": "bytedance/deer-flow",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, workflow overlap.",
      "weight": 100
    },
    {
      "source": "simstudioai/sim",
      "target": "FlowiseAI/Flowise",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "simstudioai/sim",
      "target": "gptme/gptme",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "simstudioai/sim",
      "target": "pipeshub-ai/pipeshub-ai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "langchain-ai/langgraph",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "langchain-ai/langgraph",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langchain-ai/langgraph",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langchain-ai/langgraph",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langchain-ai/langgraph",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "langchain-ai/langgraph",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "langchain-ai/langgraph",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "langchain-ai/langgraph",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "langchain-ai/langgraph",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "langchain-ai/langgraph",
      "target": "huggingface/transformers",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "langchain-ai/langgraph",
      "target": "infiniflow/ragflow",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "langchain-ai/langgraph",
      "target": "mem0ai/mem0",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "langchain-ai/langgraph",
      "target": "bytedance/deer-flow",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "langchain-ai/langgraph",
      "target": "neuml/txtai",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "langchain-ai/langgraph",
      "target": "pipeshub-ai/pipeshub-ai",
      "kind": "related",
      "reason": "Shared rag framework category and local deployment context.",
      "weight": 82
    },
    {
      "source": "bytedance/deer-flow",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "bytedance/deer-flow",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "bytedance/deer-flow",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "bytedance/deer-flow",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "bytedance/deer-flow",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "bytedance/deer-flow",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "bytedance/deer-flow",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "bytedance/deer-flow",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "bytedance/deer-flow",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "bytedance/deer-flow",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "bytedance/deer-flow",
      "target": "huggingface/transformers",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "bytedance/deer-flow",
      "target": "mem0ai/mem0",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "bytedance/deer-flow",
      "target": "simstudioai/sim",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, workflow overlap.",
      "weight": 100
    },
    {
      "source": "bytedance/deer-flow",
      "target": "langchain-ai/langgraph",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "bytedance/deer-flow",
      "target": "neuml/txtai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "bytedance/deer-flow",
      "target": "pipeshub-ai/pipeshub-ai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "ggml-org/whisper.cpp",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "ggml-org/whisper.cpp",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/whisper.cpp",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/whisper.cpp",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/whisper.cpp",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/whisper.cpp",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "ggml-org/whisper.cpp",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "ggml-org/whisper.cpp",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "ggml-org/whisper.cpp",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "ggml-org/whisper.cpp",
      "target": "huggingface/transformers",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "ggml-org/whisper.cpp",
      "target": "ggml-org/llama.cpp",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "ggml-org/whisper.cpp",
      "target": "xorbitsai/inference",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "ggml-org/whisper.cpp",
      "target": "QuantumNous/new-api",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "ggml-org/whisper.cpp",
      "target": "infiniflow/ragflow",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "ggml-org/whisper.cpp",
      "target": "bytedance/deer-flow",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "microsoft/ai-agents-for-beginners",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "microsoft/ai-agents-for-beginners",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "microsoft/ai-agents-for-beginners",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "microsoft/ai-agents-for-beginners",
      "target": "use_case:discover-related-ai-projects",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "microsoft/ai-agents-for-beginners",
      "target": "use_case:compare-implementation-patterns",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "microsoft/ai-agents-for-beginners",
      "target": "use_case:bootstrap-project-selection",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "microsoft/ai-agents-for-beginners",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "microsoft/ai-agents-for-beginners",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "microsoft/ai-agents-for-beginners",
      "target": "weaviate/recipes",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "microsoft/ai-agents-for-beginners",
      "target": "lancedb/vectordb-recipes",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "microsoft/ai-agents-for-beginners",
      "target": "deepset-ai/haystack-cookbook",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "microsoft/ai-agents-for-beginners",
      "target": "langchain-ai/langgraph",
      "kind": "related",
      "reason": "Shared rag framework category and local deployment context.",
      "weight": 82
    },
    {
      "source": "microsoft/ai-agents-for-beginners",
      "target": "bytedance/deer-flow",
      "kind": "related",
      "reason": "Shared rag framework category and local deployment context.",
      "weight": 82
    },
    {
      "source": "microsoft/ai-agents-for-beginners",
      "target": "elizaOS/eliza",
      "kind": "related",
      "reason": "Shared rag framework category and local deployment context.",
