{
  "focus": "spences10/mcp-omnisearch",
  "project": {
    "repo": "spences10/mcp-omnisearch",
    "name": "mcp-omnisearch",
    "description": "🔍 A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi, Exa), AI tools (Kagi FastGPT, Exa, Linkup), and content extraction services (Firecrawl, Tavily, Kagi). Includes GitHub search. All through a single interface.",
    "maintainer": "spences10",
    "license": "MIT",
    "language": "TypeScript",
    "recent_activity": "active_last_week"
  },
  "summary": "spences10/mcp-omnisearch graph connects 3 alternatives, 8 related projects, 1 inferred dependencies, 4 deployment targets, and 3 use cases.",
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/spences10/mcp-omnisearch",
      "kind": "project"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/spences10/mcp-omnisearch",
      "kind": "alternatives"
    },
    {
      "label": "Explore related projects",
      "href": "/api/related/spences10/mcp-omnisearch",
      "kind": "related"
    },
    {
      "label": "Explain score",
      "href": "/score/spences10/mcp-omnisearch",
      "kind": "score"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=spences10/mcp-omnisearch",
      "kind": "compare"
    }
  ],
  "graph_stats": {
    "node_count": 163,
    "edge_count": 378,
    "project_count": 119,
    "relationship_counts": {
      "alternative": 74,
      "related": 72,
      "category": 24,
      "deployment": 96,
      "use_case": 72,
      "dependency": 40
    }
  },
  "relationship_groups": {
    "alternatives": [
      {
        "repo": "danny-avila/LibreChat",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "can1357/oh-my-pi",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "mcp-use/mcp-use",
        "reason": "Same mcp server intent with mcp overlap."
      }
    ],
    "related": [
      {
        "repo": "containers/kubernetes-mcp-server",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "HKUDS/nanobot",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "firecrawl/firecrawl-mcp-server",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "pinkpixel-dev/deep-research-mcp",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "DAWNCR0W/affine-mcp-server",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "dcostenco/prism-coder",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "keboola/mcp-server",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "bgauryy/octocode",
        "reason": "Shared mcp server category and docker deployment context."
      }
    ],
    "dependencies": [
      "MCP"
    ],
    "deployment_targets": [
      "docker",
      "library_only",
      "local",
      "cloud"
    ],
    "use_cases": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations"
    ]
  },
  "evidence": {
    "source_fields": [
      "project.description",
      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics",
      "graph.nodes",
      "graph.edges",
      "graph.relationship_groups"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: stars30dDelta."
    ],
    "confidence_reason": "spences10/mcp-omnisearch graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
    "last_verified_at": "2026-07-31T01:00:27.061Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "confidence_reason": "spences10/mcp-omnisearch 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": "2026-07-31T01:00:27.061Z",
  "nodes": [
    {
      "id": "spences10/mcp-omnisearch",
      "label": "mcp-omnisearch",
      "kind": "project",
      "score": 60,
      "repo": "spences10/mcp-omnisearch"
    },
    {
      "id": "category:mcp_server",
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      "kind": "category"
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      "kind": "deployment"
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    {
      "id": "deployment:local",
      "label": "local",
      "kind": "deployment"
    },
    {
      "id": "deployment:cloud",
      "label": "cloud",
      "kind": "deployment"
    },
    {
      "id": "use_case:connect-agents-to-tools",
      "label": "connect agents to tools",
      "kind": "use_case"
    },
    {
      "id": "use_case:expose-apis-through-mcp",
      "label": "expose APIs through MCP",
      "kind": "use_case"
    },
    {
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    },
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      "id": "dependency:mcp",
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      "label": "LibreChat",
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      "repo": "HKUDS/nanobot"
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      "repo": "firecrawl/firecrawl-mcp-server"
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      "repo": "trpc-group/trpc-agent-go"
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      "id": "markus-global/markus",
      "label": "markus",
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      "repo": "markus-global/markus"
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      "repo": "automagik-dev/genie"
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      "label": "bagidea-office",
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      "repo": "bagidea/bagidea-office"
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      "id": "intellegix/intellegix-code-agent-toolkit",
      "label": "intellegix-code-agent-toolkit",
      "kind": "project",
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      "repo": "intellegix/intellegix-code-agent-toolkit"
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      "id": "n8n-io/n8n",
      "label": "n8n",
      "kind": "project",
      "repo": "n8n-io/n8n",
      "score": 88
    },
    {
      "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"
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    {
      "id": "langgenius/dify",
      "label": "dify",
      "kind": "project",
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      "repo": "langgenius/dify"
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      "id": "triggerdotdev/trigger.dev",
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      "id": "coleam00/Archon",
      "label": "Archon",
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      "id": "bytechefhq/bytechef",
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      "id": "category:coding_agent",
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      "id": "use_case:build-ai-coding-assistants",
      "label": "build AI coding assistants",
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      "id": "use_case:automate-developer-workflows",
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      "id": "use_case:integrate-codebase-aware-agents",
