{
  "focus": "nduckmink/arkon",
  "project": {
    "repo": "nduckmink/arkon",
    "name": "arkon",
    "description": "Arkon: Enterprise AI Knowledge Hub & MCP Server. Self-hosted knowledge base for teams to manage RAG contexts, access policies, and AI skills. Connect Claude and other LLMs via Model Context Protocol (MCP) for automated, secure organizational knowledge integration.",
    "maintainer": "nduckmink",
    "license": "NOASSERTION",
    "language": "Python",
    "recent_activity": "active_last_quarter"
  },
  "summary": "nduckmink/arkon graph connects 4 alternatives, 8 related projects, 3 inferred dependencies, 3 deployment targets, and 3 use cases.",
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/nduckmink/arkon",
      "kind": "project"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/nduckmink/arkon",
      "kind": "alternatives"
    },
    {
      "label": "Explore related projects",
      "href": "/api/related/nduckmink/arkon",
      "kind": "related"
    },
    {
      "label": "Explain score",
      "href": "/score/nduckmink/arkon",
      "kind": "score"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=nduckmink/arkon",
      "kind": "compare"
    }
  ],
  "graph_stats": {
    "node_count": 167,
    "edge_count": 373,
    "project_count": 116,
    "relationship_counts": {
      "alternative": 73,
      "related": 72,
      "category": 24,
      "deployment": 94,
      "use_case": 72,
      "dependency": 38
    }
  },
  "relationship_groups": {
    "alternatives": [
      {
        "repo": "WagnerAgent/awesome-mcp-servers-devops",
        "reason": "Same mcp server intent with rag, mcp overlap."
      },
      {
        "repo": "heymrun/heym",
        "reason": "Same mcp server intent with rag, mcp overlap."
      },
      {
        "repo": "headroomlabs-ai/headroom",
        "reason": "Same mcp server intent with rag, mcp overlap."
      },
      {
        "repo": "ThreatRecall/zettelforge",
        "reason": "Same mcp server intent with rag, mcp overlap."
      }
    ],
    "related": [
      {
        "repo": "WagnerAgent/awesome-mcp-servers-devops",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "weam-ai/weam",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "trpc-group/trpc-agent-go",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "the-open-agent/openagent",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "rush-db/rushdb",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "gefsikatsinelou/MetaSearchMCP",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "VeriTeknik/pluggedin-app",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "deepset-ai/haystack",
        "reason": "Shared mcp server category and docker deployment context."
      }
    ],
    "dependencies": [
      "MCP",
      "Vector database",
      "LLM provider"
    ],
    "deployment_targets": [
      "docker",
      "local",
      "cloud"
    ],
    "use_cases": [
      "discover related AI projects",
      "compare implementation patterns",
      "bootstrap project selection"
    ]
  },
  "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": [
      "users expecting a single installable runtime or library",
      "edge-only Cloudflare Workers deployment without adaptation",
      "Partial or estimated quality signals: stars30dDelta.",
      "Collection/resource hub; not a single installable runtime."
    ],
    "confidence_reason": "nduckmink/arkon graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
    "last_verified_at": "2026-08-27T16:00:45.536Z"
  },
  "caveats": [
    "users expecting a single installable runtime or library",
    "edge-only Cloudflare Workers deployment without adaptation",
    "Partial or estimated quality signals: stars30dDelta.",
    "Collection/resource hub; not a single installable runtime."
