{
  "focus": "rivet-dev/agentos",
  "project": {
    "repo": "rivet-dev/agentos",
    "name": "agentos",
    "description": "A faster, lighter, cheaper alternative to sandboxes. Run any coding agent inside an isolated Linux VM, with agent orchestration built in.",
    "maintainer": "rivet-dev",
    "license": "Apache-2.0",
    "language": "Rust",
    "recent_activity": "active_last_week"
  },
  "summary": "rivet-dev/agentos graph connects 4 alternatives, 8 related projects, 1 inferred dependencies, 6 deployment targets, and 3 use cases.",
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/rivet-dev/agentos",
      "kind": "project"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/rivet-dev/agentos",
      "kind": "alternatives"
    },
    {
      "label": "Explore related projects",
      "href": "/api/related/rivet-dev/agentos",
      "kind": "related"
    },
    {
      "label": "Explain score",
      "href": "/score/rivet-dev/agentos",
      "kind": "score"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=rivet-dev/agentos",
      "kind": "compare"
    }
  ],
  "graph_stats": {
    "node_count": 164,
    "edge_count": 390,
    "project_count": 117,
    "relationship_counts": {
      "alternative": 89,
      "related": 72,
      "category": 24,
      "deployment": 92,
      "use_case": 72,
      "dependency": 41
    }
  },
  "relationship_groups": {
    "alternatives": [
      {
        "repo": "sgl-project/sglang",
        "reason": "Same coding agent intent with coding_agent, workflow overlap."
      },
      {
        "repo": "ollama/ollama",
        "reason": "Same coding agent intent with coding_agent, workflow overlap."
      },
      {
        "repo": "langchain-ai/open-swe",
        "reason": "Same coding agent intent with coding_agent, workflow overlap."
      },
      {
        "repo": "agentforce314/clawcodex",
        "reason": "Same coding agent intent with coding_agent, workflow overlap."
      }
    ],
    "related": [
      {
        "repo": "ollama/ollama",
        "reason": "Shared coding agent category and docker deployment context."
      },
      {
        "repo": "hadihonarvar/flock",
        "reason": "Shared coding agent category and docker deployment context."
      },
      {
        "repo": "askalf/dario",
        "reason": "Shared coding agent category and docker deployment context."
      },
      {
        "repo": "cline/cline",
        "reason": "Shared coding agent category and vercel deployment context."
      },
      {
        "repo": "langchain-ai/open-swe",
        "reason": "Shared coding agent category and docker deployment context."
      },
      {
        "repo": "agentforce314/clawcodex",
        "reason": "Shared coding agent category and library_only deployment context."
      },
      {
        "repo": "earendil-works/pi",
        "reason": "Shared coding agent category and docker deployment context."
      },
      {
        "repo": "QwenLM/qwen-code",
        "reason": "Shared coding agent category and docker deployment context."
      }
    ],
    "dependencies": [
      "LLM provider"
    ],
    "deployment_targets": [
      "docker",
      "vercel",
      "serverless",
      "kubernetes",
      "library_only",
      "local"
    ],
    "use_cases": [
      "build AI coding assistants",
      "automate developer workflows",
      "integrate codebase-aware agents"
    ]
  },
  "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, commits30d."
    ],
    "confidence_reason": "rivet-dev/agentos graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
    "last_verified_at": "2026-07-04T02:00:39.231Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta, commits30d."
