{
  "focus": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
  "project": {
    "repo": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
    "name": "AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
    "description": "AutoApply AI is an intelligent system designed to streamline your job search. It automates finding relevant job postings, crafting personalized resumes and cover letters using AI, and assists with application submissions, helping you land your dream job faster.",
    "maintainer": "Rayyan9477",
    "license": null,
    "language": "Python",
    "recent_activity": "active_last_week"
  },
  "summary": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search graph connects 3 alternatives, 8 related projects, 2 inferred dependencies, 4 deployment targets, and 3 use cases.",
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "kind": "project"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "kind": "alternatives"
    },
    {
      "label": "Explore related projects",
      "href": "/api/related/Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "kind": "related"
    },
    {
      "label": "Explain score",
      "href": "/score/Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "kind": "score"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "kind": "compare"
    }
  ],
  "graph_stats": {
    "node_count": 170,
    "edge_count": 374,
    "project_count": 122,
    "relationship_counts": {
      "alternative": 72,
      "related": 72,
      "category": 24,
      "deployment": 94,
      "use_case": 72,
      "dependency": 40
    }
  },
  "relationship_groups": {
    "alternatives": [
      {
        "repo": "Skyvern-AI/skyvern",
        "reason": "Same workflow automation intent with browser_automation, workflow overlap."
      },
      {
        "repo": "jupyter-naas/abi",
        "reason": "Same workflow automation intent with workflow overlap."
      },
      {
        "repo": "nottelabs/notte",
        "reason": "Same workflow automation intent with browser_automation, workflow overlap."
      }
    ],
    "related": [
      {
        "repo": "test-zeus-ai/testzeus-hercules",
        "reason": "Shared workflow automation category and docker deployment context."
      },
      {
        "repo": "hexabot-ai/Hexabot",
        "reason": "Shared workflow automation category and docker deployment context."
      },
      {
        "repo": "vmDeshpande/ai-agent-automation",
        "reason": "Shared workflow automation category and docker deployment context."
      },
      {
        "repo": "Dong90/oh-my-taiyiforge",
        "reason": "Shared workflow automation category and docker deployment context."
      },
      {
        "repo": "ohdearquant/lionagi",
        "reason": "Shared workflow automation category and docker deployment context."
      },
      {
        "repo": "openakita/openakita",
        "reason": "Shared workflow automation category and docker deployment context."
      },
      {
        "repo": "steel-dev/steel-browser",
        "reason": "Shared workflow automation category and docker deployment context."
      },
      {
        "repo": "GautamVhavle/CatGPT-Gateway",
        "reason": "Shared workflow automation category and docker deployment context."
      }
    ],
    "dependencies": [
      "Browser automation",
      "LLM provider"
    ],
    "deployment_targets": [
      "docker",
      "library_only",
      "local",
      "cloud"
    ],
    "use_cases": [
      "orchestrate AI workflows",
      "connect tools and services",
      "automate repeated tasks"
    ]
  },
  "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": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
    "last_verified_at": "2026-07-14T23:00:16.397Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "confidence_reason": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search 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": "2026-07-14T23:00:16.397Z",
  "nodes": [
    {
      "id": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "label": "AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "kind": "project",
      "score": 56,
      "repo": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search"
    },
    {
      "id": "category:workflow_automation",
      "label": "workflow automation",
      "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:orchestrate-ai-workflows",
      "label": "orchestrate AI workflows",
      "kind": "use_case"
    },
    {
      "id": "use_case:connect-tools-and-services",
      "label": "connect tools and services",
      "kind": "use_case"
    },
    {
      "id": "use_case:automate-repeated-tasks",
      "label": "automate repeated tasks",
      "kind": "use_case"
    },
    {
      "id": "dependency:browser-automation",
      "label": "Browser automation",
      "kind": "dependency"
    },
    {
      "id": "dependency:llm-provider",
      "label": "LLM provider",
      "kind": "dependency"
    },
    {
      "id": "Skyvern-AI/skyvern",
      "label": "skyvern",
      "kind": "project",
      "score": 88,
      "repo": "Skyvern-AI/skyvern"
    },
    {
      "id": "jupyter-naas/abi",
      "label": "abi",
      "kind": "project",
      "repo": "jupyter-naas/abi"
    },
    {
      "id": "nottelabs/notte",
      "label": "notte",
      "kind": "project",
      "repo": "nottelabs/notte"
    },
    {
      "id": "test-zeus-ai/testzeus-hercules",
      "label": "testzeus-hercules",
      "kind": "project",