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      "kind": "use_case"
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      "repo": "generalaction/emdash"
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      "repo": "langflow-ai/langflow"
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      "source": "langgenius/dify",
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    {
      "source": "langgenius/dify",
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    {
      "source": "open-webui/open-webui",
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      "source": "open-webui/open-webui",
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    {
      "source": "open-webui/open-webui",
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    {
      "source": "open-webui/open-webui",
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      "source": "open-webui/open-webui",
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      "source": "open-webui/open-webui",
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    {
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    {
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    {
      "source": "langchain-ai/langchain",
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    {
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    {
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    {
      "source": "github/spec-kit",
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    {
      "source": "github/spec-kit",
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    {
      "source": "github/spec-kit",
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    {
      "source": "github/spec-kit",
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    {
      "source": "github/spec-kit",
      "target": "use_case:automate-developer-workflows",
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    {
      "source": "github/spec-kit",
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    {
      "source": "github/spec-kit",
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    {
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    {
      "source": "github/spec-kit",
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      "weight": 100
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    {
      "source": "github/spec-kit",
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    {
      "source": "github/spec-kit",
      "target": "Nano-Collective/nanocoder",
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    {
      "source": "github/spec-kit",
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      "weight": 82
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    {
      "source": "github/spec-kit",
      "target": "earendil-works/pi",
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      "source": "ggml-org/llama.cpp",
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      "weight": 100
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    {
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      "weight": 82
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    {
      "source": "ggml-org/llama.cpp",
      "target": "pipeshub-ai/pipeshub-ai",
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      "weight": 82
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    {
      "source": "browser-use/browser-use",
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      "source": "browser-use/browser-use",
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      "source": "browser-use/browser-use",
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      "source": "browser-use/browser-use",
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      "target": "microsoft/aici",
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    {
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      "source": "infiniflow/ragflow",
      "target": "mem0ai/mem0",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "infiniflow/ragflow",
      "target": "langchain-ai/langgraph",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "infiniflow/ragflow",
      "target": "intelligencedev/manifold",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "infiniflow/ragflow",
      "target": "neuml/txtai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "infiniflow/ragflow",
      "target": "deepset-ai/haystack",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "infiniflow/ragflow",
      "target": "bytedance/deer-flow",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "category:coding_agent",
      "kind": "category",
      "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",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "use_case:automate-developer-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "use_case:integrate-codebase-aware-agents",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "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": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "kstevica/captain-claw",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "askalf/dario",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "TaewoooPark/Agent-Blackbox",
      "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": "lobehub/lobehub",
      "target": "category:ai_app_template",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "lobehub/lobehub",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "lobehub/lobehub",
      "target": "deployment:vercel",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "lobehub/lobehub",
      "target": "deployment:serverless",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "lobehub/lobehub",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "lobehub/lobehub",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "lobehub/lobehub",
      "target": "use_case:bootstrap-an-ai-app",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "lobehub/lobehub",
      "target": "use_case:start-a-production-ready-template",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "lobehub/lobehub",
      "target": "use_case:learn-app-architecture-patterns",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "lobehub/lobehub",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "lobehub/lobehub",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "lobehub/lobehub",
      "target": "open-webui/open-webui",
      "kind": "alternative",
      "reason": "Same ai app template intent with mcp overlap.",
      "weight": 100
    },
    {
      "source": "lobehub/lobehub",
      "target": "CopilotKit/aimock",
      "kind": "alternative",
      "reason": "Same ai app template intent with mcp overlap.",