  ],
  "confidence_reason": "rivet-dev/agentos 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": "2026-07-04T02:00:39.231Z",
  "nodes": [
    {
      "id": "rivet-dev/agentos",
      "label": "agentos",
      "kind": "project",
      "score": 74,
      "repo": "rivet-dev/agentos"
    },
    {
      "id": "category:coding_agent",
      "label": "coding agent",
      "kind": "category"
    },
    {
      "id": "deployment:docker",
      "label": "docker",
      "kind": "deployment"
    },
    {
      "id": "deployment:vercel",
      "label": "vercel",
      "kind": "deployment"
    },
    {
      "id": "deployment:serverless",
      "label": "serverless",
      "kind": "deployment"
    },
    {
      "id": "deployment:kubernetes",
      "label": "kubernetes",
      "kind": "deployment"
    },
    {
      "id": "deployment:library_only",
      "label": "library_only",
      "kind": "deployment"
    },
    {
      "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": "dependency:llm-provider",
      "label": "LLM provider",
      "kind": "dependency"
    },
    {
      "id": "sgl-project/sglang",
      "label": "sglang",
      "kind": "project",
      "repo": "sgl-project/sglang",
      "score": 86
    },
    {
      "id": "ollama/ollama",
      "label": "ollama",
      "kind": "project",
      "repo": "ollama/ollama",
      "score": 92
    },
    {
      "id": "langchain-ai/open-swe",
      "label": "open-swe",
      "kind": "project",
      "repo": "langchain-ai/open-swe"
    },
    {
      "id": "agentforce314/clawcodex",
      "label": "clawcodex",
      "kind": "project",
      "score": 62,
      "repo": "agentforce314/clawcodex"
    },
    {
      "id": "hadihonarvar/flock",
      "label": "flock",
      "kind": "project",
      "score": 67,
      "repo": "hadihonarvar/flock"
    },
    {
      "id": "askalf/dario",
      "label": "dario",
      "kind": "project",
      "score": 70,
      "repo": "askalf/dario"
    },
    {
      "id": "anomalyco/opencode",
      "label": "opencode",
      "kind": "project",
      "score": 88,
      "repo": "anomalyco/opencode"
    },
    {
      "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": "supermemoryai/codex-supermemory",
      "label": "codex-supermemory",
      "kind": "project",
      "repo": "supermemoryai/codex-supermemory"
    },
    {
      "id": "openai/codex-action",
      "label": "codex-action",
      "kind": "project",
      "repo": "openai/codex-action"
    },
    {
      "id": "OpenHands/OpenHands",
      "label": "OpenHands",
      "kind": "project",
      "repo": "OpenHands/OpenHands",
      "score": 88
    },
    {
      "id": "Aider-AI/aider",
      "label": "aider",
      "kind": "project",
      "repo": "Aider-AI/aider",
      "score": 77
    },
    {
      "id": "TabbyML/tabby",
      "label": "tabby",
      "kind": "project",
      "score": 76,
      "repo": "TabbyML/tabby"
    },
    {
      "id": "langflow-ai/langflow",
      "label": "langflow",
      "kind": "project",
      "score": 90,
      "repo": "langflow-ai/langflow"
    },
    {
      "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": "algorithmicsuperintelligence/optillm",
      "label": "optillm",
      "kind": "project",
      "repo": "algorithmicsuperintelligence/optillm"
    },
    {
      "id": "jina-ai/serve",
      "label": "serve",
      "kind": "project",
      "repo": "jina-ai/serve"
    },
    {
      "id": "Skyvern-AI/skyvern",
      "label": "skyvern",
      "kind": "project",
      "repo": "Skyvern-AI/skyvern"
    },
    {
      "id": "hexabot-ai/Hexabot",
      "label": "Hexabot",
      "kind": "project",
      "score": 68,
      "repo": "hexabot-ai/Hexabot"
    },
    {
      "id": "test-zeus-ai/testzeus-hercules",
      "label": "testzeus-hercules",
      "kind": "project",
      "score": 64,
      "repo": "test-zeus-ai/testzeus-hercules"
    },
    {
      "id": "langgenius/dify",
      "label": "dify",
      "kind": "project",
      "score": 90,
      "repo": "langgenius/dify"
    },
    {
      "id": "github/spec-kit",
      "label": "spec-kit",
      "kind": "project",
      "score": 88,
      "repo": "github/spec-kit"
    },
    {
      "id": "eth-sri/lmql",
      "label": "lmql",
      "kind": "project",
      "repo": "eth-sri/lmql"
    },
    {
      "id": "e2b-dev/E2B",
      "label": "E2B",
      "kind": "project",
      "score": 85,
      "repo": "e2b-dev/E2B"
    },
    {
      "id": "GoDiao/Free-Way",
      "label": "Free-Way",
      "kind": "project",
      "score": 52,
      "repo": "GoDiao/Free-Way"
    },
    {
      "id": "browser-use/browser-use",
      "label": "browser-use",
      "kind": "project",
      "score": 90,
      "repo": "browser-use/browser-use"
    },
    {
      "id": "category:browser_agent",
      "label": "browser agent",
      "kind": "category"
    },
    {
      "id": "use_case:build-browser-automation-agents",
      "label": "build browser automation agents",
      "kind": "use_case"
    },
    {
      "id": "use_case:operate-web-tasks-with-llms",
      "label": "operate web tasks with LLMs",
      "kind": "use_case"
    },
    {
      "id": "use_case:test-web-workflows",
      "label": "test web workflows",
      "kind": "use_case"
    },
    {
      "id": "dependency:browser-automation",
      "label": "Browser automation",
      "kind": "dependency"
    },
    {
      "id": "apify/crawlee-python",
      "label": "crawlee-python",