      "weight": 82
    },
    {
      "source": "Shubhamsaboo/awesome-llm-apps",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "Shubhamsaboo/awesome-llm-apps",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "Shubhamsaboo/awesome-llm-apps",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "Shubhamsaboo/awesome-llm-apps",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "Shubhamsaboo/awesome-llm-apps",
      "target": "use_case:discover-related-ai-projects",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "Shubhamsaboo/awesome-llm-apps",
      "target": "use_case:compare-implementation-patterns",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "Shubhamsaboo/awesome-llm-apps",
      "target": "use_case:bootstrap-project-selection",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "Shubhamsaboo/awesome-llm-apps",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "Shubhamsaboo/awesome-llm-apps",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "Shubhamsaboo/awesome-llm-apps",
      "target": "langchain-ai/langgraph",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "Shubhamsaboo/awesome-llm-apps",
      "target": "Yigtwxx/awesome-rag-production",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "Shubhamsaboo/awesome-llm-apps",
      "target": "lancedb/vectordb-recipes",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "Shubhamsaboo/awesome-llm-apps",
      "target": "neuml/txtai",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "Shubhamsaboo/awesome-llm-apps",
      "target": "bytedance/deer-flow",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "Shubhamsaboo/awesome-llm-apps",
      "target": "genkit-ai/genkit",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "getzep/graphiti",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "getzep/graphiti",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "getzep/graphiti",
      "target": "deployment:serverless",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "getzep/graphiti",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "getzep/graphiti",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "getzep/graphiti",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "getzep/graphiti",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "getzep/graphiti",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "getzep/graphiti",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "getzep/graphiti",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "getzep/graphiti",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "getzep/graphiti",
      "target": "mem0ai/mem0",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "getzep/graphiti",
      "target": "langchain-ai/langgraph",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "getzep/graphiti",
      "target": "run-llama/llama_index",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "getzep/graphiti",
      "target": "helixml/helix",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "getzep/graphiti",
      "target": "neuml/txtai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "getzep/graphiti",
      "target": "gptme/gptme",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "stanfordnlp/dspy",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "stanfordnlp/dspy",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "stanfordnlp/dspy",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "stanfordnlp/dspy",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "stanfordnlp/dspy",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "stanfordnlp/dspy",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "stanfordnlp/dspy",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "stanfordnlp/dspy",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "stanfordnlp/dspy",
      "target": "huggingface/transformers",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "stanfordnlp/dspy",
      "target": "langchain-ai/langgraph",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "stanfordnlp/dspy",
      "target": "LMCache/LMCache",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "stanfordnlp/dspy",
      "target": "ggml-org/llama.cpp",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "stanfordnlp/dspy",
      "target": "infiniflow/ragflow",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "stanfordnlp/dspy",
      "target": "QuantumNous/new-api",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "LMCache/LMCache",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "LMCache/LMCache",
      "target": "deployment:kubernetes",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "LMCache/LMCache",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "LMCache/LMCache",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "LMCache/LMCache",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "LMCache/LMCache",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "LMCache/LMCache",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "LMCache/LMCache",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "LMCache/LMCache",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "LMCache/LMCache",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "LMCache/LMCache",
      "target": "NVIDIA/TensorRT-LLM",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, local_inference overlap.",
      "weight": 100
    },
    {
      "source": "LMCache/LMCache",
      "target": "xorbitsai/inference",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "LMCache/LMCache",
      "target": "llm-d/llm-d",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, local_inference overlap.",
      "weight": 100
    },
    {
      "source": "LMCache/LMCache",
      "target": "xorbitsai/inference",
      "kind": "related",
      "reason": "Shared rag framework category and kubernetes deployment context.",
      "weight": 82
    },
    {
      "source": "LMCache/LMCache",
      "target": "huggingface/transformers",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "LMCache/LMCache",
      "target": "helixml/helix",
      "kind": "related",
      "reason": "Shared rag framework category and kubernetes deployment context.",
      "weight": 82
    },
    {
      "source": "scrapy/scrapy",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "scrapy/scrapy",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "scrapy/scrapy",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "scrapy/scrapy",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "scrapy/scrapy",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "scrapy/scrapy",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "scrapy/scrapy",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "scrapy/scrapy",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "scrapy/scrapy",