  ],
  "confidence_reason": "nduckmink/arkon 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": "2026-08-27T16:00:45.536Z",
  "nodes": [
    {
      "id": "nduckmink/arkon",
      "label": "arkon",
      "kind": "project",
      "score": 62,
      "repo": "nduckmink/arkon"
    },
    {
      "id": "category:mcp_server",
      "label": "mcp server",
      "kind": "category"
    },
    {
      "id": "deployment:docker",
      "label": "docker",
      "kind": "deployment"
    },
    {
      "id": "deployment:local",
      "label": "local",
      "kind": "deployment"
    },
    {
      "id": "deployment:cloud",
      "label": "cloud",
      "kind": "deployment"
    },
    {
      "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": "dependency:mcp",
      "label": "MCP",
      "kind": "dependency"
    },
    {
      "id": "dependency:vector-database",
      "label": "Vector database",
      "kind": "dependency"
    },
    {
      "id": "dependency:llm-provider",
      "label": "LLM provider",
      "kind": "dependency"
    },
    {
      "id": "WagnerAgent/awesome-mcp-servers-devops",
      "label": "awesome-mcp-servers-devops",
      "kind": "project",
      "score": 64,
      "repo": "WagnerAgent/awesome-mcp-servers-devops"
    },
    {
      "id": "heymrun/heym",
      "label": "heym",
      "kind": "project",
      "repo": "heymrun/heym"
    },
    {
      "id": "headroomlabs-ai/headroom",
      "label": "headroom",
      "kind": "project",
      "repo": "headroomlabs-ai/headroom",
      "score": 92
    },
    {
      "id": "ThreatRecall/zettelforge",
      "label": "zettelforge",
      "kind": "project",
      "repo": "ThreatRecall/zettelforge"
    },
    {
      "id": "weam-ai/weam",
      "label": "weam",
      "kind": "project",
      "score": 65,
      "repo": "weam-ai/weam"
    },
    {
      "id": "trpc-group/trpc-agent-go",
      "label": "trpc-agent-go",
      "kind": "project",
      "repo": "trpc-group/trpc-agent-go",
      "score": 80
    },
    {
      "id": "n8n-io/n8n",
      "label": "n8n",
      "kind": "project",
      "score": 88,
      "repo": "n8n-io/n8n"
    },
    {
      "id": "category:workflow_automation",
      "label": "workflow automation",
      "kind": "category"
    },
    {
      "id": "use_case:orchestrate-ai-workflows",
      "label": "orchestrate AI workflows",
      "kind": "use_case"
    },
    {
      "id": "use_case:connect-tools-and-services",
      "label": "connect tools and services",
      "kind": "use_case"
    },
    {
      "id": "use_case:automate-repeated-tasks",
      "label": "automate repeated tasks",
      "kind": "use_case"
    },
    {
      "id": "langgenius/dify",
      "label": "dify",
      "kind": "project",
      "repo": "langgenius/dify"
    },
    {
      "id": "triggerdotdev/trigger.dev",
      "label": "trigger.dev",
      "kind": "project",
      "repo": "triggerdotdev/trigger.dev"
    },
    {
      "id": "coleam00/Archon",
      "label": "Archon",
      "kind": "project",
      "repo": "coleam00/Archon"
    },
    {
      "id": "bytechefhq/bytechef",
      "label": "bytechef",
      "kind": "project",
      "score": 78,
      "repo": "bytechefhq/bytechef"
    },
    {
      "id": "bytedance/flowgram.ai",
      "label": "flowgram.ai",
      "kind": "project",
      "score": 70,
      "repo": "bytedance/flowgram.ai"
    },
    {
      "id": "Rheosoph/flow-like",
      "label": "flow-like",
      "kind": "project",
      "score": 69,
      "repo": "Rheosoph/flow-like"
    },
    {
      "id": "anomalyco/opencode",
      "label": "opencode",
      "kind": "project",
      "repo": "anomalyco/opencode",
      "score": 88
    },
    {
      "id": "category:coding_agent",
      "label": "coding agent",
      "kind": "category"
    },
    {
      "id": "use_case:build-ai-coding-assistants",
      "label": "build AI coding assistants",
      "kind": "use_case"
    },
    {
      "id": "use_case:automate-developer-workflows",
      "label": "automate developer workflows",
      "kind": "use_case"
    },
    {
      "id": "use_case:integrate-codebase-aware-agents",
      "label": "integrate codebase-aware agents",
      "kind": "use_case"
    },
    {
      "id": "earendil-works/pi",
      "label": "pi",
      "kind": "project",
      "repo": "earendil-works/pi",
      "score": 90
    },
    {
      "id": "OpenHands/OpenHands",
      "label": "OpenHands",
      "kind": "project",
      "repo": "OpenHands/OpenHands",
      "score": 92
    },
    {
      "id": "continuedev/continue",
      "label": "continue",
      "kind": "project",
      "repo": "continuedev/continue"
    },
    {
      "id": "ollama/ollama",
      "label": "ollama",
      "kind": "project",
      "score": 92,
      "repo": "ollama/ollama"
    },
    {
      "id": "sgl-project/sglang",
      "label": "sglang",
      "kind": "project",
      "score": 86,
      "repo": "sgl-project/sglang"
    },
    {
      "id": "generalaction/emdash",
      "label": "emdash",
      "kind": "project",
      "repo": "generalaction/emdash",
      "score": 84
    },
    {
      "id": "deployment:kubernetes",
      "label": "kubernetes",
      "kind": "deployment"
    },
    {
      "id": "deployment:library_only",
      "label": "library_only",
      "kind": "deployment"
    },
    {