      "kind": "project",
      "repo": "apify/crawlee-python"
    },
    {
      "id": "browser-use/browser-harness",
      "label": "browser-harness",
      "kind": "project",
      "score": 75,
      "repo": "browser-use/browser-harness"
    },
    {
      "id": "browser-use/bux",
      "label": "bux",
      "kind": "project",
      "repo": "browser-use/bux"
    },
    {
      "id": "apify/apify-sdk-python",
      "label": "apify-sdk-python",
      "kind": "project",
      "score": 73,
      "repo": "apify/apify-sdk-python"
    },
    {
      "id": "nanobrowser/nanobrowser",
      "label": "nanobrowser",
      "kind": "project",
      "score": 65,
      "repo": "nanobrowser/nanobrowser"
    },
    {
      "id": "vllm-project/vllm",
      "label": "vllm",
      "kind": "project",
      "score": 90,
      "repo": "vllm-project/vllm"
    },
    {
      "id": "category:local_llm_runtime",
      "label": "local llm runtime",
      "kind": "category"
    },
    {
      "id": "use_case:run-local-models",
      "label": "run local models",
      "kind": "use_case"
    },
    {
      "id": "use_case:serve-inference-endpoints",
      "label": "serve inference endpoints",
      "kind": "use_case"
    },
    {
      "id": "use_case:prototype-private-llm-deployments",
      "label": "prototype private LLM deployments",
      "kind": "use_case"
    },
    {
      "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",
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      "repo": "bentoml/BentoML"
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    {
      "id": "toverainc/willow-inference-server",
      "label": "willow-inference-server",
      "kind": "project",
      "repo": "toverainc/willow-inference-server"
    },
    {
      "id": "microsoft/aici",
      "label": "aici",
      "kind": "project",
      "score": 59,
      "repo": "microsoft/aici"
    },
    {
      "id": "earendil-works/pi",
      "label": "pi",
      "kind": "project",
      "score": 90,
      "repo": "earendil-works/pi"
    },
    {
      "id": "QwenLM/qwen-code",
      "label": "qwen-code",
      "kind": "project",
      "score": 88,
      "repo": "QwenLM/qwen-code"
    },
    {
      "id": "cline/cline",
      "label": "cline",
      "kind": "project",
      "repo": "cline/cline"
    },
    {
      "id": "continuedev/continue",
      "label": "continue",
      "kind": "project",
      "score": 82,
      "repo": "continuedev/continue"
    },
    {
      "id": "CodebuffAI/codebuff",
      "label": "codebuff",
      "kind": "project",
      "repo": "CodebuffAI/codebuff"
    },
    {
      "id": "gradio-app/gradio",
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      "score": 88,
      "repo": "gradio-app/gradio"
    },
    {
      "id": "mem0ai/mem0",
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      "kind": "project",
      "repo": "mem0ai/mem0",
      "score": 91
    },
    {
      "id": "category:rag_framework",
      "label": "rag framework",
      "kind": "category"
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    {
      "id": "use_case:build-rag-applications",
      "label": "build RAG applications",
      "kind": "use_case"
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    {
      "id": "use_case:connect-private-data-to-llms",
      "label": "connect private data to LLMs",
      "kind": "use_case"
    },
    {
      "id": "use_case:index-documents-for-retrieval",
      "label": "index documents for retrieval",
      "kind": "use_case"
    },
    {
      "id": "dependency:vector-database",
      "label": "Vector database",
      "kind": "dependency"
    },
    {
      "id": "localstack/localstack",
      "label": "localstack",
      "kind": "project",
      "repo": "localstack/localstack"
    },
    {
      "id": "langroid/langroid",
      "label": "langroid",
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      "repo": "langroid/langroid"
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    {
      "id": "llmware-ai/llmware",
      "label": "llmware",
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      "repo": "llmware-ai/llmware"
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      "id": "winstonkoh87/Athena-Public",
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      "repo": "winstonkoh87/Athena-Public"
    },
    {
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      "repo": "deepset-ai/haystack"
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      "repo": "langchain-ai/langgraph"
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      "repo": "aaif-goose/goose"
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    {
      "id": "use_case:connect-agents-to-tools",
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      "id": "use_case:expose-apis-through-mcp",
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      "kind": "use_case"
    },
    {
      "id": "dependency:mcp",
      "label": "MCP",
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      "id": "n8n-io/n8n",
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      "repo": "n8n-io/n8n"
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    {
      "id": "mudler/LocalAI",
      "label": "LocalAI",
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      "repo": "mudler/LocalAI"
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      "id": "danny-avila/LibreChat",
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    },
