{
  "focus": "SigNoz/dashboards",
  "project": {
    "repo": "SigNoz/dashboards",
    "name": "dashboards",
    "description": "A collection of SigNoz dashboard templates in JSON format for monitoring popular services such as MySQL, MongoDB, APM, JVM, and more. Easily import and customize these dashboards to visualize your application’s performance and metrics with SigNoz.",
    "maintainer": "SigNoz",
    "license": "Apache-2.0",
    "language": null,
    "recent_activity": "active_last_week"
  },
  "summary": "SigNoz/dashboards graph connects 3 alternatives, 8 related projects, 0 inferred dependencies, 2 deployment targets, and 3 use cases.",
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/SigNoz/dashboards",
      "kind": "project"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/SigNoz/dashboards",
      "kind": "alternatives"
    },
    {
      "label": "Explore related projects",
      "href": "/api/related/SigNoz/dashboards",
      "kind": "related"
    },
    {
      "label": "Explain score",
      "href": "/score/SigNoz/dashboards",
      "kind": "score"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=SigNoz/dashboards",
      "kind": "compare"
    }
  ],
  "graph_stats": {
    "node_count": 164,
    "edge_count": 364,
    "project_count": 116,
    "relationship_counts": {
      "alternative": 72,
      "related": 72,
      "category": 24,
      "deployment": 89,
      "use_case": 72,
      "dependency": 35
    }
  },
  "relationship_groups": {
    "alternatives": [
      {
        "repo": "enescingoz/awesome-n8n-templates",
        "reason": "Similar ai app template with local/cloud deployment overlap."
      },
      {
        "repo": "n8n-io/n8n-hosting",
        "reason": "Similar ai app template with local/cloud deployment overlap."
      },
      {
        "repo": "cloudflare/templates",
        "reason": "Similar ai app template with local deployment overlap."
      }
    ],
    "related": [
      {
        "repo": "ai-builders-foundation/ai-builders-curriculum",
        "reason": "Shared ai app template category and local deployment context."
      },
      {
        "repo": "vonzosten/awesome-LangGraph",
        "reason": "Shared ai app template category and local deployment context."
      },
      {
        "repo": "n8n-io/self-hosted-ai-starter-kit",
        "reason": "Shared ai app template category and local deployment context."
      },
      {
        "repo": "google-gemini/starter-applets",
        "reason": "Shared ai app template category and local deployment context."
      },
      {
        "repo": "openai/openai-chatkit-advanced-samples",
        "reason": "Shared ai app template category and local deployment context."
      },
      {
        "repo": "open-webui/open-webui",
        "reason": "Shared ai app template category and local deployment context."
      },
      {
        "repo": "lobehub/lobe-chat-plugins",
        "reason": "Shared ai app template category and local deployment context."
      },
      {
        "repo": "cloudflare/vibesdk-templates",
        "reason": "Shared ai app template category and local deployment context."
      }
    ],
    "dependencies": [],
    "deployment_targets": [
      "local",
      "cloud"
    ],
    "use_cases": [
      "discover related AI projects",
      "compare implementation patterns",
      "bootstrap project selection"
    ]
  },
  "migration_paths": [
    {
      "from": "SigNoz/dashboards",
      "to": "enescingoz/awesome-n8n-templates",
      "compatibility": "medium",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:ai_app_template",
        "deployment:local",
        "deployment:cloud",
        "use_case:discover related AI projects",
        "use_case:compare implementation patterns",
        "use_case:bootstrap project selection"
      ],
      "gaps": [
        "License changes from Apache-2.0 to NOASSERTION."
      ],
      "validation_steps": [
        "Review license obligations before migrating production code.",
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    },
    {
      "from": "SigNoz/dashboards",
      "to": "n8n-io/n8n-hosting",
      "compatibility": "medium",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:ai_app_template",
        "deployment:local",
        "deployment:cloud",
        "use_case:discover related AI projects",
        "use_case:compare implementation patterns",
        "use_case:bootstrap project selection"
      ],
      "gaps": [
        "License changes from Apache-2.0 to MIT."
      ],
      "validation_steps": [
        "Review license obligations before migrating production code.",
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    },
    {
      "from": "SigNoz/dashboards",
      "to": "cloudflare/templates",
      "compatibility": "medium",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:ai_app_template",
        "deployment:local",
        "use_case:discover related AI projects",
        "use_case:compare implementation patterns",
        "use_case:bootstrap project selection"
      ],
      "gaps": [
        "Deployment targets not listed by target: cloud.",
        "License changes from Apache-2.0 to MIT."