      "id": "esengine/DeepSeek-Reasonix",
      "label": "DeepSeek-Reasonix",
      "kind": "project",
      "score": 86,
      "repo": "esengine/DeepSeek-Reasonix"
    },
    {
      "id": "kittors/CliRelay",
      "label": "CliRelay",
      "kind": "project",
      "score": 83,
      "repo": "kittors/CliRelay"
    },
    {
      "id": "Nano-Collective/nanocoder",
      "label": "nanocoder",
      "kind": "project",
      "score": 84,
      "repo": "Nano-Collective/nanocoder"
    },
    {
      "id": "kstevica/captain-claw",
      "label": "captain-claw",
      "kind": "project",
      "score": 62,
      "repo": "kstevica/captain-claw"
    },
    {
      "id": "open-webui/open-webui",
      "label": "open-webui",
      "kind": "project",
      "score": 92,
      "repo": "open-webui/open-webui"
    },
    {
      "id": "category:ai_app_template",
      "label": "ai app template",
      "kind": "category"
    },
    {
      "id": "use_case:bootstrap-an-ai-app",
      "label": "bootstrap an AI app",
      "kind": "use_case"
    },
    {
      "id": "use_case:start-a-production-ready-template",
      "label": "start a production-ready template",
      "kind": "use_case"
    },
    {
      "id": "use_case:learn-app-architecture-patterns",
      "label": "learn app architecture patterns",
      "kind": "use_case"
    },
    {
      "id": "lobehub/lobehub",
      "label": "lobehub",
      "kind": "project",
      "repo": "lobehub/lobehub"
    },
    {
      "id": "CopilotKit/aimock",
      "label": "aimock",
      "kind": "project",
      "score": 75,
      "repo": "CopilotKit/aimock"
    },
    {
      "id": "vstorm-co/full-stack-ai-agent-template",
      "label": "full-stack-ai-agent-template",
      "kind": "project",
      "repo": "vstorm-co/full-stack-ai-agent-template"
    },
    {
      "id": "mozilla-ai/otari",
      "label": "otari",
      "kind": "project",
      "score": 69,
      "repo": "mozilla-ai/otari"
    },
    {
      "id": "bentoml/OpenLLM",
      "label": "OpenLLM",
      "kind": "project",
      "score": 73,
      "repo": "bentoml/OpenLLM"
    },
    {
      "id": "langchain-ai/langchain",
      "label": "langchain",
      "kind": "project",
      "score": 90,
      "repo": "langchain-ai/langchain"
    },
    {
      "id": "category:agent_framework",
      "label": "agent framework",
      "kind": "category"
    },
    {
      "id": "use_case:build-agents-with-langchain",
      "label": "build agents with langchain",
      "kind": "use_case"
    },
    {
      "id": "use_case:orchestrate-llm-tools",
      "label": "orchestrate LLM tools",
      "kind": "use_case"
    },
    {
      "id": "use_case:prototype-autonomous-workflows",
      "label": "prototype autonomous workflows",
      "kind": "use_case"
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    {
      "id": "framerslab/agentos",
      "label": "agentos",
      "kind": "project",
      "repo": "framerslab/agentos"
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    {
      "id": "TransformerOptimus/SuperAGI",
      "label": "SuperAGI",
      "kind": "project",
      "repo": "TransformerOptimus/SuperAGI"
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    {
      "id": "Protocol-Lattice/go-agent",
      "label": "go-agent",
      "kind": "project",
      "repo": "Protocol-Lattice/go-agent"
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    {
      "id": "langchain-ai/langgraph",
      "label": "langgraph",
      "kind": "project",
      "repo": "langchain-ai/langgraph",
      "score": 84
    },
    {
      "id": "e2b-dev/E2B",
      "label": "E2B",
      "kind": "project",
      "repo": "e2b-dev/E2B",
      "score": 85
    },
    {
      "id": "CopilotKit/CopilotKit",
      "label": "CopilotKit",
      "kind": "project",
      "score": 88,
      "repo": "CopilotKit/CopilotKit"
    },
    {
      "id": "github/spec-kit",
      "label": "spec-kit",
      "kind": "project",
      "score": 88,
      "repo": "github/spec-kit"
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    {
      "id": "langchain-ai/open-swe",
      "label": "open-swe",
      "kind": "project",
      "repo": "langchain-ai/open-swe"
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      "id": "agentforce314/clawcodex",
      "label": "clawcodex",
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      "repo": "agentforce314/clawcodex",
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      "id": "narumiruna/pi-extensions",
      "label": "pi-extensions",
      "kind": "project",
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      "repo": "narumiruna/pi-extensions"
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      "id": "ggml-org/llama.cpp",
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      "kind": "project",
      "score": 90,
      "repo": "ggml-org/llama.cpp"
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      "id": "category:rag_framework",
      "label": "rag framework",
      "kind": "category"
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      "id": "use_case:build-rag-applications",
      "label": "build RAG applications",
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      "id": "use_case:connect-private-data-to-llms",
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      "kind": "use_case"