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      "id": "freddy-schuetz/n8n-claw",
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      "repo": "freddy-schuetz/n8n-claw"
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      "repo": "googleapis/mcp-toolbox"
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      "id": "trpc-group/trpc-agent-go",
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      "repo": "trpc-group/trpc-agent-go"
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      "repo": "superset-sh/superset"
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      "repo": "openwong2kim/wmux"
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      "repo": "1jehuang/jcode"
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      "repo": "nirholas/three.ws"
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      "repo": "skalesapp/skales"
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      "repo": "esengine/DeepSeek-Reasonix"
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      "repo": "mixpeek/amux"
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      "score": 92,
      "repo": "ggml-org/llama.cpp"
    },
    {
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      "label": "whisper.cpp",
      "kind": "project",
      "repo": "ggml-org/whisper.cpp"
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      "repo": "facebookresearch/faiss"
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      "id": "openvinotoolkit/openvino.genai",
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      "kind": "project",
      "repo": "openvinotoolkit/openvino.genai"
    },
    {
      "id": "unum-cloud/USearch",
      "label": "USearch",
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      "repo": "unum-cloud/USearch"
    },
    {
      "id": "xorbitsai/inference",
      "label": "inference",
      "kind": "project",
      "score": 88,
      "repo": "xorbitsai/inference"
    },
    {
      "id": "pathwaycom/pathway",
      "label": "pathway",
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      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "vllm-project/vllm",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "vllm-project/vllm",
      "target": "use_case:run-local-models",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "vllm-project/vllm",
      "target": "use_case:serve-inference-endpoints",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "vllm-project/vllm",
      "target": "use_case:prototype-private-llm-deployments",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "vllm-project/vllm",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "vllm-project/vllm",
      "target": "vllm-project/vllm-omni",
      "kind": "alternative",
      "reason": "Same local llm runtime intent with local_inference overlap.",
      "weight": 100
    },
    {
      "source": "vllm-project/vllm",
      "target": "jaylfc/taOS",
      "kind": "alternative",
      "reason": "Same local llm runtime intent with agent_memory, local_inference overlap.",
      "weight": 100
    },
    {
      "source": "vllm-project/vllm",
      "target": "bentoml/BentoML",
      "kind": "alternative",
      "reason": "Same local llm runtime intent with local_inference overlap.",
      "weight": 100
    },
    {
      "source": "vllm-project/vllm",
      "target": "toverainc/willow-inference-server",
      "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": "bentoml/BentoML",
      "kind": "related",
      "reason": "Shared local llm runtime category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "vllm-project/vllm",
      "target": "sgl-project/sglang",
      "kind": "related",
      "reason": "Shared 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": "QwenLM/qwen-code",
      "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": "CodebuffAI/codebuff",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "earendil-works/pi",
      "target": "QwenLM/qwen-code",
      "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": "gradio-app/gradio",
      "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
    },
    {
      "source": "mem0ai/mem0",
      "target": "deployment:vercel",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "mem0ai/mem0",
      "target": "deployment:serverless",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "mem0ai/mem0",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "mem0ai/mem0",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "mem0ai/mem0",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "mem0ai/mem0",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "mem0ai/mem0",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "mem0ai/mem0",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "mem0ai/mem0",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "mem0ai/mem0",
      "target": "localstack/localstack",
      "kind": "alternative",
      "reason": "Similar rag framework with docker/serverless deployment overlap.",
      "weight": 100
    },
    {
      "source": "mem0ai/mem0",
      "target": "langroid/langroid",
      "kind": "alternative",
      "reason": "Similar rag framework with docker/local deployment overlap.",
      "weight": 100
    },
    {
      "source": "mem0ai/mem0",
      "target": "llmware-ai/llmware",
      "kind": "alternative",
      "reason": "Similar rag framework with vercel/serverless deployment overlap.",