      "score": 64,
      "repo": "test-zeus-ai/testzeus-hercules"
    },
    {
      "id": "hexabot-ai/Hexabot",
      "label": "Hexabot",
      "kind": "project",
      "score": 69,
      "repo": "hexabot-ai/Hexabot"
    },
    {
      "id": "vmDeshpande/ai-agent-automation",
      "label": "ai-agent-automation",
      "kind": "project",
      "score": 74,
      "repo": "vmDeshpande/ai-agent-automation"
    },
    {
      "id": "affaan-m/ECC",
      "label": "ECC",
      "kind": "project",
      "score": 86,
      "repo": "affaan-m/ECC"
    },
    {
      "id": "category:mcp_server",
      "label": "mcp server",
      "kind": "category"
    },
    {
      "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": "cobusgreyling/loop-engineering",
      "label": "loop-engineering",
      "kind": "project",
      "repo": "cobusgreyling/loop-engineering"
    },
    {
      "id": "trpc-group/trpc-agent-go",
      "label": "trpc-agent-go",
      "kind": "project",
      "repo": "trpc-group/trpc-agent-go"
    },
    {
      "id": "markus-global/markus",
      "label": "markus",
      "kind": "project",
      "repo": "markus-global/markus"
    },
    {
      "id": "automagik-dev/genie",
      "label": "genie",
      "kind": "project",
      "score": 69,
      "repo": "automagik-dev/genie"
    },
    {
      "id": "kahliburke/Kaimon.jl",
      "label": "Kaimon.jl",
      "kind": "project",
      "score": 63,
      "repo": "kahliburke/Kaimon.jl"
    },
    {
      "id": "bagidea/bagidea-office",
      "label": "bagidea-office",
      "kind": "project",
      "score": 63,
      "repo": "bagidea/bagidea-office"
    },
    {
      "id": "n8n-io/n8n",
      "label": "n8n",
      "kind": "project",
      "repo": "n8n-io/n8n",
      "score": 88
    },
    {
      "id": "langgenius/dify",
      "label": "dify",
      "kind": "project",
      "score": 90,
      "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": "bytechefhq/bytechef",
      "label": "bytechef",
      "kind": "project",
      "score": 76,
      "repo": "bytechefhq/bytechef"
    },
    {
      "id": "Rheosoph/flow-like",
      "label": "flow-like",
      "kind": "project",
      "score": 68,
      "repo": "Rheosoph/flow-like"
    },
    {
      "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": "earendil-works/pi",
      "label": "pi",
      "kind": "project",
      "score": 90,
      "repo": "earendil-works/pi"
    },
    {
      "id": "continuedev/continue",
      "label": "continue",
      "kind": "project",
      "repo": "continuedev/continue"
    },
    {
      "id": "QwenLM/qwen-code",
      "label": "qwen-code",
      "kind": "project",
      "score": 88,
      "repo": "QwenLM/qwen-code"
    },
    {
      "id": "OpenHands/OpenHands",
      "label": "OpenHands",
      "kind": "project",
      "score": 90,
      "repo": "OpenHands/OpenHands"
    },
    {
      "id": "ollama/ollama",
      "label": "ollama",
      "kind": "project",
      "score": 91,
      "repo": "ollama/ollama"
    },
    {
      "id": "sgl-project/sglang",
      "label": "sglang",
      "kind": "project",
      "score": 86,
      "repo": "sgl-project/sglang"
    },
    {
      "id": "deployment:kubernetes",
      "label": "kubernetes",
      "kind": "deployment"
    },
    {
      "id": "dependency:vector-database",
      "label": "Vector database",
      "kind": "dependency"
    },
    {
      "id": "deepfounder-ai/castor",
      "label": "castor",
      "kind": "project",
      "repo": "deepfounder-ai/castor"
    },
    {
      "id": "algorithmicsuperintelligence/optillm",
      "label": "optillm",
      "kind": "project",
      "repo": "algorithmicsuperintelligence/optillm",
      "score": 71
    },
    {
      "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"
    },
    {
      "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": 74,
      "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": "mozilla-ai/otari",
      "label": "otari",
      "kind": "project",
      "score": 64,
      "repo": "mozilla-ai/otari"
    },
    {
      "id": "bentoml/OpenLLM",
      "label": "OpenLLM",
      "kind": "project",
      "score": 72,
      "repo": "bentoml/OpenLLM"
    },
    {
      "id": "langchain-ai/langchain",
      "label": "langchain",
      "kind": "project",
      "repo": "langchain-ai/langchain",
      "score": 90
    },
    {
      "id": "category:agent_framework",
      "label": "agent framework",
      "kind": "category"
    },
    {
      "id": "use_case:build-agents-with-langchain",
      "label": "build agents with langchain",
      "kind": "use_case"
    },
    {
      "id": "use_case:orchestrate-llm-tools",
      "label": "orchestrate LLM tools",
      "kind": "use_case"
    },
    {
      "id": "use_case:prototype-autonomous-workflows",
      "label": "prototype autonomous workflows",
      "kind": "use_case"
    },
    {
      "id": "framerslab/agentos",
      "label": "agentos",
      "kind": "project",
      "repo": "framerslab/agentos"
    },
    {
      "id": "Protocol-Lattice/go-agent",
      "label": "go-agent",
      "kind": "project",
      "repo": "Protocol-Lattice/go-agent"
    },
    {
      "id": "TransformerOptimus/SuperAGI",
      "label": "SuperAGI",
      "kind": "project",
      "repo": "TransformerOptimus/SuperAGI"
    },
    {
      "id": "langchain-ai/langgraph",
      "label": "langgraph",
      "kind": "project",
      "score": 85,
      "repo": "langchain-ai/langgraph"
    },
    {
      "id": "e2b-dev/E2B",
      "label": "E2B",