      ],
      "validation_steps": [
        "Review license obligations before migrating production code.",
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    }
  ],
  "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",
      "verification.signals",
      "graph.nodes",
      "graph.edges",
      "graph.relationship_groups",
      "graph.migration_paths"
    ],
    "caveats": [
      "users expecting a single installable runtime or library",
      "edge-only Cloudflare Workers deployment without adaptation",
      "Collection/resource hub; not a single installable runtime.",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "SigNoz/dashboards graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
    "last_verified_at": "2026-09-20T00:30:32.433Z",
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-20T00:30:32.433Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
          ]
        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
          ]
        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "install": {
          "status": "not_applicable",
          "source": "git_top_runtime",
          "evidence": [
            "collection/resource hub has no single install target"
          ]
        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_applicable",
          "source": "git_top_runtime",
          "evidence": [
            "project is not classified as mcp_server"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 1,
        "unknown": 0
      },
      "next_steps": [
        "Run a dependency and security scan before treating the score as a trust claim."
      ]
    }
  },
  "caveats": [
    "users expecting a single installable runtime or library",
    "edge-only Cloudflare Workers deployment without adaptation",
    "Collection/resource hub; not a single installable runtime.",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "SigNoz/dashboards 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",
    "verification.signals",
    "graph.nodes",
    "graph.edges",
    "graph.relationship_groups",
    "graph.migration_paths"
  ],
  "last_verified_at": "2026-09-20T00:30:32.433Z",
  "nodes": [
    {
      "id": "SigNoz/dashboards",
      "label": "dashboards",
      "kind": "project",
      "score": 59,
      "repo": "SigNoz/dashboards"
    },
    {
      "id": "category:ai_app_template",
      "label": "ai app template",
      "kind": "category"
    },
    {
      "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": "enescingoz/awesome-n8n-templates",
      "label": "awesome-n8n-templates",
      "kind": "project",
      "repo": "enescingoz/awesome-n8n-templates"
    },
    {
      "id": "n8n-io/n8n-hosting",
      "label": "n8n-hosting",
      "kind": "project",
      "repo": "n8n-io/n8n-hosting"
    },
    {
      "id": "cloudflare/templates",
      "label": "templates",
      "kind": "project",
      "repo": "cloudflare/templates"
    },
    {
      "id": "ai-builders-foundation/ai-builders-curriculum",
      "label": "ai-builders-curriculum",
      "kind": "project",
      "score": 56,
      "repo": "ai-builders-foundation/ai-builders-curriculum"
    },
    {
      "id": "vonzosten/awesome-LangGraph",
      "label": "awesome-LangGraph",
      "kind": "project",
      "score": 61,
      "repo": "vonzosten/awesome-LangGraph"
    },
    {
      "id": "n8n-io/self-hosted-ai-starter-kit",
      "label": "self-hosted-ai-starter-kit",
      "kind": "project",
      "score": 63,
      "repo": "n8n-io/self-hosted-ai-starter-kit"
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      "id": "anomalyco/opencode",
      "label": "opencode",
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      "repo": "anomalyco/opencode",
      "score": 88
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      "kind": "category"
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    {
      "id": "deployment:docker",
      "label": "docker",
      "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",
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      "label": "integrate codebase-aware agents",
      "kind": "use_case"
    },
    {
      "id": "dependency:llm-provider",
      "label": "LLM provider",
      "kind": "dependency"
    },
    {
      "id": "earendil-works/pi",
      "label": "pi",
      "kind": "project",
      "repo": "earendil-works/pi",
      "score": 90
    },
    {
      "id": "OpenHands/OpenHands",
      "label": "OpenHands",
      "kind": "project",
      "repo": "OpenHands/OpenHands",
      "score": 92
    },
    {
      "id": "continuedev/continue",
      "label": "continue",
      "kind": "project",
      "repo": "continuedev/continue"
    },
    {
      "id": "ollama/ollama",
      "label": "ollama",
      "kind": "project",
      "score": 92,
      "repo": "ollama/ollama"
    },
    {
      "id": "sgl-project/sglang",
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      "kind": "project",
      "score": 86,
      "repo": "sgl-project/sglang"
    },
    {
      "id": "generalaction/emdash",
      "label": "emdash",
      "kind": "project",
      "score": 84,
      "repo": "generalaction/emdash"
    },
    {
      "id": "n8n-io/n8n",
      "label": "n8n",
      "kind": "project",
      "score": 88,
      "repo": "n8n-io/n8n"
    },
    {
      "id": "category:workflow_automation",
      "label": "workflow automation",
      "kind": "category"
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    {
      "id": "use_case:orchestrate-ai-workflows",
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      "kind": "use_case"
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    {
      "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": "dependency:mcp",
      "label": "MCP",
      "kind": "dependency"
    },
    {
      "id": "langgenius/dify",
      "label": "dify",
      "kind": "project",
      "repo": "langgenius/dify"
    },
    {
      "id": "triggerdotdev/trigger.dev",
      "label": "trigger.dev",
      "kind": "project",
      "repo": "triggerdotdev/trigger.dev"
    },
    {
      "id": "coleam00/Archon",
      "label": "Archon",
      "kind": "project",
      "repo": "coleam00/Archon"
    },
    {
      "id": "Rheosoph/flow-like",
      "label": "flow-like",
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      "score": 71,
      "repo": "Rheosoph/flow-like"
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    {
      "id": "bytechefhq/bytechef",
      "label": "bytechef",
      "kind": "project",
      "score": 80,
      "repo": "bytechefhq/bytechef"