      "weight": 100
    },
    {
      "source": "mem0ai/mem0",
      "target": "winstonkoh87/Athena-Public",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "mem0ai/mem0",
      "target": "deepset-ai/haystack",
      "kind": "related",
      "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": "aaif-goose/goose",
      "target": "category:mcp_server",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "aaif-goose/goose",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "aaif-goose/goose",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "aaif-goose/goose",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "aaif-goose/goose",
      "target": "use_case:connect-agents-to-tools",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "aaif-goose/goose",
      "target": "use_case:expose-apis-through-mcp",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "aaif-goose/goose",
      "target": "use_case:bootstrap-mcp-integrations",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "aaif-goose/goose",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "aaif-goose/goose",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "aaif-goose/goose",
      "target": "n8n-io/n8n",
      "kind": "alternative",
      "reason": "Similar mcp server with docker/local deployment overlap.",
      "weight": 100
    },
    {
      "source": "aaif-goose/goose",
      "target": "mudler/LocalAI",
      "kind": "alternative",
      "reason": "Similar mcp server with docker/local deployment overlap.",
      "weight": 100
    },
    {
      "source": "aaif-goose/goose",
      "target": "danny-avila/LibreChat",
      "kind": "alternative",
      "reason": "Similar mcp server with docker/local deployment overlap.",
      "weight": 100
    },
    {
      "source": "aaif-goose/goose",
      "target": "freddy-schuetz/n8n-claw",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "aaif-goose/goose",
      "target": "googleapis/mcp-toolbox",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "aaif-goose/goose",
      "target": "trpc-group/trpc-agent-go",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "QwenLM/qwen-code",
      "target": "category:coding_agent",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "QwenLM/qwen-code",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QwenLM/qwen-code",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QwenLM/qwen-code",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QwenLM/qwen-code",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QwenLM/qwen-code",
      "target": "use_case:build-ai-coding-assistants",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "QwenLM/qwen-code",
      "target": "use_case:automate-developer-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "QwenLM/qwen-code",
      "target": "use_case:integrate-codebase-aware-agents",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "QwenLM/qwen-code",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "QwenLM/qwen-code",
      "target": "cline/cline",
      "kind": "alternative",
      "reason": "Similar coding agent with library_only/local deployment overlap.",
      "weight": 100
    },
    {
      "source": "QwenLM/qwen-code",
      "target": "continuedev/continue",
      "kind": "alternative",
      "reason": "Similar coding agent with local/cloud deployment overlap.",
      "weight": 100
    },
    {
      "source": "QwenLM/qwen-code",
      "target": "humanlayer/humanlayer",
      "kind": "alternative",
      "reason": "Similar coding agent with docker/local deployment overlap.",
      "weight": 100
    },
    {
      "source": "QwenLM/qwen-code",
      "target": "earendil-works/pi",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "QwenLM/qwen-code",
      "target": "ollama/ollama",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "QwenLM/qwen-code",
      "target": "gradio-app/gradio",
      "kind": "related",
      "reason": "Shared coding agent 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
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "use_case:connect-agents-to-tools",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "use_case:expose-apis-through-mcp",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "use_case:bootstrap-mcp-integrations",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "dependency:browser-automation",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "superset-sh/superset",
      "kind": "alternative",
      "reason": "Same mcp server intent with coding_agent, mcp overlap.",
      "weight": 100
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "upstash/context7",
      "kind": "alternative",
      "reason": "Same mcp server intent with coding_agent, mcp overlap.",
      "weight": 100
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "the-open-agent/openagent",
      "kind": "alternative",
      "reason": "Same mcp server intent with browser_automation, coding_agent, mcp overlap.",
      "weight": 100
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "openwong2kim/wmux",
      "kind": "alternative",
      "reason": "Same mcp server intent with browser_automation, coding_agent, mcp overlap.",
      "weight": 100
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "1jehuang/jcode",
      "kind": "related",
      "reason": "Shared mcp server category and local deployment context.",
      "weight": 82