      "kind": "project",
      "score": 85,
      "repo": "e2b-dev/E2B"
    },
    {
      "id": "CopilotKit/CopilotKit",
      "label": "CopilotKit",
      "kind": "project",
      "score": 88,
      "repo": "CopilotKit/CopilotKit"
    },
    {
      "id": "github/spec-kit",
      "label": "spec-kit",
      "kind": "project",
      "score": 88,
      "repo": "github/spec-kit"
    },
    {
      "id": "langchain-ai/open-swe",
      "label": "open-swe",
      "kind": "project",
      "repo": "langchain-ai/open-swe"
    },
    {
      "id": "agentforce314/clawcodex",
      "label": "clawcodex",
      "kind": "project",
      "score": 63,
      "repo": "agentforce314/clawcodex"
    },
    {
      "id": "Nano-Collective/nanocoder",
      "label": "nanocoder",
      "kind": "project",
      "score": 83,
      "repo": "Nano-Collective/nanocoder"
    },
    {
      "id": "narumiruna/pi-extensions",
      "label": "pi-extensions",
      "kind": "project",
      "score": 67,
      "repo": "narumiruna/pi-extensions"
    },
    {
      "id": "ggml-org/llama.cpp",
      "label": "llama.cpp",
      "kind": "project",
      "score": 92,
      "repo": "ggml-org/llama.cpp"
    },
    {
      "id": "category:rag_framework",
      "label": "rag framework",
      "kind": "category"
    },
    {
      "id": "use_case:build-rag-applications",
      "label": "build RAG applications",
      "kind": "use_case"
    },
    {
      "id": "use_case:connect-private-data-to-llms",
      "label": "connect private data to LLMs",
      "kind": "use_case"
    },
    {
      "id": "use_case:index-documents-for-retrieval",
      "label": "index documents for retrieval",
      "kind": "use_case"
    },
    {
      "id": "ggml-org/whisper.cpp",
      "label": "whisper.cpp",
      "kind": "project",
      "repo": "ggml-org/whisper.cpp"
    },
    {
      "id": "facebookresearch/faiss",
      "label": "faiss",
      "kind": "project",
      "repo": "facebookresearch/faiss"
    },
    {
      "id": "cactus-compute/cactus",
      "label": "cactus",
      "kind": "project",
      "repo": "cactus-compute/cactus"
    },
    {
      "id": "xorbitsai/inference",
      "label": "inference",
      "kind": "project",
      "score": 88,
      "repo": "xorbitsai/inference"
    },
    {
      "id": "NVIDIA/TensorRT-LLM",
      "label": "TensorRT-LLM",
      "kind": "project",
      "score": 89,
      "repo": "NVIDIA/TensorRT-LLM"
    },
    {
      "id": "pipeshub-ai/pipeshub-ai",
      "label": "pipeshub-ai",
      "kind": "project",
      "score": 81,
      "repo": "pipeshub-ai/pipeshub-ai"
    },
    {
      "id": "browser-use/browser-use",
      "label": "browser-use",
      "kind": "project",
      "score": 90,
      "repo": "browser-use/browser-use"
    },
    {
      "id": "category:browser_agent",
      "label": "browser agent",
      "kind": "category"
    },
    {
      "id": "use_case:build-browser-automation-agents",
      "label": "build browser automation agents",
      "kind": "use_case"
    },
    {
      "id": "use_case:operate-web-tasks-with-llms",
      "label": "operate web tasks with LLMs",
      "kind": "use_case"
    },
    {
      "id": "use_case:test-web-workflows",
      "label": "test web workflows",
      "kind": "use_case"
    },
    {
      "id": "browser-use/browser-harness",
      "label": "browser-harness",
      "kind": "project",
      "repo": "browser-use/browser-harness"
    },
    {
      "id": "apify/crawlee-python",
      "label": "crawlee-python",
      "kind": "project",
      "repo": "apify/crawlee-python"
    },
    {
      "id": "tiliondev/fortress",
      "label": "fortress",
      "kind": "project",
      "repo": "tiliondev/fortress"
    },
    {
      "id": "nanobrowser/nanobrowser",
      "label": "nanobrowser",
      "kind": "project",
      "score": 65,
      "repo": "nanobrowser/nanobrowser"
    },
    {
      "id": "apify/crawlee",
      "label": "crawlee",
      "kind": "project",
      "score": 81,
      "repo": "apify/crawlee"
    },
    {
      "id": "apify/apify-sdk-python",
      "label": "apify-sdk-python",
      "kind": "project",
      "score": 73,
      "repo": "apify/apify-sdk-python"
    },
    {
      "id": "openai/codex",
      "label": "codex",
      "kind": "project",
      "score": 88,
      "repo": "openai/codex"
    },
    {
      "id": "gi-dellav/zerostack",
      "label": "zerostack",
      "kind": "project",
      "repo": "gi-dellav/zerostack"
    },
    {
      "id": "rivet-dev/agentos",
      "label": "agentos",
      "kind": "project",
      "repo": "rivet-dev/agentos"
    },
    {
      "id": "reyamira/models",
      "label": "models",
      "kind": "project",
      "repo": "reyamira/models"
    },
    {
      "id": "vllm-project/vllm",
      "label": "vllm",
      "kind": "project",
      "score": 90,
      "repo": "vllm-project/vllm"
    },
    {
      "id": "category:local_llm_runtime",
      "label": "local llm runtime",
      "kind": "category"
    },
    {
      "id": "use_case:run-local-models",
      "label": "run local models",
      "kind": "use_case"
    },
    {
      "id": "use_case:serve-inference-endpoints",
      "label": "serve inference endpoints",
      "kind": "use_case"
    },
    {
      "id": "use_case:prototype-private-llm-deployments",
      "label": "prototype private LLM deployments",
      "kind": "use_case"
    },
    {
      "id": "vllm-project/vllm-omni",
      "label": "vllm-omni",
      "kind": "project",
      "repo": "vllm-project/vllm-omni"