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    {
      "id": "use_case:index-documents-for-retrieval",
      "label": "index documents for retrieval",
      "kind": "use_case"
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    {
      "id": "ggml-org/whisper.cpp",
      "label": "whisper.cpp",
      "kind": "project",
      "repo": "ggml-org/whisper.cpp"
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    {
      "id": "cactus-compute/cactus",
      "label": "cactus",
      "kind": "project",
      "repo": "cactus-compute/cactus"
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    {
      "id": "facebookresearch/faiss",
      "label": "faiss",
      "kind": "project",
      "repo": "facebookresearch/faiss"
    },
    {
      "id": "infiniflow/ragflow",
      "label": "ragflow",
      "kind": "project",
      "score": 90,
      "repo": "infiniflow/ragflow"
    },
    {
      "id": "QuantumNous/new-api",
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      "repo": "QuantumNous/new-api"
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      "repo": "xorbitsai/inference"
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      "repo": "openai/codex"
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      "id": "gi-dellav/zerostack",
      "label": "zerostack",
      "kind": "project",
      "repo": "gi-dellav/zerostack"
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    {
      "id": "reyamira/models",
      "label": "models",
      "kind": "project",
      "repo": "reyamira/models"
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    {
      "id": "TabbyML/tabby",
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      "kind": "project",
      "repo": "TabbyML/tabby"
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    {
      "id": "browser-use/browser-use",
      "label": "browser-use",
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      "score": 90,
      "repo": "browser-use/browser-use"
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    {
      "id": "category:browser_agent",
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      "kind": "category"
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    {
      "id": "use_case:build-browser-automation-agents",
      "label": "build browser automation agents",
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    {
      "id": "use_case:operate-web-tasks-with-llms",
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      "kind": "use_case"
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      "id": "use_case:test-web-workflows",
      "label": "test web workflows",
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      "id": "dependency:browser-automation",
      "label": "Browser automation",
      "kind": "dependency"
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      "id": "jackwener/OpenCLI",
      "label": "OpenCLI",
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      "repo": "jackwener/OpenCLI"
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      "id": "browser-use/browser-harness",
      "label": "browser-harness",
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      "repo": "nanobrowser/nanobrowser"
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      "repo": "jo-inc/camofox-browser"
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      "repo": "tiliondev/fortress"
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      "id": "cline/cline",
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      "repo": "cline/cline"
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      "id": "vllm-project/vllm",
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      "repo": "vllm-project/vllm"
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      "id": "category:local_llm_runtime",
      "label": "local llm runtime",
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      "id": "use_case:run-local-models",
      "label": "run local models",
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      "id": "use_case:serve-inference-endpoints",
      "label": "serve inference endpoints",
      "kind": "use_case"
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      "id": "use_case:prototype-private-llm-deployments",
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      "kind": "use_case"
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      "id": "vllm-project/vllm-omni",
      "label": "vllm-omni",
      "kind": "project",
      "repo": "vllm-project/vllm-omni"
    },
    {
      "id": "jaylfc/taOS",
      "label": "taOS",
      "kind": "project",
      "repo": "jaylfc/taOS"
    },
    {
      "id": "bentoml/BentoML",
      "label": "BentoML",
      "kind": "project",
      "repo": "bentoml/BentoML"
    },
    {
      "id": "microsoft/aici",
      "label": "aici",
      "kind": "project",
      "score": 59,
      "repo": "microsoft/aici"
    },
    {
      "id": "noumena-labs/Sipp",
      "label": "Sipp",
      "kind": "project",
      "score": 60,
      "repo": "noumena-labs/Sipp"
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    {
      "id": "mem0ai/mem0",
      "label": "mem0",
      "kind": "project",
      "repo": "mem0ai/mem0"
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    {
      "id": "intelligencedev/manifold",