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "nirholas/three.ws",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "skalesapp/skales",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "esengine/DeepSeek-Reasonix",
      "target": "category:coding_agent",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "esengine/DeepSeek-Reasonix",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "esengine/DeepSeek-Reasonix",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "esengine/DeepSeek-Reasonix",
      "target": "use_case:build-ai-coding-assistants",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "esengine/DeepSeek-Reasonix",
      "target": "use_case:automate-developer-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "esengine/DeepSeek-Reasonix",
      "target": "use_case:integrate-codebase-aware-agents",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "esengine/DeepSeek-Reasonix",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "esengine/DeepSeek-Reasonix",
      "target": "ollama/ollama",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "esengine/DeepSeek-Reasonix",
      "target": "continuedev/continue",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "esengine/DeepSeek-Reasonix",
      "target": "sgl-project/sglang",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "esengine/DeepSeek-Reasonix",
      "target": "agentforce314/clawcodex",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "esengine/DeepSeek-Reasonix",
      "target": "agentforce314/clawcodex",
      "kind": "related",
      "reason": "Shared coding agent category and local deployment context.",
      "weight": 82
    },
    {
      "source": "esengine/DeepSeek-Reasonix",
      "target": "continuedev/continue",
      "kind": "related",
      "reason": "Shared coding agent category and local deployment context.",
      "weight": 82
    },
    {
      "source": "esengine/DeepSeek-Reasonix",
      "target": "mixpeek/amux",
      "kind": "related",
      "reason": "Shared coding agent category and local deployment context.",
      "weight": 82
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:kubernetes",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "ggml-org/whisper.cpp",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "facebookresearch/faiss",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "openvinotoolkit/openvino.genai",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "unum-cloud/USearch",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "xorbitsai/inference",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "pathwaycom/pathway",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "NVIDIA/TensorRT-LLM",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "superset-sh/superset",
      "target": "category:mcp_server",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "superset-sh/superset",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "superset-sh/superset",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "superset-sh/superset",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "superset-sh/superset",
      "target": "use_case:connect-agents-to-tools",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "superset-sh/superset",
      "target": "use_case:expose-apis-through-mcp",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "superset-sh/superset",
      "target": "use_case:bootstrap-mcp-integrations",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "superset-sh/superset",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "superset-sh/superset",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "superset-sh/superset",
      "target": "can1357/oh-my-pi",
      "kind": "alternative",
      "reason": "Same mcp server intent with coding_agent, mcp overlap.",
      "weight": 100
    },
    {
      "source": "superset-sh/superset",
      "target": "1jehuang/jcode",
      "kind": "alternative",
      "reason": "Same mcp server intent with coding_agent, mcp overlap.",
      "weight": 100
    },
    {
      "source": "superset-sh/superset",
      "target": "activepieces/activepieces",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, workflow overlap.",
      "weight": 100
    },
    {
      "source": "superset-sh/superset",
      "target": "zhu1090093659/deepseek-pp",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, workflow overlap.",
      "weight": 100
    },
    {
      "source": "superset-sh/superset",
      "target": "automagik-dev/genie",
      "kind": "related",
      "reason": "Shared mcp server category and local deployment context.",
      "weight": 82
    },
    {
      "source": "superset-sh/superset",
      "target": "1jehuang/jcode",
      "kind": "related",
      "reason": "Shared mcp server category and local deployment context.",
      "weight": 82
    },
    {
      "source": "superset-sh/superset",
      "target": "openwong2kim/wmux",
      "kind": "related",
      "reason": "Shared mcp server category and local deployment context.",
      "weight": 82
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "category:mcp_server",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "use_case:discover-related-ai-projects",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "use_case:compare-implementation-patterns",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "use_case:bootstrap-project-selection",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "open-webui/open-webui",
