{
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      "cloud"
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      "Partial or estimated quality signals: stars30dDelta, commits30d."
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      "weight": 54
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    {
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      "target": "n8n-io/n8n",
      "kind": "alternative",
      "reason": "Same workflow automation intent with mcp, workflow overlap.",
      "weight": 100
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    {
      "source": "langgenius/dify",
      "target": "triggerdotdev/trigger.dev",
      "kind": "alternative",
      "reason": "Same workflow automation intent with mcp, workflow overlap.",
      "weight": 100
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    {
      "source": "langgenius/dify",
      "target": "deepfounder-ai/castor",
      "kind": "alternative",
      "reason": "Same workflow automation intent with rag, workflow overlap.",
      "weight": 100
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    {
      "source": "langgenius/dify",
      "target": "hexabot-ai/Hexabot",
      "kind": "related",
      "reason": "Shared workflow automation category and docker deployment context.",
      "weight": 82
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    {
      "source": "langgenius/dify",
      "target": "algorithmicsuperintelligence/optillm",
      "kind": "related",
      "reason": "Shared workflow automation category and docker deployment context.",
      "weight": 82
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    {
      "source": "langgenius/dify",
      "target": "Skyvern-AI/skyvern",
      "kind": "related",
      "reason": "Shared workflow automation category and docker deployment context.",
      "weight": 82
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    {
      "source": "open-webui/open-webui",
      "target": "category:ai_app_template",
      "kind": "category",
      "weight": 72
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    {
      "source": "open-webui/open-webui",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "open-webui/open-webui",
      "target": "deployment:kubernetes",
      "kind": "deployment",
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    {
      "source": "open-webui/open-webui",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "open-webui/open-webui",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "open-webui/open-webui",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "open-webui/open-webui",
      "target": "use_case:bootstrap-an-ai-app",
      "kind": "use_case",
      "weight": 58
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    {
      "source": "open-webui/open-webui",
      "target": "use_case:start-a-production-ready-template",
      "kind": "use_case",
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    {
      "source": "open-webui/open-webui",
      "target": "use_case:learn-app-architecture-patterns",
      "kind": "use_case",
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    {
      "source": "open-webui/open-webui",
      "target": "dependency:mcp",
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      "weight": 54
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    {
      "source": "open-webui/open-webui",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
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    {
      "source": "open-webui/open-webui",
      "target": "dependency:llm-provider",
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    {
      "source": "open-webui/open-webui",
      "target": "lobehub/lobehub",
      "kind": "alternative",
      "reason": "Same ai app template intent with mcp overlap.",
      "weight": 100
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    {
      "source": "open-webui/open-webui",
      "target": "vstorm-co/full-stack-ai-agent-template",
      "kind": "alternative",
      "reason": "Same ai app template intent with rag overlap.",
      "weight": 100
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    {
      "source": "open-webui/open-webui",
      "target": "pcliangx/AppGenesisForge",
      "kind": "alternative",
      "reason": "Same ai app template intent with rag overlap.",
      "weight": 100
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    {
      "source": "open-webui/open-webui",
      "target": "CopilotKit/aimock",
      "kind": "related",
      "reason": "Shared ai app template category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "open-webui/open-webui",
      "target": "mozilla-ai/otari",
      "kind": "related",
      "reason": "Shared ai app template category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "open-webui/open-webui",
      "target": "bentoml/OpenLLM",
      "kind": "related",
      "reason": "Shared ai app template category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "langchain-ai/langchain",
      "target": "category:agent_framework",
      "kind": "category",
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    {
      "source": "langchain-ai/langchain",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "langchain-ai/langchain",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "langchain-ai/langchain",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "langchain-ai/langchain",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "langchain-ai/langchain",
      "target": "use_case:build-agents-with-langchain",
      "kind": "use_case",
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    {
      "source": "langchain-ai/langchain",
      "target": "use_case:orchestrate-llm-tools",
      "kind": "use_case",
      "weight": 58
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    {
      "source": "langchain-ai/langchain",
      "target": "use_case:prototype-autonomous-workflows",
      "kind": "use_case",
      "weight": 58
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    {
      "source": "langchain-ai/langchain",
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      "kind": "dependency",
      "weight": 54
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    {
      "source": "langchain-ai/langchain",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
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    {
      "source": "langchain-ai/langchain",
      "target": "framerslab/agentos",
      "kind": "alternative",
      "reason": "Same agent framework intent with rag, workflow overlap.",
      "weight": 100
    },
    {
      "source": "langchain-ai/langchain",
      "target": "Protocol-Lattice/go-agent",
      "kind": "alternative",
      "reason": "Same agent framework intent with rag, workflow overlap.",
      "weight": 100
    },
    {
      "source": "langchain-ai/langchain",
      "target": "TransformerOptimus/SuperAGI",
      "kind": "alternative",
      "reason": "Same agent framework intent with rag, workflow overlap.",
      "weight": 100
    },
    {
      "source": "langchain-ai/langchain",
      "target": "langchain-ai/langgraph",
      "kind": "related",
      "reason": "Shared library_only deployment context.",
      "weight": 82
    },
    {
      "source": "langchain-ai/langchain",
      "target": "e2b-dev/E2B",
      "kind": "related",
      "reason": "Shared agent framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "langchain-ai/langchain",
      "target": "CopilotKit/CopilotKit",
      "kind": "related",
      "reason": "Shared agent framework category and docker deployment context.",
      "weight": 82
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    {
      "source": "ggml-org/llama.cpp",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
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    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:kubernetes",
      "kind": "deployment",
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    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
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    {
      "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
