{
  "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": 161,
    "edge_count": 373,
    "project_count": 113,
    "relationship_counts": {
      "alternative": 72,
      "related": 72,
      "category": 24,
      "deployment": 95,
      "use_case": 72,
      "dependency": 38
    }
  },
  "relationship_groups": {
    "alternatives": [
      {
        "repo": "can1357/oh-my-pi",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "danny-avila/LibreChat",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "koala73/worldmonitor",
        "reason": "Same mcp server intent with mcp overlap."
      }
    ],
    "related": [
      {
        "repo": "containers/kubernetes-mcp-server",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "firecrawl/firecrawl-mcp-server",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "HKUDS/nanobot",
        "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": "risa-labs-inc/BossConsole",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "DAWNCR0W/affine-mcp-server",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "keboola/mcp-server",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "dcostenco/prism-coder",
        "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"
    ]
  },
  "migration_paths": [
    {
      "from": "spences10/mcp-omnisearch",
      "to": "can1357/oh-my-pi",
      "compatibility": "high",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:mcp_server",
        "deployment:docker",
        "deployment:local",
        "deployment:cloud",
        "use_case:connect agents to tools",
        "use_case:expose APIs through MCP",
        "use_case:bootstrap MCP integrations",
        "dependency:MCP"
      ],
      "gaps": [
        "Deployment targets not listed by target: library_only."
      ],
      "validation_steps": [
        "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": "spences10/mcp-omnisearch",
      "to": "danny-avila/LibreChat",
      "compatibility": "high",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:mcp_server",
        "deployment:docker",
        "deployment:local",
        "deployment:cloud",
        "use_case:connect agents to tools",
        "use_case:expose APIs through MCP",
        "use_case:bootstrap MCP integrations",
        "dependency:MCP"
      ],
      "gaps": [
        "Deployment targets not listed by target: library_only."
      ],
      "validation_steps": [
        "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": "spences10/mcp-omnisearch",
      "to": "koala73/worldmonitor",
      "compatibility": "high",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:mcp_server",
        "deployment:docker",
        "deployment:library_only",
        "deployment:local",
        "use_case:connect agents to tools",
        "use_case:expose APIs through MCP",
        "use_case:bootstrap MCP integrations",
        "dependency:MCP"
      ],
      "gaps": [
        "Deployment targets not listed by target: cloud.",
        "License changes from MIT to AGPL-3.0."
      ],
      "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": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "spences10/mcp-omnisearch graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
    "last_verified_at": "2026-09-12T08:01:03.906Z",
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-12T08:01:03.906Z",
      "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_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
          ]
        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "MCP liveness and tool-call probe is not enabled"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 3,
        "unknown": 0
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim.",
        "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
      ]
    }
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "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",
    "verification.signals",
    "graph.nodes",
    "graph.edges",
    "graph.relationship_groups",
    "graph.migration_paths"
  ],
  "last_verified_at": "2026-09-12T08:01:03.906Z",
  "nodes": [
    {
      "id": "spences10/mcp-omnisearch",
      "label": "mcp-omnisearch",
      "kind": "project",
      "score": 62,
      "repo": "spences10/mcp-omnisearch"
    },
    {
      "id": "category:mcp_server",
      "label": "mcp server",
      "kind": "category"
    },
    {
      "id": "deployment:docker",
      "label": "docker",
      "kind": "deployment"
    },
    {
      "id": "deployment:library_only",
      "label": "library_only",
      "kind": "deployment"
    },
    {
      "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"
    },
    {
      "id": "use_case:bootstrap-mcp-integrations",
      "label": "bootstrap MCP integrations",
      "kind": "use_case"
    },
    {
      "id": "dependency:mcp",
      "label": "MCP",
      "kind": "dependency"
    },
    {
      "id": "can1357/oh-my-pi",
      "label": "oh-my-pi",
      "kind": "project",
      "score": 86,
      "repo": "can1357/oh-my-pi"
    },
    {
      "id": "danny-avila/LibreChat",
      "label": "LibreChat",
      "kind": "project",
      "repo": "danny-avila/LibreChat"
    },
    {
      "id": "koala73/worldmonitor",
      "label": "worldmonitor",
      "kind": "project",
      "repo": "koala73/worldmonitor"
    },
    {
      "id": "containers/kubernetes-mcp-server",
      "label": "kubernetes-mcp-server",
      "kind": "project",
      "score": 81,
      "repo": "containers/kubernetes-mcp-server"
    },
    {
      "id": "firecrawl/firecrawl-mcp-server",
      "label": "firecrawl-mcp-server",
      "kind": "project",
      "score": 71,
      "repo": "firecrawl/firecrawl-mcp-server"
    },
    {
      "id": "HKUDS/nanobot",
      "label": "nanobot",
      "kind": "project",
      "score": 88,
      "repo": "HKUDS/nanobot"
    },
    {
      "id": "anomalyco/opencode",
      "label": "opencode",
      "kind": "project",
      "repo": "anomalyco/opencode",
      "score": 88
    },
    {
      "id": "category:coding_agent",
      "label": "coding agent",
      "kind": "category"
    },
    {
      "id": "use_case:build-ai-coding-assistants",
      "label": "build AI coding assistants",
      "kind": "use_case"
    },
    {
      "id": "use_case:automate-developer-workflows",
      "label": "automate developer workflows",
      "kind": "use_case"
    },
    {
      "id": "use_case:integrate-codebase-aware-agents",
      "label": "integrate codebase-aware agents",
      "kind": "use_case"
    },
    {
      "id": "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",