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      "repo": "intelligencedev/manifold"
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    {
      "id": "neuml/txtai",
      "label": "txtai",
      "kind": "project",
      "score": 78,
      "repo": "neuml/txtai"
    },
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    {
      "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": "CopilotKit/aimock",
      "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",
      "weight": 72
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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",
      "weight": 58
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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",
      "target": "dependency:vector-database",
      "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
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    {
      "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": "Protocol-Lattice/go-agent",
      "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
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    {
      "source": "langchain-ai/langchain",
      "target": "e2b-dev/E2B",
      "kind": "related",
      "reason": "Shared agent framework category and docker deployment context.",
      "weight": 82
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    {
      "source": "langchain-ai/langchain",
      "target": "CopilotKit/CopilotKit",
      "kind": "related",
      "reason": "Shared agent framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "github/spec-kit",
      "target": "category:coding_agent",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "github/spec-kit",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "github/spec-kit",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "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",
      "weight": 54
    },
    {
      "source": "github/spec-kit",
      "target": "OpenHands/OpenHands",
      "kind": "alternative",
      "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
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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
    },
    {
      "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
    },
    {
      "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": "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": "ggml-org/llama.cpp",
      "target": "xorbitsai/inference",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "openai/codex",
      "target": "category:coding_agent",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "openai/codex",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "openai/codex",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "openai/codex",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
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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
    },
    {
      "source": "openai/codex",
      "target": "use_case:integrate-codebase-aware-agents",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "openai/codex",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "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": "reyamira/models",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "openai/codex",
      "target": "TabbyML/tabby",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "openai/codex",
      "target": "esengine/DeepSeek-Reasonix",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "openai/codex",
      "target": "ollama/ollama",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "openai/codex",
      "target": "github/spec-kit",
      "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",
      "weight": 72
    },
    {
      "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
    },
    {
      "source": "browser-use/browser-use",
      "target": "use_case:operate-web-tasks-with-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "browser-use/browser-use",
      "target": "use_case:test-web-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "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": "jackwener/OpenCLI",
      "kind": "alternative",
      "reason": "Same browser agent intent with browser_automation, workflow overlap.",
      "weight": 100
    },
    {
      "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": "nanobrowser/nanobrowser",
      "kind": "related",
      "reason": "Shared browser agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "browser-use/browser-use",
      "target": "jo-inc/camofox-browser",
      "kind": "related",
      "reason": "Shared browser agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "browser-use/browser-use",
      "target": "tiliondev/fortress",
      "kind": "related",
      "reason": "Shared browser agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "earendil-works/pi",
      "target": "category:coding_agent",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "earendil-works/pi",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "earendil-works/pi",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "earendil-works/pi",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "earendil-works/pi",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "earendil-works/pi",