    },
    {
      "id": "jaylfc/taOS",
      "label": "taOS",
      "kind": "project",
      "repo": "jaylfc/taOS"
    },
    {
      "id": "bentoml/BentoML",
      "label": "BentoML",
      "kind": "project",
      "repo": "bentoml/BentoML"
    },
    {
      "id": "microsoft/aici",
      "label": "aici",
      "kind": "project",
      "score": 59,
      "repo": "microsoft/aici"
    },
    {
      "id": "toverainc/willow-inference-server",
      "label": "willow-inference-server",
      "kind": "project",
      "score": 58,
      "repo": "toverainc/willow-inference-server"
    },
    {
      "id": "infiniflow/ragflow",
      "label": "ragflow",
      "kind": "project",
      "score": 90,
      "repo": "infiniflow/ragflow"
    },
    {
      "id": "mem0ai/mem0",
      "label": "mem0",
      "kind": "project",
      "score": 91,
      "repo": "mem0ai/mem0"
    },
    {
      "id": "intelligencedev/manifold",
      "label": "manifold",
      "kind": "project",
      "repo": "intelligencedev/manifold"
    },
    {
      "id": "neuml/txtai",
      "label": "txtai",
      "kind": "project",
      "score": 75,
      "repo": "neuml/txtai"
    },
    {
      "id": "deepset-ai/haystack",
      "label": "haystack",
      "kind": "project",
      "repo": "deepset-ai/haystack",
      "score": 88
    },
    {
      "id": "gptme/gptme",
      "label": "gptme",
      "kind": "project",
      "score": 78,
      "repo": "gptme/gptme"
    },
    {
      "id": "Aider-AI/aider",
      "label": "aider",
      "kind": "project",
      "repo": "Aider-AI/aider"
    },
    {
      "id": "kstevica/captain-claw",
      "label": "captain-claw",
      "kind": "project",
      "repo": "kstevica/captain-claw"
    },
    {
      "id": "askalf/dario",
      "label": "dario",
      "kind": "project",
      "score": 72,
      "repo": "askalf/dario"
    },
    {
      "id": "cline/cline",
      "label": "cline",
      "kind": "project",
      "repo": "cline/cline"
    },
    {
      "id": "deployment:vercel",
      "label": "vercel",
      "kind": "deployment"
    },
    {
      "id": "deployment:serverless",
      "label": "serverless",
      "kind": "deployment"
    },
    {
      "id": "FlowiseAI/Flowise",
      "label": "Flowise",
      "kind": "project",
      "repo": "FlowiseAI/Flowise"
    },
    {
      "id": "humanlayer/12-factor-agents",
      "label": "12-factor-agents",
      "kind": "project",
      "repo": "humanlayer/12-factor-agents"
    },
    {
      "id": "winstonkoh87/Athena-Public",
      "label": "Athena-Public",
      "kind": "project",
      "score": 67,
      "repo": "winstonkoh87/Athena-Public"
    },
    {
      "id": "crewAIInc/crewAI",
      "label": "crewAI",
      "kind": "project",
      "score": 87,
      "repo": "crewAIInc/crewAI"
    },
    {
      "id": "use_case:build-agents-with-crewai",
      "label": "build agents with crewAI",
      "kind": "use_case"
    },
    {
      "id": "omnigent-ai/omnigent",
      "label": "omnigent",
      "kind": "project",
      "repo": "omnigent-ai/omnigent"
    },
    {
      "id": "google/adk-python",
      "label": "adk-python",
      "kind": "project",
      "score": 86,
      "repo": "google/adk-python"
    },
    {
      "id": "BerriAI/litellm",
      "label": "litellm",
      "kind": "project",
      "score": 89,
      "repo": "BerriAI/litellm"
    },
    {
      "id": "Portkey-AI/gateway",
      "label": "gateway",
      "kind": "project",
      "score": 77,
      "repo": "Portkey-AI/gateway"
    },
    {
      "id": "Portkey-AI/hoot",
      "label": "hoot",
      "kind": "project",
      "repo": "Portkey-AI/hoot"
    },
    {
      "id": "ax128/AegisGate",
      "label": "AegisGate",
      "kind": "project",
      "repo": "ax128/AegisGate"
    },
    {
      "id": "KochC/opencode-llm-proxy",
      "label": "opencode-llm-proxy",
      "kind": "project",
      "score": 61,
      "repo": "KochC/opencode-llm-proxy"
    },
    {
      "id": "AstrBotDevs/AstrBot",
      "label": "AstrBot",
      "kind": "project",
      "score": 88,
      "repo": "AstrBotDevs/AstrBot"
    },
    {
      "id": "QuantumNous/new-api",
      "label": "new-api",
      "kind": "project",
      "score": 89,
      "repo": "QuantumNous/new-api"
    },
    {
      "id": "schmitech/orbit",
      "label": "orbit",
      "kind": "project",
      "repo": "schmitech/orbit"
    },
    {
      "id": "lobehub/lobehub-gateway",
      "label": "lobehub-gateway",
      "kind": "project",
      "repo": "lobehub/lobehub-gateway"
    },
    {
      "id": "ax-llm/ax",
      "label": "ax",
      "kind": "project",
      "score": 77,
      "repo": "ax-llm/ax"
    },
    {
      "id": "crmne/ruby_llm",
      "label": "ruby_llm",
      "kind": "project",
      "score": 80,
      "repo": "crmne/ruby_llm"
    },
    {
      "id": "langfuse/langfuse",
      "label": "langfuse",
      "kind": "project",
      "score": 90,
      "repo": "langfuse/langfuse"
    },
    {
      "id": "category:prompt_tooling",
      "label": "prompt tooling",
      "kind": "category"
    },
    {
      "id": "use_case:manage-prompts",
      "label": "manage prompts",
      "kind": "use_case"
    },
    {
      "id": "use_case:version-prompt-workflows",
      "label": "version prompt workflows",
      "kind": "use_case"
    },
    {
      "id": "use_case:improve-prompt-iteration",
      "label": "improve prompt iteration",
      "kind": "use_case"
    },
    {
      "id": "ENTERPILOT/GoModel",
      "label": "GoModel",
      "kind": "project",