      "label": "sglang",
      "kind": "project",
      "score": 86,
      "repo": "sgl-project/sglang"
    },
    {
      "id": "generalaction/emdash",
      "label": "emdash",
      "kind": "project",
      "repo": "generalaction/emdash",
      "score": 84
    },
    {
      "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"
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    {
      "id": "use_case:automate-repeated-tasks",
      "label": "automate repeated tasks",
      "kind": "use_case"
    },
    {
      "id": "langgenius/dify",
      "label": "dify",
      "kind": "project",
      "score": 88,
      "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"
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    {
      "id": "Rheosoph/flow-like",
      "label": "flow-like",
      "kind": "project",
      "score": 71,
      "repo": "Rheosoph/flow-like"
    },
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      "id": "bytechefhq/bytechef",
      "label": "bytechef",
      "kind": "project",
      "score": 78,
      "repo": "bytechefhq/bytechef"
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      "id": "bytedance/flowgram.ai",
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      "kind": "project",
      "score": 69,
      "repo": "bytedance/flowgram.ai"
    },
    {
      "id": "deployment:kubernetes",
      "label": "kubernetes",
      "kind": "deployment"
    },
    {
      "id": "esengine/DeepSeek-Reasonix",
      "label": "DeepSeek-Reasonix",
      "kind": "project",
      "repo": "esengine/DeepSeek-Reasonix"
    },
    {
      "id": "kittors/CliRelay",
      "label": "CliRelay",
      "kind": "project",
      "score": 83,
      "repo": "kittors/CliRelay"
    },
    {
      "id": "askalf/dario",
      "label": "dario",
      "kind": "project",
      "score": 73,
      "repo": "askalf/dario"
    },
    {
      "id": "Nano-Collective/nanocoder",
      "label": "nanocoder",
      "kind": "project",
      "score": 84,
      "repo": "Nano-Collective/nanocoder"
    },
    {
      "id": "dependency:vector-database",
      "label": "Vector database",
      "kind": "dependency"
    },
    {
      "id": "deepfounder-ai/castor",
      "label": "castor",
      "kind": "project",
      "repo": "deepfounder-ai/castor"
    },
    {
      "id": "hexabot-ai/Hexabot",
      "label": "Hexabot",
      "kind": "project",
      "score": 64,
      "repo": "hexabot-ai/Hexabot"
    },
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      "id": "algorithmicsuperintelligence/optillm",
      "label": "optillm",
      "kind": "project",
      "repo": "algorithmicsuperintelligence/optillm",
      "score": 69
    },
    {
      "id": "Skyvern-AI/skyvern",
      "label": "skyvern",
      "kind": "project",
      "score": 88,
      "repo": "Skyvern-AI/skyvern"
    },
    {
      "id": "langflow-ai/langflow",
      "label": "langflow",
      "kind": "project",
      "score": 90,
      "repo": "langflow-ai/langflow"
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    {
      "id": "microsoft/agent-framework",
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      "kind": "project",
      "repo": "microsoft/agent-framework"
    },
    {
      "id": "openai/openai-agents-python",
      "label": "openai-agents-python",
      "kind": "project",
      "repo": "openai/openai-agents-python"
    },
    {
      "id": "test-zeus-ai/testzeus-hercules",
      "label": "testzeus-hercules",
      "kind": "project",
      "score": 64,
      "repo": "test-zeus-ai/testzeus-hercules"
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      "id": "open-webui/open-webui",
      "label": "open-webui",
      "kind": "project",
      "score": 92,
      "repo": "open-webui/open-webui"
    },
    {
      "id": "category:ai_app_template",
      "label": "ai app template",
      "kind": "category"
    },
    {
      "id": "use_case:bootstrap-an-ai-app",
      "label": "bootstrap an AI app",
      "kind": "use_case"
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    {
      "id": "use_case:start-a-production-ready-template",
      "label": "start a production-ready template",
      "kind": "use_case"
    },
    {
      "id": "use_case:learn-app-architecture-patterns",
      "label": "learn app architecture patterns",
      "kind": "use_case"
    },
    {
      "id": "lobehub/lobehub",
      "label": "lobehub",
      "kind": "project",
      "repo": "lobehub/lobehub"
    },
    {
      "id": "CopilotKit/aimock",
      "label": "aimock",
      "kind": "project",
      "score": 77,
      "repo": "CopilotKit/aimock"
    },
    {
      "id": "vstorm-co/full-stack-ai-agent-template",
      "label": "full-stack-ai-agent-template",
      "kind": "project",
      "repo": "vstorm-co/full-stack-ai-agent-template"
    },
    {
      "id": "bentoml/OpenLLM",
      "label": "OpenLLM",
      "kind": "project",
      "score": 72,
      "repo": "bentoml/OpenLLM"
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    {
      "id": "MervinPraison/PraisonAI",
      "label": "PraisonAI",
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      "score": 86,
      "repo": "MervinPraison/PraisonAI"
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      "id": "langchain-ai/langchain",
      "label": "langchain",
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      "score": 90,
      "repo": "langchain-ai/langchain"
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      "id": "category:agent_framework",
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      "id": "use_case:build-agents-with-langchain",
      "label": "build agents with langchain",
      "kind": "use_case"
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      "id": "use_case:orchestrate-llm-tools",
      "label": "orchestrate LLM tools",
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      "id": "use_case:prototype-autonomous-workflows",
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    {
      "id": "Protocol-Lattice/go-agent",
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      "kind": "project",
      "repo": "Protocol-Lattice/go-agent"
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      "id": "framerslab/agentos",
      "label": "agentos",
      "kind": "project",
      "repo": "framerslab/agentos"
    },
    {
      "id": "TransformerOptimus/SuperAGI",
      "label": "SuperAGI",
      "kind": "project",
      "repo": "TransformerOptimus/SuperAGI"
    },
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      "id": "langchain-ai/langgraph",
