{
  "focus": "nirholas/Binance-MCP",
  "project": {
    "repo": "nirholas/Binance-MCP",
    "name": "Binance-MCP",
    "description": "A Model Context Protocol (MCP) server for Binance.com API. Offers standardized access to spot trading, wallets, staking, simple earn, convert, mining, algo trading, VIP loans, NFTs, pay, copy trading, dual investments, C2C/P2P, fiat ops, and rebates. Built in TypeScript/Node.js. Manages auth, requests, and errors for AI agents/devs.",
    "maintainer": "nirholas",
    "license": "NOASSERTION",
    "language": "TypeScript",
    "recent_activity": "active_last_week"
  },
  "summary": "nirholas/Binance-MCP graph connects 4 alternatives, 8 related projects, 2 inferred dependencies, 3 deployment targets, and 3 use cases.",
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/nirholas/Binance-MCP",
      "kind": "project"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/nirholas/Binance-MCP",
      "kind": "alternatives"
    },
    {
      "label": "Explore related projects",
      "href": "/api/related/nirholas/Binance-MCP",
      "kind": "related"
    },
    {
      "label": "Explain score",
      "href": "/score/nirholas/Binance-MCP",
      "kind": "score"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=nirholas/Binance-MCP",
      "kind": "compare"
    }
  ],
  "graph_stats": {
    "node_count": 178,
    "edge_count": 370,
    "project_count": 125,
    "relationship_counts": {
      "alternative": 73,
      "related": 72,
      "category": 24,
      "deployment": 92,
      "use_case": 72,
      "dependency": 37
    }
  },
  "relationship_groups": {
    "alternatives": [
      {
        "repo": "ComposioHQ/composio",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "nirholas/Binance-US-MCP",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "heygen-com/hyperframes",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "danny-avila/LibreChat",
        "reason": "Same mcp server intent with mcp overlap."
      }
    ],
    "related": [
      {
        "repo": "nirholas/Binance-US-MCP",
        "reason": "Shared mcp server category and library_only deployment context."
      },
      {
        "repo": "nirholas/ethereum-wallet-toolkit",
        "reason": "Shared mcp server category and library_only deployment context."
      },
      {
        "repo": "BerriAI/litellm",
        "reason": "Shared mcp server category and library_only deployment context."
      },
      {
        "repo": "PrefectHQ/fastmcp",
        "reason": "Shared mcp server category and library_only deployment context."
      },
      {
        "repo": "wonderwhy-er/DesktopCommanderMCP",
        "reason": "Shared mcp server category and library_only deployment context."
      },
      {
        "repo": "googleapis/mcp-toolbox",
        "reason": "Shared mcp server category and library_only deployment context."
      },
      {
        "repo": "modelcontextprotocol/typescript-sdk",
        "reason": "Shared mcp server category and library_only deployment context."
      },
      {
        "repo": "langchain4j/langchain4j",
        "reason": "Shared mcp server category and library_only deployment context."
      }
    ],
    "dependencies": [
      "MCP",
      "LLM provider"
    ],
    "deployment_targets": [
      "library_only",
      "local",
      "cloud"
    ],
    "use_cases": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations"
    ]
  },
  "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: stars30dDelta."