      "kind": "alternative",
      "reason": "Similar mcp server with docker/library_only deployment overlap.",
      "weight": 100
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "langgenius/dify",
      "kind": "alternative",
      "reason": "Similar mcp server with docker/local deployment overlap.",
      "weight": 100
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "activepieces/activepieces",
      "kind": "alternative",
      "reason": "Similar mcp server with docker/local deployment overlap.",
      "weight": 100
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "googleapis/mcp-toolbox",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "freddy-schuetz/n8n-claw",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "google-gemini/gemini-cli",
      "target": "redis/mcp-redis",
      "kind": "related",
      "reason": "Shared mcp server category and docker 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",
      "weight": 64
    },
    {
      "source": "BerriAI/litellm",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "BerriAI/litellm",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "BerriAI/litellm",
      "target": "use_case:connect-agents-to-tools",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "BerriAI/litellm",
      "target": "use_case:expose-apis-through-mcp",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "BerriAI/litellm",
      "target": "use_case:bootstrap-mcp-integrations",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "BerriAI/litellm",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "BerriAI/litellm",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "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": "Portkey-AI/gateway",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "BerriAI/litellm",
      "target": "gefsikatsinelou/MetaSearchMCP",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "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": "BerriAI/litellm",
      "target": "1jehuang/jcode",
      "kind": "related",
      "reason": "Shared mcp server category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "QuantumNous/new-api",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QuantumNous/new-api",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "QuantumNous/new-api",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "QuantumNous/new-api",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "QuantumNous/new-api",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "QuantumNous/new-api",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "QuantumNous/new-api",
      "target": "schmitech/orbit",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "QuantumNous/new-api",
      "target": "crmne/ruby_llm",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deepset-ai/haystack",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "QuantumNous/new-api",
      "target": "ax-llm/ax",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "QuantumNous/new-api",
      "target": "ax-llm/ax",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "QuantumNous/new-api",
      "target": "crmne/ruby_llm",
      "kind": "related",
      "reason": "Shared rag framework category and local deployment context.",
      "weight": 82
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deepset-ai/haystack",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "category:mcp_server",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "use_case:connect-agents-to-tools",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "use_case:expose-apis-through-mcp",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "use_case:bootstrap-mcp-integrations",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "can1357/oh-my-pi",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp overlap.",
      "weight": 100
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "danny-avila/LibreChat",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp overlap.",
      "weight": 100
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "ComposioHQ/composio",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp overlap.",
      "weight": 100
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "VoltAgent/voltagent",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp overlap.",
      "weight": 100
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "freddy-schuetz/n8n-claw",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "googleapis/mcp-toolbox",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "heygen-com/hyperframes",
      "target": "browserbase/mcp-server-browserbase",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "n8n-io/n8n",
      "target": "category:workflow_automation",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "n8n-io/n8n",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "n8n-io/n8n",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "n8n-io/n8n",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "n8n-io/n8n",
      "target": "use_case:orchestrate-ai-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "n8n-io/n8n",
      "target": "use_case:connect-tools-and-services",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "n8n-io/n8n",
      "target": "use_case:automate-repeated-tasks",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "n8n-io/n8n",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "n8n-io/n8n",
      "target": "langgenius/dify",
      "kind": "alternative",