      "target": "huggingface/transformers",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "scrapy/scrapy",
      "target": "mem0ai/mem0",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "scrapy/scrapy",
      "target": "langchain-ai/langgraph",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "scrapy/scrapy",
      "target": "bytedance/deer-flow",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "scrapy/scrapy",
      "target": "run-llama/llama_index",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "scrapy/scrapy",
      "target": "weaviate/weaviate-python-client",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "run-llama/llama_index",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "run-llama/llama_index",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "run-llama/llama_index",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "run-llama/llama_index",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "run-llama/llama_index",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "run-llama/llama_index",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "run-llama/llama_index",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "run-llama/llama_index",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "run-llama/llama_index",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "run-llama/llama_index",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "run-llama/llama_index",
      "target": "huggingface/transformers",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "run-llama/llama_index",
      "target": "mem0ai/mem0",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "run-llama/llama_index",
      "target": "langchain-ai/langgraph",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "run-llama/llama_index",
      "target": "neuml/txtai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "run-llama/llama_index",
      "target": "bytedance/deer-flow",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "run-llama/llama_index",
      "target": "vespa-engine/vespa",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "microsoft/graphrag",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "microsoft/graphrag",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "microsoft/graphrag",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "microsoft/graphrag",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "microsoft/graphrag",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "microsoft/graphrag",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "microsoft/graphrag",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "microsoft/graphrag",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "microsoft/graphrag",
      "target": "huggingface/transformers",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "microsoft/graphrag",
      "target": "langchain-ai/langgraph",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "microsoft/graphrag",
      "target": "getzep/graphiti",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "microsoft/graphrag",
      "target": "ax-llm/ax",
      "kind": "related",
      "reason": "Shared rag framework category and local deployment context.",
      "weight": 82
    },
    {
      "source": "microsoft/graphrag",
      "target": "cactus-compute/cactus",
      "kind": "related",
      "reason": "Shared rag framework category and local deployment context.",
      "weight": 82
    },
    {
      "source": "microsoft/graphrag",
      "target": "genkit-ai/genkit",
      "kind": "related",
      "reason": "Shared rag framework category and local deployment context.",
      "weight": 82
    },
    {
      "source": "elizaOS/eliza",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "elizaOS/eliza",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "elizaOS/eliza",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "elizaOS/eliza",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "elizaOS/eliza",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "elizaOS/eliza",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "elizaOS/eliza",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "elizaOS/eliza",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "elizaOS/eliza",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "elizaOS/eliza",
      "target": "mem0ai/mem0",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "elizaOS/eliza",
      "target": "simstudioai/sim",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "elizaOS/eliza",
      "target": "langchain-ai/langgraph",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "elizaOS/eliza",
      "target": "pipeshub-ai/pipeshub-ai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "elizaOS/eliza",
      "target": "bytedance/deer-flow",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "elizaOS/eliza",
      "target": "gptme/gptme",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "deployment:kubernetes",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "deployment:serverless",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "huggingface/transformers",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "LMCache/LMCache",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, local_inference overlap.",
      "weight": 100
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "helixml/helix",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, local_inference overlap.",
      "weight": 100
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "xorbitsai/inference",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "mem0ai/mem0",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "NVIDIA/TensorRT-LLM",
      "target": "getzep/graphiti",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "lancedb/lancedb",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "lancedb/lancedb",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "lancedb/lancedb",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "lancedb/lancedb",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "lancedb/lancedb",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "lancedb/lancedb",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "lancedb/lancedb",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "lancedb/lancedb",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "lancedb/lancedb",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "lancedb/lancedb",
      "target": "vespa-engine/vespa",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "lancedb/lancedb",
      "target": "ArcadeData/arcadedb",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "lancedb/lancedb",