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    {
      "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
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    {
      "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": "facebookresearch/faiss",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "openvinotoolkit/openvino.genai",
      "kind": "alternative",
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      "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": "NVIDIA/TensorRT-LLM",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "pipeshub-ai/pipeshub-ai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "github/spec-kit",
      "target": "category:coding_agent",
      "kind": "category",
      "weight": 72
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    {
      "source": "github/spec-kit",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "github/spec-kit",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "github/spec-kit",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "github/spec-kit",
      "target": "use_case:build-ai-coding-assistants",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "github/spec-kit",
      "target": "use_case:automate-developer-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "github/spec-kit",
      "target": "use_case:integrate-codebase-aware-agents",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "github/spec-kit",
      "target": "dependency:llm-provider",
      "kind": "dependency",
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    {
      "source": "github/spec-kit",
      "target": "OpenHands/OpenHands",
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      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "github/spec-kit",
      "target": "langchain-ai/open-swe",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "github/spec-kit",
      "target": "agentforce314/clawcodex",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "github/spec-kit",
      "target": "Nano-Collective/nanocoder",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "github/spec-kit",
      "target": "narumiruna/pi-extensions",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "github/spec-kit",
      "target": "earendil-works/pi",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "browser-use/browser-use",
      "target": "category:browser_agent",
      "kind": "category",
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    },
    {
      "source": "browser-use/browser-use",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "browser-use/browser-use",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "browser-use/browser-use",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "browser-use/browser-use",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "browser-use/browser-use",
      "target": "use_case:build-browser-automation-agents",
      "kind": "use_case",
      "weight": 58
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    {
      "source": "browser-use/browser-use",
      "target": "use_case:operate-web-tasks-with-llms",
      "kind": "use_case",
      "weight": 58
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    {
      "source": "browser-use/browser-use",
      "target": "use_case:test-web-workflows",
      "kind": "use_case",
      "weight": 58
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    {
      "source": "browser-use/browser-use",
      "target": "dependency:browser-automation",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "browser-use/browser-use",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "browser-use/browser-use",
      "target": "browser-use/browser-harness",
      "kind": "alternative",
      "reason": "Same browser agent intent with browser_automation, workflow overlap.",
      "weight": 100
    },
    {
      "source": "browser-use/browser-use",
      "target": "apify/crawlee-python",
      "kind": "alternative",
      "reason": "Same browser agent intent with browser_automation, workflow overlap.",
      "weight": 100
    },
    {
      "source": "browser-use/browser-use",
      "target": "tiliondev/fortress",
      "kind": "alternative",
      "reason": "Same browser agent intent with browser_automation, workflow overlap.",
      "weight": 100
    },
    {
      "source": "browser-use/browser-use",
      "target": "nanobrowser/nanobrowser",
      "kind": "related",
      "reason": "Shared browser agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "browser-use/browser-use",
      "target": "apify/crawlee",
      "kind": "related",
      "reason": "Shared browser agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "browser-use/browser-use",
      "target": "apify/apify-sdk-python",
      "kind": "related",
      "reason": "Shared browser agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "openai/codex",
      "target": "category:coding_agent",
      "kind": "category",
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    },
    {
      "source": "openai/codex",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "openai/codex",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "openai/codex",
      "target": "deployment:cloud",
      "kind": "deployment",
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    },
    {
      "source": "openai/codex",
      "target": "use_case:build-ai-coding-assistants",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "openai/codex",
      "target": "use_case:automate-developer-workflows",
      "kind": "use_case",
      "weight": 58
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    {
      "source": "openai/codex",
      "target": "use_case:integrate-codebase-aware-agents",
      "kind": "use_case",
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    {
      "source": "openai/codex",
      "target": "dependency:llm-provider",
      "kind": "dependency",
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    {
      "source": "openai/codex",
      "target": "gi-dellav/zerostack",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "openai/codex",
      "target": "rivet-dev/agentos",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "openai/codex",
      "target": "reyamira/models",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "openai/codex",
      "target": "OpenHands/OpenHands",
      "kind": "related",
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    },
    {
      "source": "openai/codex",
      "target": "github/spec-kit",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "openai/codex",
      "target": "earendil-works/pi",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "vllm-project/vllm",
      "target": "category:local_llm_runtime",
      "kind": "category",
      "weight": 72
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    {
      "source": "vllm-project/vllm",
      "target": "deployment:docker",
      "kind": "deployment",
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    {
      "source": "vllm-project/vllm",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "vllm-project/vllm",
      "target": "deployment:local",
      "kind": "deployment",
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    },
    {
      "source": "vllm-project/vllm",
      "target": "deployment:cloud",
      "kind": "deployment",
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    },
    {
      "source": "vllm-project/vllm",
      "target": "use_case:run-local-models",
      "kind": "use_case",
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    },
    {
      "source": "vllm-project/vllm",
      "target": "use_case:serve-inference-endpoints",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "vllm-project/vllm",
      "target": "use_case:prototype-private-llm-deployments",
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    {
      "source": "vllm-project/vllm",
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      "kind": "dependency",
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    {
      "source": "vllm-project/vllm",
      "target": "vllm-project/vllm-omni",
      "kind": "alternative",
      "reason": "Same local llm runtime intent with local_inference overlap.",
      "weight": 100