      "target": "use_case:build-ai-coding-assistants",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "earendil-works/pi",
      "target": "use_case:automate-developer-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "earendil-works/pi",
      "target": "use_case:integrate-codebase-aware-agents",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "earendil-works/pi",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "earendil-works/pi",
      "target": "anomalyco/opencode",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "earendil-works/pi",
      "target": "cline/cline",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "earendil-works/pi",
      "target": "continuedev/continue",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "earendil-works/pi",
      "target": "ollama/ollama",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "earendil-works/pi",
      "target": "kittors/CliRelay",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "earendil-works/pi",
      "target": "Nano-Collective/nanocoder",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "vllm-project/vllm",
      "target": "category:local_llm_runtime",
      "kind": "category",
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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",
      "weight": 64
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    {
      "source": "vllm-project/vllm",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "vllm-project/vllm",
      "target": "use_case:run-local-models",
      "kind": "use_case",
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    },
    {
      "source": "vllm-project/vllm",
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      "kind": "use_case",
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    {
      "source": "vllm-project/vllm",
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    {
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    {
      "source": "vllm-project/vllm",
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      "weight": 100
    },
    {
      "source": "vllm-project/vllm",
      "target": "jaylfc/taOS",
      "kind": "alternative",
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      "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": "noumena-labs/Sipp",
      "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
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    {
      "source": "infiniflow/ragflow",
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      "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",
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    {
      "source": "infiniflow/ragflow",
      "target": "dependency:vector-database",
      "kind": "dependency",
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    {
      "source": "infiniflow/ragflow",
      "target": "dependency:llm-provider",
      "kind": "dependency",
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    {
      "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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    {
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      "target": "bytedance/deer-flow",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
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    {
      "source": "infiniflow/ragflow",
      "target": "gptme/gptme",
      "kind": "related",
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      "weight": 82
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    {
      "source": "OpenHands/OpenHands",
      "target": "category:coding_agent",
      "kind": "category",
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    },
    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:vercel",
      "kind": "deployment",
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    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:serverless",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "use_case:build-ai-coding-assistants",
      "kind": "use_case",
      "weight": 58
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      "source": "cline/cline",
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    {
      "source": "cline/cline",
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      "source": "cline/cline",
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    {
      "source": "cline/cline",
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    {
      "source": "cline/cline",
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    {
      "source": "cline/cline",
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    {
      "source": "cline/cline",
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    {
      "source": "cline/cline",
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    {
      "source": "cline/cline",
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    {
      "source": "cline/cline",
      "target": "earendil-works/pi",
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    {
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    {
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    {
      "source": "cline/cline",
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    {
      "source": "cline/cline",
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