      "target": "unum-cloud/USearch",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "lancedb/lancedb",
      "target": "neuml/txtai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "lancedb/lancedb",
      "target": "run-llama/llama_index",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "lancedb/lancedb",
      "target": "cyberlife-coder/VelesDB",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "xorbitsai/inference",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "xorbitsai/inference",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "xorbitsai/inference",
      "target": "deployment:kubernetes",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "xorbitsai/inference",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "xorbitsai/inference",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "xorbitsai/inference",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "xorbitsai/inference",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "xorbitsai/inference",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "xorbitsai/inference",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "xorbitsai/inference",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "xorbitsai/inference",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "xorbitsai/inference",
      "target": "huggingface/transformers",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "xorbitsai/inference",
      "target": "LMCache/LMCache",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "xorbitsai/inference",
      "target": "langroid/langroid",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "xorbitsai/inference",
      "target": "helixml/helix",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "xorbitsai/inference",
      "target": "ggml-org/whisper.cpp",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "xorbitsai/inference",
      "target": "llm-d/llm-d",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "genkit-ai/genkit",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "genkit-ai/genkit",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "genkit-ai/genkit",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "genkit-ai/genkit",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "genkit-ai/genkit",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "genkit-ai/genkit",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "genkit-ai/genkit",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "genkit-ai/genkit",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "genkit-ai/genkit",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "genkit-ai/genkit",
      "target": "mem0ai/mem0",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "genkit-ai/genkit",
      "target": "vespa-engine/vespa",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "genkit-ai/genkit",
      "target": "humanlayer/12-factor-agents",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "genkit-ai/genkit",
      "target": "run-llama/llama_index",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "genkit-ai/genkit",
      "target": "neuml/txtai",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "genkit-ai/genkit",
      "target": "langchain-ai/langgraph",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "open-telemetry/opentelemetry-collector-contrib",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "open-telemetry/opentelemetry-collector-contrib",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "open-telemetry/opentelemetry-collector-contrib",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "open-telemetry/opentelemetry-collector-contrib",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "open-telemetry/opentelemetry-collector-contrib",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "open-telemetry/opentelemetry-collector-contrib",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "open-telemetry/opentelemetry-collector-contrib",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "open-telemetry/opentelemetry-collector-contrib",
      "target": "infiniflow/ragflow",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "open-telemetry/opentelemetry-collector-contrib",
      "target": "QuantumNous/new-api",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "open-telemetry/opentelemetry-collector-contrib",
      "target": "CloudDetail/apo",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "open-telemetry/opentelemetry-collector-contrib",
      "target": "huggingface/transformers",
      "kind": "related",
      "reason": "Shared rag framework category and local deployment context.",
      "weight": 82
    },
    {
      "source": "open-telemetry/opentelemetry-collector-contrib",
      "target": "ggml-org/llama.cpp",
      "kind": "related",
      "reason": "Shared rag framework category and local deployment context.",
      "weight": 82
    },
    {
      "source": "open-telemetry/opentelemetry-collector-contrib",
      "target": "langchain-ai/langgraph",
      "kind": "related",
      "reason": "Shared rag framework category and local deployment context.",
      "weight": 82
    },
    {
      "source": "vespa-engine/vespa",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "vespa-engine/vespa",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "vespa-engine/vespa",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "vespa-engine/vespa",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "vespa-engine/vespa",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "vespa-engine/vespa",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "vespa-engine/vespa",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "vespa-engine/vespa",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "vespa-engine/vespa",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "vespa-engine/vespa",
      "target": "genkit-ai/genkit",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "vespa-engine/vespa",
      "target": "opensearch-project/OpenSearch",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "vespa-engine/vespa",
      "target": "ArcadeData/arcadedb",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "vespa-engine/vespa",
      "target": "neuml/txtai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "vespa-engine/vespa",
      "target": "cyberlife-coder/VelesDB",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "vespa-engine/vespa",
      "target": "run-llama/llama_index",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    }
  ],
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1159,
    "generated_at": "2026-08-19T16:32:20.395Z",
    "snapshot_id": "d1:1159:2026-08-19T14:30:59.260Z",
    "latest_synced_at": "2026-08-19T14:30:59.260Z",
    "schema_version": "git-top.knowledge.v1"
  }
}