      "repo": "ENTERPILOT/GoModel"
    },
    {
      "id": "future-agi/future-agi",
      "label": "future-agi",
      "kind": "project",
      "repo": "future-agi/future-agi"
    },
    {
      "id": "api7/aisix",
      "label": "aisix",
      "kind": "project",
      "repo": "api7/aisix"
    },
    {
      "id": "Helicone/helicone",
      "label": "helicone",
      "kind": "project",
      "score": 77,
      "repo": "Helicone/helicone"
    },
    {
      "id": "comet-ml/opik",
      "label": "opik",
      "kind": "project",
      "score": 90,
      "repo": "comet-ml/opik"
    },
    {
      "id": "lmnr-ai/lmnr",
      "label": "lmnr",
      "kind": "project",
      "score": 79,
      "repo": "lmnr-ai/lmnr"
    },
    {
      "id": "SigNoz/signoz",
      "label": "signoz",
      "kind": "project",
      "score": 88,
      "repo": "SigNoz/signoz"
    },
    {
      "id": "VoltAgent/voltagent",
      "label": "voltagent",
      "kind": "project",
      "repo": "VoltAgent/voltagent"
    },
    {
      "id": "tma1-ai/tma1",
      "label": "tma1",
      "kind": "project",
      "score": 62,
      "repo": "tma1-ai/tma1"
    },
    {
      "id": "Peiiii/nextclaw",
      "label": "nextclaw",
      "kind": "project",
      "score": 68,
      "repo": "Peiiii/nextclaw"
    },
    {
      "id": "can1357/oh-my-pi",
      "label": "oh-my-pi",
      "kind": "project",
      "score": 87,
      "repo": "can1357/oh-my-pi"
    },
    {
      "id": "danny-avila/LibreChat",
      "label": "LibreChat",
      "kind": "project",
      "repo": "danny-avila/LibreChat"
    },
    {
      "id": "upstash/context7",
      "label": "context7",
      "kind": "project",
      "repo": "upstash/context7"
    },
    {
      "id": "mastra-ai/mastra",
      "label": "mastra",
      "kind": "project",
      "repo": "mastra-ai/mastra"
    },
    {
      "id": "1jehuang/jcode",
      "label": "jcode",
      "kind": "project",
      "score": 71,
      "repo": "1jehuang/jcode"
    },
    {
      "id": "nirholas/three.ws",
      "label": "three.ws",
      "kind": "project",
      "score": 64,
      "repo": "nirholas/three.ws"
    },
    {
      "id": "skalesapp/skales",
      "label": "skales",
      "kind": "project",
      "score": 67,
      "repo": "skalesapp/skales"
    },
    {
      "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"
    },
    {
      "id": "microsoft/agent-framework",
      "label": "agent-framework",
      "kind": "project",
      "repo": "microsoft/agent-framework"
    },
    {
      "id": "esengine/DeepSeek-Reasonix",
      "label": "DeepSeek-Reasonix",
      "kind": "project",
      "repo": "esengine/DeepSeek-Reasonix"
    },
    {
      "id": "plandex-ai/plandex",
      "label": "plandex",
      "kind": "project",
      "repo": "plandex-ai/plandex"
    },
    {
      "id": "unslothai/unsloth",
      "label": "unsloth",
      "kind": "project",
      "score": 90,
      "repo": "unslothai/unsloth"
    }
  ],
  "edges": [
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "category:workflow_automation",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "use_case:orchestrate-ai-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "use_case:connect-tools-and-services",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "use_case:automate-repeated-tasks",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "dependency:browser-automation",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "Skyvern-AI/skyvern",
      "kind": "alternative",
      "reason": "Same workflow automation intent with browser_automation, workflow overlap.",
      "weight": 100
    },
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "jupyter-naas/abi",
      "kind": "alternative",
      "reason": "Same workflow automation intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "nottelabs/notte",
      "kind": "alternative",
      "reason": "Same workflow automation intent with browser_automation, workflow overlap.",
      "weight": 100
    },
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "test-zeus-ai/testzeus-hercules",
      "kind": "related",
      "reason": "Shared workflow automation category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "hexabot-ai/Hexabot",
      "kind": "related",
      "reason": "Shared workflow automation category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
      "target": "vmDeshpande/ai-agent-automation",
      "kind": "related",
      "reason": "Shared workflow automation category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "affaan-m/ECC",
      "target": "category:mcp_server",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "affaan-m/ECC",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "affaan-m/ECC",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "affaan-m/ECC",
      "target": "use_case:connect-agents-to-tools",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "affaan-m/ECC",
      "target": "use_case:expose-apis-through-mcp",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "affaan-m/ECC",
      "target": "use_case:bootstrap-mcp-integrations",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "affaan-m/ECC",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "affaan-m/ECC",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "affaan-m/ECC",
      "target": "cobusgreyling/loop-engineering",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp overlap.",
      "weight": 100
    },
    {
      "source": "affaan-m/ECC",