      "weight": 100
    },
    {
      "source": "lobehub/lobehub",
      "target": "songquanpeng/one-api",
      "kind": "alternative",
      "reason": "Similar ai app template with docker/serverless deployment overlap.",
      "weight": 100
    },
    {
      "source": "lobehub/lobehub",
      "target": "songquanpeng/one-api",
      "kind": "related",
      "reason": "Shared ai app template category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "lobehub/lobehub",
      "target": "open-multi-agent/open-multi-agent",
      "kind": "related",
      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "lobehub/lobehub",
      "target": "vstorm-co/full-stack-ai-agent-template",
      "kind": "related",
      "reason": "Shared ai app template category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "earendil-works/pi",
      "target": "category:coding_agent",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "earendil-works/pi",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "earendil-works/pi",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "earendil-works/pi",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "earendil-works/pi",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "earendil-works/pi",
      "target": "use_case:build-ai-coding-assistants",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "earendil-works/pi",
      "target": "use_case:automate-developer-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "earendil-works/pi",
      "target": "use_case:integrate-codebase-aware-agents",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "earendil-works/pi",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "earendil-works/pi",
      "target": "anomalyco/opencode",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "earendil-works/pi",
      "target": "cline/cline",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "earendil-works/pi",
      "target": "continuedev/continue",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "earendil-works/pi",
      "target": "ollama/ollama",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "earendil-works/pi",
      "target": "QwenLM/qwen-code",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "earendil-works/pi",
      "target": "Nano-Collective/nanocoder",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "unslothai/unsloth",
      "target": "category:agent_framework",
      "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",
      "target": "use_case:build-agents-with-unsloth",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "unslothai/unsloth",
      "target": "use_case:orchestrate-llm-tools",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "unslothai/unsloth",
      "target": "use_case:prototype-autonomous-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "unslothai/unsloth",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "unslothai/unsloth",
      "target": "google/adk-python",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "unslothai/unsloth",
      "target": "e2b-dev/E2B",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "unslothai/unsloth",
      "target": "alez007/modelship",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "unslothai/unsloth",
      "target": "ollama/ollama",
      "kind": "related",
      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "unslothai/unsloth",
      "target": "CopilotKit/CopilotKit",
      "kind": "related",
      "reason": "Shared agent framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "unslothai/unsloth",
      "target": "Significant-Gravitas/AutoGPT",
      "kind": "related",
      "reason": "Shared agent framework 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": "QwenLM/qwen-code",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "cline/cline",
      "target": "CodebuffAI/codebuff",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "cline/cline",
      "target": "OpenHands/OpenHands",
      "kind": "related",
      "reason": "Shared coding agent category and vercel deployment context.",
      "weight": 82
    },
    {
      "source": "cline/cline",
      "target": "askalf/dario",
      "kind": "related",
      "reason": "Shared coding agent category and vercel deployment context.",
      "weight": 82
    },
    {
      "source": "cline/cline",
      "target": "github/spec-kit",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "category:mcp_server",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "deployment:vercel",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "deployment:serverless",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "use_case:connect-agents-to-tools",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "use_case:expose-apis-through-mcp",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "use_case:bootstrap-mcp-integrations",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "BerriAI/litellm",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "AstrBotDevs/AstrBot",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp overlap.",
      "weight": 100
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "can1357/oh-my-pi",
      "kind": "alternative",
      "reason": "Same mcp server intent with coding_agent, mcp overlap.",
      "weight": 100
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "1jehuang/jcode",
      "kind": "alternative",
      "reason": "Same mcp server intent with coding_agent, mcp overlap.",
      "weight": 100
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "yonatangross/orchestkit",
      "kind": "related",
      "reason": "Shared mcp server category and docker 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": "headroomlabs-ai/headroom",
      "target": "ohad6k/emulo",
      "kind": "related",
      "reason": "Shared mcp server 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": "FlowiseAI/Flowise",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "mem0ai/mem0",
      "target": "deepset-ai/haystack",
      "kind": "alternative",
      "reason": "Same rag framework intent with agent_memory, rag overlap.",
      "weight": 100
    },
    {
      "source": "mem0ai/mem0",
      "target": "humanlayer/12-factor-agents",
      "kind": "alternative",
      "reason": "Same rag framework intent with agent_memory, rag 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": "langchain-ai/langgraph",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "mem0ai/mem0",
      "target": "neuml/txtai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "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": "soapbucket/sbproxy",
      "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",
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