    ],
    "confidence_reason": "nirholas/Binance-MCP graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
    "last_verified_at": "2026-07-14T06:00:12.623Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "confidence_reason": "nirholas/Binance-MCP 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": "2026-07-14T06:00:12.623Z",
  "nodes": [
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      "id": "nirholas/Binance-MCP",
      "label": "Binance-MCP",
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      "score": 53,
      "repo": "nirholas/Binance-MCP"
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    },
    {
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      "kind": "deployment"
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      "kind": "deployment",
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    {
      "source": "langgenius/dify",
      "target": "use_case:orchestrate-ai-workflows",
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    {
      "source": "langgenius/dify",
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      "source": "langgenius/dify",
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      "reason": "Same workflow automation intent with mcp, workflow overlap.",
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    {
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    {
      "source": "langgenius/dify",
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    {
      "source": "langgenius/dify",
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      "reason": "Shared workflow automation category and docker deployment context.",
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    {
      "source": "langgenius/dify",
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      "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",
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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",
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      "kind": "deployment",
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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",
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      "kind": "use_case",
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    {
      "source": "open-webui/open-webui",
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      "source": "open-webui/open-webui",
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    {
      "source": "open-webui/open-webui",
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    {
      "source": "open-webui/open-webui",
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    {
      "source": "open-webui/open-webui",
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      "source": "open-webui/open-webui",
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    {
      "source": "open-webui/open-webui",
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    {
      "source": "open-webui/open-webui",
      "target": "pcliangx/AppGenesisForge",
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      "weight": 100
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    {
      "source": "open-webui/open-webui",
      "target": "CopilotKit/aimock",
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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
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    {
      "source": "open-webui/open-webui",
      "target": "bentoml/OpenLLM",
      "kind": "related",
      "reason": "Shared ai app template category and docker deployment context.",
      "weight": 82
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    {
      "source": "langchain-ai/langchain",
      "target": "category:agent_framework",
      "kind": "category",
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    {
      "source": "langchain-ai/langchain",
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      "kind": "deployment",
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    {
      "source": "langchain-ai/langchain",
      "target": "deployment:library_only",
      "kind": "deployment",
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    {
      "source": "langchain-ai/langchain",
      "target": "deployment:local",
      "kind": "deployment",
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    {
      "source": "langchain-ai/langchain",
      "target": "deployment:cloud",
      "kind": "deployment",
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    {
      "source": "langchain-ai/langchain",
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    {
      "source": "langchain-ai/langchain",
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    {
      "source": "langchain-ai/langchain",
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    {
      "source": "langchain-ai/langchain",
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    {
      "source": "langchain-ai/langchain",
      "target": "framerslab/agentos",
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    {
      "source": "langchain-ai/langchain",
      "target": "Protocol-Lattice/go-agent",
      "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
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    {
      "source": "langchain-ai/langchain",
      "target": "langchain-ai/langgraph",
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      "reason": "Shared library_only deployment context.",
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    {
      "source": "langchain-ai/langchain",
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      "kind": "related",
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      "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
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    {
      "source": "ggml-org/llama.cpp",
      "target": "category:rag_framework",
      "kind": "category",
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    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:docker",
      "kind": "deployment",
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    {
      "source": "ggml-org/llama.cpp",
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    {
      "source": "ggml-org/llama.cpp",
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    {
      "source": "ggml-org/llama.cpp",
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      "kind": "deployment",
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    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:cloud",
      "kind": "deployment",
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    {
      "source": "ggml-org/llama.cpp",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
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    {
      "source": "ggml-org/llama.cpp",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
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    {
      "source": "ggml-org/llama.cpp",
      "target": "use_case:index-documents-for-retrieval",
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    {
      "source": "ggml-org/llama.cpp",
      "target": "dependency:vector-database",
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    {
      "source": "ggml-org/llama.cpp",
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    {
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      "target": "ggml-org/whisper.cpp",
      "kind": "alternative",
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      "weight": 100
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    {
      "source": "ggml-org/llama.cpp",
      "target": "facebookresearch/faiss",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
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    {
      "source": "ggml-org/llama.cpp",