      "target": "trpc-group/trpc-agent-go",
      "kind": "alternative",
      "reason": "Same mcp server intent with agent_memory, mcp overlap.",
      "weight": 100
    },
    {
      "source": "affaan-m/ECC",
      "target": "markus-global/markus",
      "kind": "alternative",
      "reason": "Same mcp server intent with agent_memory, mcp overlap.",
      "weight": 100
    },
    {
      "source": "affaan-m/ECC",
      "target": "automagik-dev/genie",
      "kind": "related",
      "reason": "Shared mcp server category and local deployment context.",
      "weight": 82
    },
    {
      "source": "affaan-m/ECC",
      "target": "kahliburke/Kaimon.jl",
      "kind": "related",
      "reason": "Shared mcp server category and local deployment context.",
      "weight": 82
    },
    {
      "source": "affaan-m/ECC",
      "target": "bagidea/bagidea-office",
      "kind": "related",
      "reason": "Shared mcp server category and local deployment context.",
      "weight": 82
    },
    {
      "source": "n8n-io/n8n",
      "target": "category:workflow_automation",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "n8n-io/n8n",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "n8n-io/n8n",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "n8n-io/n8n",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "n8n-io/n8n",
      "target": "use_case:orchestrate-ai-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "n8n-io/n8n",
      "target": "use_case:connect-tools-and-services",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "n8n-io/n8n",
      "target": "use_case:automate-repeated-tasks",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "n8n-io/n8n",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "n8n-io/n8n",
      "target": "langgenius/dify",
      "kind": "alternative",
      "reason": "Same workflow automation intent with mcp, workflow overlap.",
      "weight": 100
    },
    {
      "source": "n8n-io/n8n",
      "target": "triggerdotdev/trigger.dev",
      "kind": "alternative",
      "reason": "Same workflow automation intent with mcp, workflow overlap.",
      "weight": 100
    },
    {
      "source": "n8n-io/n8n",
      "target": "coleam00/Archon",
      "kind": "alternative",
      "reason": "Same workflow automation intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "n8n-io/n8n",
      "target": "bytechefhq/bytechef",
      "kind": "related",
      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "n8n-io/n8n",
      "target": "Rheosoph/flow-like",
      "kind": "related",
      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "n8n-io/n8n",
      "target": "langgenius/dify",
      "kind": "related",
      "reason": "Shared workflow automation category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "anomalyco/opencode",
      "target": "category:coding_agent",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "anomalyco/opencode",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "anomalyco/opencode",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "anomalyco/opencode",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "anomalyco/opencode",
      "target": "use_case:build-ai-coding-assistants",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "anomalyco/opencode",
      "target": "use_case:automate-developer-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "anomalyco/opencode",
      "target": "use_case:integrate-codebase-aware-agents",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "anomalyco/opencode",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "anomalyco/opencode",
      "target": "earendil-works/pi",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "anomalyco/opencode",
      "target": "continuedev/continue",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "anomalyco/opencode",
      "target": "QwenLM/qwen-code",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "anomalyco/opencode",
      "target": "OpenHands/OpenHands",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "anomalyco/opencode",
      "target": "ollama/ollama",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "anomalyco/opencode",
      "target": "sgl-project/sglang",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "langgenius/dify",
      "target": "category:workflow_automation",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "langgenius/dify",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langgenius/dify",
      "target": "deployment:kubernetes",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langgenius/dify",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langgenius/dify",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langgenius/dify",
      "target": "use_case:orchestrate-ai-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "langgenius/dify",
      "target": "use_case:connect-tools-and-services",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "langgenius/dify",
      "target": "use_case:automate-repeated-tasks",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "langgenius/dify",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "langgenius/dify",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "langgenius/dify",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "langgenius/dify",
      "target": "n8n-io/n8n",
      "kind": "alternative",
      "reason": "Same workflow automation intent with mcp, workflow overlap.",
      "weight": 100
    },
    {
      "source": "langgenius/dify",
      "target": "triggerdotdev/trigger.dev",