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      "score": 84,
      "repo": "langchain-ai/langgraph"
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      "id": "e2b-dev/E2B",
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      "kind": "project",
      "score": 86,
      "repo": "e2b-dev/E2B"
    },
    {
      "id": "CopilotKit/CopilotKit",
      "label": "CopilotKit",
      "kind": "project",
      "score": 88,
      "repo": "CopilotKit/CopilotKit"
    },
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      "id": "github/spec-kit",
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      "kind": "project",
      "score": 88,
      "repo": "github/spec-kit"
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      "id": "langchain-ai/open-swe",
      "label": "open-swe",
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      "score": 84,
      "repo": "langchain-ai/open-swe"
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    {
      "id": "agentforce314/clawcodex",
      "label": "clawcodex",
      "kind": "project",
      "repo": "agentforce314/clawcodex",
      "score": 66
    },
    {
      "id": "narumiruna/pi-extensions",
      "label": "pi-extensions",
      "kind": "project",
      "score": 74,
      "repo": "narumiruna/pi-extensions"
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    {
      "id": "ggml-org/llama.cpp",
      "label": "llama.cpp",
      "kind": "project",
      "score": 90,
      "repo": "ggml-org/llama.cpp"
    },
    {
      "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"
    },
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    {
      "source": "langgenius/dify",
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    {
      "source": "langgenius/dify",
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    {
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    {
      "source": "langgenius/dify",
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    {
      "source": "langgenius/dify",
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    {
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    {
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    {
      "source": "langflow-ai/langflow",
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    {
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    {
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      "weight": 100
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    {
      "source": "langflow-ai/langflow",
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      "weight": 100
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    {
      "source": "langflow-ai/langflow",
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      "weight": 100
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    {
      "source": "langflow-ai/langflow",
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    {
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      "kind": "related",
      "reason": "Shared workflow automation category and docker deployment context.",
      "weight": 82
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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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      "kind": "deployment",
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    {
      "source": "open-webui/open-webui",
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    {
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    {
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    {
      "source": "open-webui/open-webui",
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    {
      "source": "open-webui/open-webui",
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      "weight": 100
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    {
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      "target": "CopilotKit/aimock",
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    {
      "source": "open-webui/open-webui",
      "target": "bentoml/OpenLLM",
      "kind": "related",
      "reason": "Shared ai app template category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "open-webui/open-webui",
      "target": "MervinPraison/PraisonAI",
      "kind": "related",
      "reason": "Shared ai app template category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "langchain-ai/langchain",
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      "kind": "category",
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    {
      "source": "langchain-ai/langchain",
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    {
      "source": "langchain-ai/langchain",
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    {
      "source": "langchain-ai/langchain",
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      "kind": "deployment",
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    {
      "source": "langchain-ai/langchain",
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      "kind": "deployment",
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    {
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    {
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    {
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    {
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      "weight": 100
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    {
      "source": "langchain-ai/langchain",
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      "weight": 100
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    {
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      "weight": 100
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    {
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    {
      "source": "langchain-ai/langchain",
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      "weight": 82
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    {
      "source": "langchain-ai/langchain",
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      "weight": 82
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    {
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    {
      "source": "github/spec-kit",
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      "kind": "deployment",
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    {
      "source": "github/spec-kit",
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    {
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    {
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    {