      "target": "openvinotoolkit/openvino.genai",
      "kind": "alternative",
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      "weight": 100
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    {
      "source": "ggml-org/llama.cpp",
      "target": "xorbitsai/inference",
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      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
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    {
      "source": "ggml-org/llama.cpp",
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      "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
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    {
      "source": "github/spec-kit",
      "target": "category:coding_agent",
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    {
      "source": "github/spec-kit",
      "target": "deployment:library_only",
      "kind": "deployment",
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    {
      "source": "github/spec-kit",
      "target": "deployment:local",
      "kind": "deployment",
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    {
      "source": "github/spec-kit",
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      "kind": "deployment",
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    {
      "source": "github/spec-kit",
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      "kind": "use_case",
      "weight": 58
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    {
      "source": "github/spec-kit",
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      "kind": "use_case",
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    {
      "source": "github/spec-kit",
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      "kind": "use_case",
      "weight": 58
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    {
      "source": "github/spec-kit",
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    {
      "source": "github/spec-kit",
      "target": "OpenHands/OpenHands",
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      "weight": 100
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    {
      "source": "github/spec-kit",
      "target": "langchain-ai/open-swe",
      "kind": "alternative",
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      "weight": 100
    },
    {
      "source": "github/spec-kit",
      "target": "agentforce314/clawcodex",
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      "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": "browser-use/browser-use",
      "target": "category:browser_agent",
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    {
      "source": "browser-use/browser-use",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "browser-use/browser-use",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "browser-use/browser-use",
      "target": "deployment:local",
      "kind": "deployment",
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    {
      "source": "browser-use/browser-use",
      "target": "deployment:cloud",
      "kind": "deployment",
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    {
      "source": "browser-use/browser-use",
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      "kind": "use_case",
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    {
      "source": "browser-use/browser-use",
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      "kind": "use_case",
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    {
      "source": "browser-use/browser-use",
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      "weight": 58
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    {
      "source": "browser-use/browser-use",
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      "weight": 54
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    {
      "source": "browser-use/browser-use",
      "target": "dependency:llm-provider",
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    {
      "source": "browser-use/browser-use",
      "target": "browser-use/browser-harness",
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      "weight": 100
    },
    {
      "source": "browser-use/browser-use",
      "target": "apify/crawlee-python",
      "kind": "alternative",
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      "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",
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      "weight": 82
    },
    {
      "source": "browser-use/browser-use",
      "target": "apify/crawlee",
      "kind": "related",
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      "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
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    {
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      "kind": "deployment",
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    {
      "source": "openai/codex",
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      "kind": "deployment",
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    {
      "source": "openai/codex",
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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": "vllm-project/vllm",
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    {
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    {
      "source": "vllm-project/vllm",
      "target": "deployment:local",
      "kind": "deployment",
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    {
      "source": "vllm-project/vllm",
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      "kind": "deployment",
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    {
      "source": "vllm-project/vllm",
      "target": "use_case:run-local-models",
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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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    {
      "source": "vllm-project/vllm",
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    },
    {
      "source": "vllm-project/vllm",
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    {
      "source": "vllm-project/vllm",
      "target": "bentoml/BentoML",
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      "weight": 100
    },
    {
      "source": "vllm-project/vllm",
      "target": "microsoft/aici",
      "kind": "related",
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    {
      "source": "vllm-project/vllm",
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      "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",
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      "kind": "category",
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    },
    {
      "source": "infiniflow/ragflow",
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      "kind": "deployment",
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    {
      "source": "infiniflow/ragflow",
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    {
      "source": "infiniflow/ragflow",
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    {
      "source": "infiniflow/ragflow",
      "target": "deployment:cloud",
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    },
    {
      "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",
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    },
    {
      "source": "infiniflow/ragflow",
      "target": "dependency:vector-database",
      "kind": "dependency",
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      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
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      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
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    {
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      "target": "neuml/txtai",