      "kind": "alternative",
      "reason": "Same workflow automation intent with mcp, workflow overlap.",
      "weight": 100
    },
    {
      "source": "langgenius/dify",
      "target": "deepfounder-ai/castor",
      "kind": "alternative",
      "reason": "Same workflow automation intent with rag, workflow overlap.",
      "weight": 100
    },
    {
      "source": "langgenius/dify",
      "target": "hexabot-ai/Hexabot",
      "kind": "related",
      "reason": "Shared workflow automation category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "langgenius/dify",
      "target": "algorithmicsuperintelligence/optillm",
      "kind": "related",
      "reason": "Shared workflow automation category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "langgenius/dify",
      "target": "Skyvern-AI/skyvern",
      "kind": "related",
      "reason": "Shared workflow automation category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "open-webui/open-webui",
      "target": "category:ai_app_template",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "open-webui/open-webui",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "open-webui/open-webui",
      "target": "deployment:kubernetes",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "open-webui/open-webui",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "open-webui/open-webui",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "open-webui/open-webui",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "open-webui/open-webui",
      "target": "use_case:bootstrap-an-ai-app",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "open-webui/open-webui",
      "target": "use_case:start-a-production-ready-template",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "open-webui/open-webui",
      "target": "use_case:learn-app-architecture-patterns",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "open-webui/open-webui",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "open-webui/open-webui",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "open-webui/open-webui",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "open-webui/open-webui",
      "target": "lobehub/lobehub",
      "kind": "alternative",
      "reason": "Same ai app template intent with mcp overlap.",
      "weight": 100
    },
    {
      "source": "open-webui/open-webui",
      "target": "CopilotKit/aimock",
      "kind": "alternative",
      "reason": "Same ai app template intent with mcp overlap.",
      "weight": 100
    },
    {
      "source": "open-webui/open-webui",
      "target": "vstorm-co/full-stack-ai-agent-template",
      "kind": "alternative",
      "reason": "Same ai app template intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "open-webui/open-webui",
      "target": "mozilla-ai/otari",
      "kind": "related",
      "reason": "Shared ai app template category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "open-webui/open-webui",
      "target": "CopilotKit/aimock",
      "kind": "related",
      "reason": "Shared ai app template category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "open-webui/open-webui",
      "target": "bentoml/OpenLLM",
      "kind": "related",
      "reason": "Shared ai app template category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "langchain-ai/langchain",
      "target": "category:agent_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "langchain-ai/langchain",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langchain-ai/langchain",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langchain-ai/langchain",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langchain-ai/langchain",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langchain-ai/langchain",
      "target": "use_case:build-agents-with-langchain",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "langchain-ai/langchain",
      "target": "use_case:orchestrate-llm-tools",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "langchain-ai/langchain",
      "target": "use_case:prototype-autonomous-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "langchain-ai/langchain",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "langchain-ai/langchain",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "langchain-ai/langchain",
      "target": "framerslab/agentos",
      "kind": "alternative",
      "reason": "Same agent framework intent with rag, workflow overlap.",
      "weight": 100
    },
    {
      "source": "langchain-ai/langchain",
      "target": "Protocol-Lattice/go-agent",
      "kind": "alternative",
      "reason": "Same agent framework intent with rag, workflow overlap.",
      "weight": 100
    },
    {
      "source": "langchain-ai/langchain",
      "target": "TransformerOptimus/SuperAGI",
      "kind": "alternative",
      "reason": "Same agent framework intent with rag, workflow overlap.",
      "weight": 100
    },
    {
      "source": "langchain-ai/langchain",
      "target": "langchain-ai/langgraph",
      "kind": "related",
      "reason": "Shared library_only deployment context.",
      "weight": 82
    },
    {
      "source": "langchain-ai/langchain",
      "target": "e2b-dev/E2B",
      "kind": "related",
      "reason": "Shared agent framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "langchain-ai/langchain",
      "target": "CopilotKit/CopilotKit",
      "kind": "related",
      "reason": "Shared agent framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "github/spec-kit",