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    {
      "id": "bytedance/flowgram.ai",
      "label": "flowgram.ai",
      "kind": "project",
      "score": 68,
      "repo": "bytedance/flowgram.ai"
    },
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      "id": "deployment:kubernetes",
      "label": "kubernetes",
      "kind": "deployment"
    },
    {
      "id": "deployment:library_only",
      "label": "library_only",
      "kind": "deployment"
    },
    {
      "id": "esengine/DeepSeek-Reasonix",
      "label": "DeepSeek-Reasonix",
      "kind": "project",
      "score": 86,
      "repo": "esengine/DeepSeek-Reasonix"
    },
    {
      "id": "kittors/CliRelay",
      "label": "CliRelay",
      "kind": "project",
      "score": 83,
      "repo": "kittors/CliRelay"
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      "score": 74,
      "repo": "askalf/dario"
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      "id": "Nano-Collective/nanocoder",
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      "repo": "Nano-Collective/nanocoder"
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      "id": "huggingface/transformers",
      "label": "transformers",
      "kind": "project",
      "score": 88,
      "repo": "huggingface/transformers"
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    {
      "id": "category:rag_framework",
      "label": "rag framework",
      "kind": "category"
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      "id": "use_case:build-rag-applications",
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      "id": "use_case:index-documents-for-retrieval",
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      "kind": "use_case"
    },
    {
      "id": "dependency:vector-database",
      "label": "Vector database",
      "kind": "dependency"
    },
    {
      "id": "langchain-ai/langgraph",
      "label": "langgraph",
      "kind": "project",
      "repo": "langchain-ai/langgraph",
      "score": 84
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    {
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      "kind": "project",
      "score": 88,
      "repo": "xorbitsai/inference"
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    {
      "id": "neuml/txtai",
      "label": "txtai",
      "kind": "project",
      "score": 77,
      "repo": "neuml/txtai"
    },
    {
      "id": "gradio-app/gradio",
      "label": "gradio",
      "kind": "project",
      "score": 88,
      "repo": "gradio-app/gradio"
    },
    {
      "id": "bytedance/deer-flow",
      "label": "deer-flow",
      "kind": "project",
      "score": 84,
      "repo": "bytedance/deer-flow"
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    {
      "id": "langflow-ai/langflow",
      "label": "langflow",
      "kind": "project",
      "score": 90,
      "repo": "langflow-ai/langflow"
    },
    {
      "id": "openai/openai-agents-python",
      "label": "openai-agents-python",
      "kind": "project",
      "repo": "openai/openai-agents-python"
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      "id": "microsoft/agent-framework",
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      "kind": "project",
      "repo": "microsoft/agent-framework"
    },
    {
      "id": "algorithmicsuperintelligence/optillm",
      "label": "optillm",
      "kind": "project",
      "repo": "algorithmicsuperintelligence/optillm"
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    {
      "id": "hexabot-ai/Hexabot",
      "label": "Hexabot",
      "kind": "project",
      "score": 64,
      "repo": "hexabot-ai/Hexabot"
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    {
      "id": "test-zeus-ai/testzeus-hercules",
      "label": "testzeus-hercules",
      "kind": "project",
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      "repo": "test-zeus-ai/testzeus-hercules"
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      "label": "skyvern",
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      "score": 88,
      "repo": "Skyvern-AI/skyvern"
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      "id": "open-webui/open-webui",
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      "kind": "project",
      "score": 92,
      "repo": "open-webui/open-webui"
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      "id": "use_case:bootstrap-an-ai-app",
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      "kind": "use_case"
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      "id": "use_case:start-a-production-ready-template",
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      "id": "use_case:learn-app-architecture-patterns",
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      "id": "lobehub/lobehub",
      "label": "lobehub",
      "kind": "project",
      "repo": "lobehub/lobehub"
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      "repo": "CopilotKit/aimock"
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      "id": "vstorm-co/full-stack-ai-agent-template",
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      "repo": "bentoml/OpenLLM"
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    {
      "id": "MervinPraison/PraisonAI",
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      "score": 86,
      "repo": "MervinPraison/PraisonAI"
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      "id": "langchain-ai/langchain",
      "label": "langchain",
      "kind": "project",
      "score": 90,
      "repo": "langchain-ai/langchain"
    },
    {
      "id": "category:agent_framework",
      "label": "agent framework",
      "kind": "category"
    },
    {
      "id": "use_case:build-agents-with-langchain",
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      "kind": "use_case"
    },
    {
      "id": "use_case:orchestrate-llm-tools",
      "label": "orchestrate LLM tools",
      "kind": "use_case"
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    {
      "id": "use_case:prototype-autonomous-workflows",
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    {
      "id": "framerslab/agentos",
      "label": "agentos",
      "kind": "project",
      "repo": "framerslab/agentos"
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    {
      "id": "Protocol-Lattice/go-agent",
      "label": "go-agent",
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      "repo": "Protocol-Lattice/go-agent"
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      "id": "TransformerOptimus/SuperAGI",
      "label": "SuperAGI",
      "kind": "project",