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      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
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      "target": "category:coding_agent",
      "kind": "category",
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    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:docker",
      "kind": "deployment",
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    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:library_only",
      "kind": "deployment",
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    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:local",
      "kind": "deployment",
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    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:cloud",
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    {
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    {
      "source": "OpenHands/OpenHands",
      "target": "use_case:automate-developer-workflows",
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    {
      "source": "OpenHands/OpenHands",
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    {
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    {
      "source": "OpenHands/OpenHands",
      "target": "Aider-AI/aider",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "kstevica/captain-claw",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "langchain-ai/open-swe",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "askalf/dario",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "Nano-Collective/nanocoder",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "agentforce314/clawcodex",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
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    {
      "source": "earendil-works/pi",
      "target": "category:coding_agent",
      "kind": "category",
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    {
      "source": "earendil-works/pi",
      "target": "deployment:docker",
      "kind": "deployment",
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    {
      "source": "earendil-works/pi",
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    {
      "source": "earendil-works/pi",
      "target": "deployment:local",
      "kind": "deployment",
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    {
      "source": "earendil-works/pi",
      "target": "deployment:cloud",
      "kind": "deployment",
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    {
      "source": "earendil-works/pi",
      "target": "use_case:build-ai-coding-assistants",
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    {
      "source": "earendil-works/pi",
      "target": "use_case:automate-developer-workflows",
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    {
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    {
      "source": "earendil-works/pi",
      "target": "dependency:llm-provider",
      "kind": "dependency",
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    {
      "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
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    {
      "source": "earendil-works/pi",
      "target": "OpenHands/OpenHands",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "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": "QwenLM/qwen-code",
      "kind": "related",
      "reason": "Shared coding agent 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
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    {
      "source": "mem0ai/mem0",
      "target": "deployment:vercel",
      "kind": "deployment",
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    {
      "source": "mem0ai/mem0",
      "target": "deployment:serverless",
      "kind": "deployment",
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    {
      "source": "mem0ai/mem0",
      "target": "deployment:library_only",
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    {
      "source": "mem0ai/mem0",
      "target": "deployment:local",
      "kind": "deployment",
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    },
    {
      "source": "mem0ai/mem0",
      "target": "use_case:build-rag-applications",
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      "weight": 58
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    {
      "source": "mem0ai/mem0",
      "target": "use_case:connect-private-data-to-llms",
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      "weight": 58
    },
    {
      "source": "mem0ai/mem0",
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    {
      "source": "mem0ai/mem0",
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    {
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    {
      "source": "mem0ai/mem0",
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    {
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      "weight": 100
    },
    {
      "source": "mem0ai/mem0",
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    },
    {
      "source": "mem0ai/mem0",
      "target": "winstonkoh87/Athena-Public",
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      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "mem0ai/mem0",
      "target": "langchain-ai/langgraph",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "mem0ai/mem0",
      "target": "neuml/txtai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "category:agent_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "use_case:build-agents-with-crewai",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "use_case:orchestrate-llm-tools",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "use_case:prototype-autonomous-workflows",
      "kind": "use_case",
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    },
    {
      "source": "crewAIInc/crewAI",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "langchain-ai/langchain",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "omnigent-ai/omnigent",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "google/adk-python",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "CopilotKit/CopilotKit",
      "kind": "related",
      "reason": "Shared agent framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "e2b-dev/E2B",
      "kind": "related",
      "reason": "Shared agent framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "google/adk-python",
      "kind": "related",
      "reason": "Shared agent framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "BerriAI/litellm",
      "target": "category:mcp_server",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "BerriAI/litellm",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "BerriAI/litellm",
      "target": "deployment:library_only",
      "kind": "deployment",
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    },
    {
      "source": "BerriAI/litellm",
      "target": "deployment:local",
      "kind": "deployment",
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    },
    {
      "source": "BerriAI/litellm",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "BerriAI/litellm",
      "target": "use_case:connect-agents-to-tools",
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    },
    {
      "source": "BerriAI/litellm",
      "target": "use_case:expose-apis-through-mcp",
      "kind": "use_case",
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    {
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      "kind": "use_case",
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    {
      "source": "BerriAI/litellm",
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    {
      "source": "BerriAI/litellm",
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    {
      "source": "BerriAI/litellm",