    },
    {
      "source": "vllm-project/vllm",
      "target": "jaylfc/taOS",
      "kind": "alternative",
      "reason": "Same local llm runtime intent with agent_memory, local_inference overlap.",
      "weight": 100
    },
    {
      "source": "vllm-project/vllm",
      "target": "bentoml/BentoML",
      "kind": "alternative",
      "reason": "Same local llm runtime intent with local_inference overlap.",
      "weight": 100
    },
    {
      "source": "vllm-project/vllm",
      "target": "microsoft/aici",
      "kind": "related",
      "reason": "Shared local llm runtime category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "vllm-project/vllm",
      "target": "sgl-project/sglang",
      "kind": "related",
      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "vllm-project/vllm",
      "target": "toverainc/willow-inference-server",
      "kind": "related",
      "reason": "Shared local llm runtime 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
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      "reason": "Shared coding agent category and library_only deployment context.",
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      "source": "earendil-works/pi",
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    {
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    {
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    {
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      "source": "earendil-works/pi",
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    {
      "source": "earendil-works/pi",
      "target": "ollama/ollama",
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      "source": "mem0ai/mem0",
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    {
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    {
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    {
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    {
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      "source": "mem0ai/mem0",
      "target": "winstonkoh87/Athena-Public",
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    {
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    {
      "source": "mem0ai/mem0",
      "target": "neuml/txtai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
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    {
      "source": "crewAIInc/crewAI",
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    {
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    {
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    {
      "source": "crewAIInc/crewAI",
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    {
      "source": "crewAIInc/crewAI",
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    {
      "source": "crewAIInc/crewAI",
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    {
      "source": "crewAIInc/crewAI",
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    {
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    {
      "source": "crewAIInc/crewAI",
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    {
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      "weight": 100
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "google/adk-python",
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      "weight": 100
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    {
      "source": "crewAIInc/crewAI",
      "target": "CopilotKit/CopilotKit",
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    {
      "source": "crewAIInc/crewAI",
      "target": "e2b-dev/E2B",
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      "weight": 82
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    {
      "source": "crewAIInc/crewAI",
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      "weight": 82
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    {
      "source": "BerriAI/litellm",
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    {
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    {
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    {
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    {
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    {
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    {
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    {
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    {
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    {
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    {
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    {
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    {
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      "source": "iOfficeAI/AionUi",
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    {
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    {
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    {
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    {
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    {
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    {
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      "target": "agent-of-empires/agent-of-empires",
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    {
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      "target": "avibe-bot/avibe",
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    {
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      "target": "omnigent-ai/omnigent",
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      "weight": 82
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    {
      "source": "SigNoz/signoz",
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    },
    {
      "source": "SigNoz/signoz",
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    {
      "source": "SigNoz/signoz",
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    {
      "source": "SigNoz/signoz",
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      "kind": "deployment",
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    {
      "source": "SigNoz/signoz",
      "target": "deployment:cloud",
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    },
    {
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      "target": "use_case:trace-llm-applications",
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    {
      "source": "SigNoz/signoz",
      "target": "use_case:monitor-agent-behavior",
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    {
      "source": "SigNoz/signoz",
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    {
      "source": "SigNoz/signoz",
      "target": "olemeyer/rocketplaneIO",
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    {
      "source": "SigNoz/signoz",
      "target": "open-telemetry/opentelemetry-js",
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    {
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      "target": "traceloop/openllmetry-js",
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    {
      "source": "SigNoz/signoz",
      "target": "monoscope-tech/monoscope",
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    {
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    {
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    {
      "source": "can1357/oh-my-pi",
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    {
      "source": "can1357/oh-my-pi",
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    {
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    {
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    {
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    {
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    {
      "source": "can1357/oh-my-pi",
      "target": "use_case:expose-apis-through-mcp",
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    },
    {
      "source": "can1357/oh-my-pi",
      "target": "use_case:bootstrap-mcp-integrations",
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    {
      "source": "can1357/oh-my-pi",
      "target": "dependency:mcp",
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    {
      "source": "can1357/oh-my-pi",
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