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    {
      "source": "github/spec-kit",
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      "weight": 100
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    {
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    {
      "source": "github/spec-kit",
      "target": "Nano-Collective/nanocoder",
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    {
      "source": "github/spec-kit",
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    {
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    {
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      "weight": 100
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    {
      "source": "ggml-org/llama.cpp",
      "target": "facebookresearch/faiss",
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      "weight": 100
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    {
      "source": "ggml-org/llama.cpp",
      "target": "infiniflow/ragflow",
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    {
      "source": "ggml-org/llama.cpp",
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      "weight": 82
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    {
      "source": "ggml-org/llama.cpp",
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      "weight": 82
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    {
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    {
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    {
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    {
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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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    {
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    {
      "source": "browser-use/browser-use",
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      "weight": 100
    },
    {
      "source": "browser-use/browser-use",
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      "kind": "alternative",
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      "weight": 100
    },
    {
      "source": "browser-use/browser-use",
      "target": "apify/crawlee-python",
      "kind": "alternative",
      "reason": "Same browser agent intent with browser_automation, workflow overlap.",
      "weight": 100
    },
    {
      "source": "browser-use/browser-use",
      "target": "nanobrowser/nanobrowser",
      "kind": "related",
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    {
      "source": "browser-use/browser-use",
      "target": "jo-inc/camofox-browser",
      "kind": "related",
      "reason": "Shared browser agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "browser-use/browser-use",
      "target": "tiliondev/fortress",
      "kind": "related",
      "reason": "Shared browser agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "earendil-works/pi",
      "target": "category:coding_agent",
      "kind": "category",
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    },
    {
      "source": "earendil-works/pi",
      "target": "deployment:docker",
      "kind": "deployment",
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    {
      "source": "earendil-works/pi",
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    {
      "source": "earendil-works/pi",
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      "kind": "deployment",
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    {
      "source": "earendil-works/pi",
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      "kind": "deployment",
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    {
      "source": "earendil-works/pi",
      "target": "use_case:build-ai-coding-assistants",
      "kind": "use_case",
      "weight": 58
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    {
      "source": "earendil-works/pi",
      "target": "use_case:automate-developer-workflows",
      "kind": "use_case",
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    {
      "source": "earendil-works/pi",
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    {
      "source": "earendil-works/pi",
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    {
      "source": "earendil-works/pi",
      "target": "anomalyco/opencode",
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    {
      "source": "earendil-works/pi",
      "target": "cline/cline",
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    {
      "source": "earendil-works/pi",
      "target": "continuedev/continue",
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    {
      "source": "earendil-works/pi",
      "target": "ollama/ollama",
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    {
      "source": "earendil-works/pi",
      "target": "kittors/CliRelay",
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      "weight": 82
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    {
      "source": "earendil-works/pi",
      "target": "Nano-Collective/nanocoder",
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      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "vllm-project/vllm",
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    {
      "source": "cline/cline",
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    {
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      "source": "cline/cline",
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    {
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      "source": "cline/cline",
      "target": "earendil-works/pi",
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      "source": "cline/cline",
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    {
      "source": "cline/cline",
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      "weight": 82
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    {
      "source": "cline/cline",
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    {
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    {
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    },
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      "source": "QuantumNous/new-api",
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      "source": "QuantumNous/new-api",
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    {
      "source": "sgl-project/sglang",
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    {
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    {
      "source": "sgl-project/sglang",
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