      "repo": "TransformerOptimus/SuperAGI"
    },
    {
      "id": "e2b-dev/E2B",
      "label": "E2B",
      "kind": "project",
      "score": 85,
      "repo": "e2b-dev/E2B"
    },
    {
      "id": "CopilotKit/CopilotKit",
      "label": "CopilotKit",
      "kind": "project",
      "score": 90,
      "repo": "CopilotKit/CopilotKit"
    },
    {
      "id": "github/spec-kit",
      "label": "spec-kit",
      "kind": "project",
      "score": 86,
      "repo": "github/spec-kit"
    },
    {
      "id": "langchain-ai/open-swe",
      "label": "open-swe",
      "kind": "project",
      "score": 85,
      "repo": "langchain-ai/open-swe"
    },
    {
      "id": "agentforce314/clawcodex",
      "label": "clawcodex",
      "kind": "project",
      "repo": "agentforce314/clawcodex",
      "score": 66
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    {
      "source": "earendil-works/pi",
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      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
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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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      "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": "unslothai/unsloth",
      "kind": "related",
      "reason": "Shared local llm runtime category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "vllm-project/vllm",
      "target": "microsoft/aici",
      "kind": "related",
      "reason": "Shared local llm runtime category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "vllm-project/vllm",
      "target": "sgl-project/sglang",
      "kind": "related",
      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "infiniflow/ragflow",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "infiniflow/ragflow",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "infiniflow/ragflow",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "infiniflow/ragflow",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "infiniflow/ragflow",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "infiniflow/ragflow",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "infiniflow/ragflow",
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      "kind": "use_case",
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    },
    {
      "source": "infiniflow/ragflow",
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    {
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    {
      "source": "infiniflow/ragflow",
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      "weight": 100
    },
    {
      "source": "infiniflow/ragflow",
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      "weight": 100
    },
    {
      "source": "infiniflow/ragflow",
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      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "infiniflow/ragflow",
      "target": "neuml/txtai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
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    {
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      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "infiniflow/ragflow",
      "target": "henrydaum/second-brain",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "OpenHands/OpenHands",
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      "weight": 72
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:vercel",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:serverless",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "use_case:build-ai-coding-assistants",
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      "weight": 58
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "use_case:automate-developer-workflows",
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    },
    {
      "source": "OpenHands/OpenHands",
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      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "OpenHands/OpenHands",
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      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "superset-sh/superset",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "generalaction/emdash",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "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": "langchain-ai/open-swe",
      "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
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "Nano-Collective/nanocoder",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "unslothai/unsloth",
      "target": "category:local_llm_runtime",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "unslothai/unsloth",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "unslothai/unsloth",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "unslothai/unsloth",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "unslothai/unsloth",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "unslothai/unsloth",
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    {
      "source": "unslothai/unsloth",
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      "kind": "use_case",
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    {
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    {
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    {
      "source": "unslothai/unsloth",
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      "weight": 100
    },
    {
      "source": "unslothai/unsloth",
      "target": "jaylfc/taOS",
      "kind": "alternative",
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      "weight": 100
    },
    {
      "source": "unslothai/unsloth",
      "target": "toverainc/willow-inference-server",
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      "weight": 100
    },
    {
      "source": "unslothai/unsloth",
      "target": "vllm-project/vllm",
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      "reason": "Shared local llm runtime category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "unslothai/unsloth",
      "target": "AstrBotDevs/AstrBot",
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      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "unslothai/unsloth",
      "target": "bentoml/BentoML",
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      "reason": "Shared local llm runtime category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "headroomlabs-ai/headroom",
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    {
      "source": "headroomlabs-ai/headroom",
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      "kind": "deployment",