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      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "BerriAI/litellm",
      "target": "Portkey-AI/hoot",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "BerriAI/litellm",
      "target": "ax128/AegisGate",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "BerriAI/litellm",
      "target": "KochC/opencode-llm-proxy",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "BerriAI/litellm",
      "target": "Portkey-AI/gateway",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "BerriAI/litellm",
      "target": "danny-avila/LibreChat",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "langfuse/langfuse",
      "target": "category:prompt_tooling",
      "kind": "category",
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    },
    {
      "source": "langfuse/langfuse",
      "target": "deployment:docker",
      "kind": "deployment",
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    },
    {
      "source": "langfuse/langfuse",
      "target": "deployment:vercel",
      "kind": "deployment",
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    {
      "source": "langfuse/langfuse",
      "target": "deployment:serverless",
      "kind": "deployment",
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    },
    {
      "source": "langfuse/langfuse",
      "target": "deployment:kubernetes",
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    },
    {
      "source": "langfuse/langfuse",
      "target": "deployment:library_only",
      "kind": "deployment",
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    },
    {
      "source": "langfuse/langfuse",
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      "kind": "use_case",
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    },
    {
      "source": "langfuse/langfuse",
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    },
    {
      "source": "langfuse/langfuse",
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      "kind": "use_case",
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    },
    {
      "source": "langfuse/langfuse",
      "target": "dependency:llm-provider",
      "kind": "dependency",
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    },
    {
      "source": "langfuse/langfuse",
      "target": "ENTERPILOT/GoModel",
      "kind": "alternative",
      "reason": "Same prompt tooling intent with observability, workflow overlap.",
      "weight": 100
    },
    {
      "source": "langfuse/langfuse",
      "target": "future-agi/future-agi",
      "kind": "alternative",
      "reason": "Same prompt tooling intent with observability, workflow overlap.",
      "weight": 100
    },
    {
      "source": "langfuse/langfuse",
      "target": "api7/aisix",
      "kind": "alternative",
      "reason": "Same prompt tooling intent with observability, workflow overlap.",
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    },
    {
      "source": "langfuse/langfuse",
      "target": "Helicone/helicone",
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      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "langfuse/langfuse",
      "target": "comet-ml/opik",
      "kind": "related",
      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "langfuse/langfuse",
      "target": "lmnr-ai/lmnr",
      "kind": "related",
      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "iOfficeAI/AionUi",
      "target": "category:agent_framework",
      "kind": "category",
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    },
    {
      "source": "iOfficeAI/AionUi",
      "target": "deployment:docker",
      "kind": "deployment",
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    },
    {
      "source": "iOfficeAI/AionUi",
      "target": "deployment:local",
      "kind": "deployment",
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    },
    {
      "source": "iOfficeAI/AionUi",
      "target": "deployment:cloud",
      "kind": "deployment",
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    },
    {
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      "target": "use_case:build-agents-with-aionui",
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    },
    {
      "source": "iOfficeAI/AionUi",
      "target": "use_case:orchestrate-llm-tools",
      "kind": "use_case",
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    },
    {
      "source": "iOfficeAI/AionUi",
      "target": "use_case:prototype-autonomous-workflows",
      "kind": "use_case",
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    {
      "source": "iOfficeAI/AionUi",
      "target": "dependency:llm-provider",
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    },
    {
      "source": "iOfficeAI/AionUi",
      "target": "langchain-ai/langchain",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "iOfficeAI/AionUi",
      "target": "firecrawl/firecrawl",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "iOfficeAI/AionUi",
      "target": "CopilotKit/CopilotKit",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "iOfficeAI/AionUi",
      "target": "agent-of-empires/agent-of-empires",
      "kind": "related",
      "reason": "Shared agent framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "iOfficeAI/AionUi",
      "target": "avibe-bot/avibe",
      "kind": "related",
      "reason": "Shared agent framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "iOfficeAI/AionUi",
      "target": "omnigent-ai/omnigent",
      "kind": "related",
      "reason": "Shared agent framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "SigNoz/signoz",
      "target": "category:ai_observability",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "SigNoz/signoz",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "SigNoz/signoz",
      "target": "deployment:kubernetes",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "SigNoz/signoz",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "SigNoz/signoz",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "SigNoz/signoz",
      "target": "use_case:trace-llm-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "SigNoz/signoz",
      "target": "use_case:monitor-agent-behavior",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "SigNoz/signoz",
      "target": "use_case:debug-production-ai-systems",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "SigNoz/signoz",
      "target": "olemeyer/rocketplaneIO",
      "kind": "alternative",
      "reason": "Same ai observability intent with observability overlap.",
      "weight": 100
    },
    {
      "source": "SigNoz/signoz",
      "target": "open-telemetry/opentelemetry-js",
      "kind": "alternative",
      "reason": "Same ai observability intent with observability overlap.",
      "weight": 100
    },
    {
      "source": "SigNoz/signoz",
      "target": "traceloop/openllmetry-js",
      "kind": "alternative",
      "reason": "Same ai observability intent with observability overlap.",
      "weight": 100
    },
    {
      "source": "SigNoz/signoz",
      "target": "monoscope-tech/monoscope",
      "kind": "related",
      "reason": "Shared ai observability category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "SigNoz/signoz",
      "target": "evilmartians/agent-prism",
      "kind": "related",
      "reason": "Shared ai observability category and local deployment context.",
      "weight": 82
    },
    {
      "source": "SigNoz/signoz",
      "target": "jaegertracing/jaeger",
      "kind": "related",
      "reason": "Shared ai observability category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "category:mcp_server",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "deployment:vercel",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "deployment:serverless",
      "kind": "deployment",
      "weight": 64
    },
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