      "reason": "Same workflow automation intent with mcp, workflow overlap.",
      "weight": 100
    },
    {
      "source": "n8n-io/n8n",
      "target": "triggerdotdev/trigger.dev",
      "kind": "alternative",
      "reason": "Same workflow automation intent with mcp, workflow overlap.",
      "weight": 100
    },
    {
      "source": "n8n-io/n8n",
      "target": "coleam00/Archon",
      "kind": "alternative",
      "reason": "Same workflow automation intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "n8n-io/n8n",
      "target": "vmDeshpande/ai-agent-automation",
      "kind": "alternative",
      "reason": "Same workflow automation intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "n8n-io/n8n",
      "target": "langgenius/dify",
      "kind": "related",
      "reason": "Shared workflow automation category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "n8n-io/n8n",
      "target": "bytechefhq/bytechef",
      "kind": "related",
      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "n8n-io/n8n",
      "target": "Rheosoph/flow-like",
      "kind": "related",
      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "open-webui/open-webui",
      "target": "category:ai_app_template",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "open-webui/open-webui",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "open-webui/open-webui",
      "target": "deployment:kubernetes",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "open-webui/open-webui",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "open-webui/open-webui",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "open-webui/open-webui",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "open-webui/open-webui",
      "target": "use_case:bootstrap-an-ai-app",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "open-webui/open-webui",
      "target": "use_case:start-a-production-ready-template",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "open-webui/open-webui",
      "target": "use_case:learn-app-architecture-patterns",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "open-webui/open-webui",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "open-webui/open-webui",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "open-webui/open-webui",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "open-webui/open-webui",
      "target": "pcliangx/AppGenesisForge",
      "kind": "alternative",
      "reason": "Same ai app template intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "open-webui/open-webui",
      "target": "vstorm-co/full-stack-ai-agent-template",
      "kind": "alternative",
      "reason": "Same ai app template intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "open-webui/open-webui",
      "target": "lobehub/lobehub",
      "kind": "alternative",
      "reason": "Same ai app template intent with mcp overlap.",
      "weight": 100
    },
    {
      "source": "open-webui/open-webui",
      "target": "CopilotKit/aimock",
      "kind": "alternative",
      "reason": "Same ai app template intent with mcp overlap.",
      "weight": 100
    },
    {
      "source": "open-webui/open-webui",
      "target": "CopilotKit/aimock",
      "kind": "related",
      "reason": "Shared ai app template category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "open-webui/open-webui",
      "target": "mozilla-ai/otari",
      "kind": "related",
      "reason": "Shared ai app template category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "open-webui/open-webui",
      "target": "lobehub/lobehub",
      "kind": "related",
      "reason": "Shared ai app template category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "firecrawl/firecrawl",
      "target": "category:agent_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "firecrawl/firecrawl",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "firecrawl/firecrawl",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "firecrawl/firecrawl",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "firecrawl/firecrawl",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "firecrawl/firecrawl",
      "target": "use_case:build-agents-with-firecrawl",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "firecrawl/firecrawl",
      "target": "use_case:orchestrate-llm-tools",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "firecrawl/firecrawl",
      "target": "use_case:prototype-autonomous-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "firecrawl/firecrawl",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "firecrawl/firecrawl",
      "target": "CopilotKit/CopilotKit",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "firecrawl/firecrawl",
      "target": "langchain-ai/langgraphjs",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "firecrawl/firecrawl",
      "target": "cloudflare/agents",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "firecrawl/firecrawl",
      "target": "langchain-ai/langchain",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "firecrawl/firecrawl",
      "target": "omnigent-ai/omnigent",
      "kind": "related",
      "reason": "Shared agent framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "firecrawl/firecrawl",
      "target": "CopilotKit/CopilotKit",
      "kind": "related",
      "reason": "Shared agent framework category and docker deployment context.",
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