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    {
      "source": "headroomlabs-ai/headroom",
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    {
      "source": "headroomlabs-ai/headroom",
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    },
    {
      "source": "headroomlabs-ai/headroom",
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      "kind": "deployment",
      "weight": 64
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    {
      "source": "headroomlabs-ai/headroom",
      "target": "deployment:local",
      "kind": "deployment",
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    },
    {
      "source": "headroomlabs-ai/headroom",
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    {
      "source": "headroomlabs-ai/headroom",
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    {
      "source": "headroomlabs-ai/headroom",
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    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "dependency:mcp",
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      "weight": 54
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "headroomlabs-ai/headroom",
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      "kind": "dependency",
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    {
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      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "can1357/oh-my-pi",
      "kind": "alternative",
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      "weight": 100
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "rocketride-org/rocketride-server",
      "kind": "alternative",
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      "weight": 100
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "yonatangross/orchestkit",
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      "weight": 82
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    {
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      "target": "Deuz-AI/Deuz-SDK",
      "kind": "related",
      "reason": "Shared mcp server category and vercel deployment context.",
      "weight": 82
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "open-multi-agent/open-multi-agent",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "cline/cline",
      "target": "category:coding_agent",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "cline/cline",
      "target": "deployment:vercel",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "cline/cline",
      "target": "deployment:serverless",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "cline/cline",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "cline/cline",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "cline/cline",
      "target": "use_case:build-ai-coding-assistants",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "cline/cline",
      "target": "use_case:automate-developer-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "cline/cline",
      "target": "use_case:integrate-codebase-aware-agents",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "cline/cline",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "cline/cline",
      "target": "earendil-works/pi",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "cline/cline",
      "target": "OpenHands/OpenHands",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "cline/cline",
      "target": "UditAkhourii/adhd",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "cline/cline",
      "target": "vercel/next-evals-oss",
      "kind": "related",
      "reason": "Shared coding agent category and vercel deployment context.",
      "weight": 82
    },
    {
      "source": "cline/cline",
      "target": "superset-sh/superset",
      "kind": "related",
      "reason": "Shared coding agent category and vercel deployment context.",
      "weight": 82
    },
    {
      "source": "cline/cline",
      "target": "numtide/llm-agents.nix",
      "kind": "related",
      "reason": "Shared coding agent category and vercel deployment context.",
      "weight": 82
    },
    {
      "source": "BerriAI/litellm",
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      "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",
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    },
    {
      "source": "BerriAI/litellm",
      "target": "headroomlabs-ai/headroom",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "BerriAI/litellm",
      "target": "shibing624/agentica",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "BerriAI/litellm",
      "target": "coddy-project/coddy-agent",
      "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": "soapbucket/sbproxy",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "BerriAI/litellm",
      "target": "stdapi-ai/stdapi.ai",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "QuantumNous/new-api",
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      "kind": "category",
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    },
    {
      "source": "QuantumNous/new-api",
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      "kind": "deployment",
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    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:local",
      "kind": "deployment",
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    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:cloud",
      "kind": "deployment",
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    },
    {
      "source": "QuantumNous/new-api",
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      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "QuantumNous/new-api",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
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    },
    {
      "source": "QuantumNous/new-api",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
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    },
    {
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      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "QuantumNous/new-api",
      "target": "dependency:llm-provider",
      "kind": "dependency",
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    },
    {
      "source": "QuantumNous/new-api",
      "target": "schmitech/orbit",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "QuantumNous/new-api",
      "target": "lobehub/lobehub-gateway",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, llm_gateway overlap.",
      "weight": 100
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