      "target": "category:coding_agent",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "github/spec-kit",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "github/spec-kit",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "github/spec-kit",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "github/spec-kit",
      "target": "use_case:build-ai-coding-assistants",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "github/spec-kit",
      "target": "use_case:automate-developer-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "github/spec-kit",
      "target": "use_case:integrate-codebase-aware-agents",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "github/spec-kit",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "github/spec-kit",
      "target": "OpenHands/OpenHands",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "github/spec-kit",
      "target": "langchain-ai/open-swe",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "github/spec-kit",
      "target": "agentforce314/clawcodex",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "github/spec-kit",
      "target": "Nano-Collective/nanocoder",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "github/spec-kit",
      "target": "narumiruna/pi-extensions",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "github/spec-kit",
      "target": "earendil-works/pi",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:kubernetes",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "ggml-org/whisper.cpp",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "facebookresearch/faiss",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "cactus-compute/cactus",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "xorbitsai/inference",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "NVIDIA/TensorRT-LLM",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "ggml-org/llama.cpp",
      "target": "pipeshub-ai/pipeshub-ai",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "browser-use/browser-use",
      "target": "category:browser_agent",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "browser-use/browser-use",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "browser-use/browser-use",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "browser-use/browser-use",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "browser-use/browser-use",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "browser-use/browser-use",
      "target": "use_case:build-browser-automation-agents",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "browser-use/browser-use",
      "target": "use_case:operate-web-tasks-with-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "browser-use/browser-use",
      "target": "use_case:test-web-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "browser-use/browser-use",
      "target": "dependency:browser-automation",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "browser-use/browser-use",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "browser-use/browser-use",
      "target": "browser-use/browser-harness",
      "kind": "alternative",
      "reason": "Same browser agent intent with browser_automation, workflow overlap.",
      "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": "tiliondev/fortress",
      "kind": "alternative",
      "reason": "Same browser agent intent with browser_automation, workflow overlap.",
      "weight": 100
    },
    {
      "source": "browser-use/browser-use",
      "target": "nanobrowser/nanobrowser",
      "kind": "related",
      "reason": "Shared browser agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "browser-use/browser-use",
      "target": "apify/crawlee",
      "kind": "related",
      "reason": "Shared browser agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "browser-use/browser-use",
      "target": "apify/apify-sdk-python",
      "kind": "related",
      "reason": "Shared browser agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "openai/codex",
      "target": "category:coding_agent",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "openai/codex",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "openai/codex",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "openai/codex",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "openai/codex",
      "target": "use_case:build-ai-coding-assistants",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "openai/codex",
      "target": "use_case:automate-developer-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "openai/codex",
      "target": "use_case:integrate-codebase-aware-agents",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "openai/codex",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "openai/codex",
      "target": "gi-dellav/zerostack",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "openai/codex",
      "target": "rivet-dev/agentos",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "openai/codex",
      "target": "reyamira/models",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "openai/codex",
      "target": "OpenHands/OpenHands",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "openai/codex",
      "target": "github/spec-kit",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "openai/codex",
      "target": "earendil-works/pi",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "vllm-project/vllm",
      "target": "category:local_llm_runtime",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "vllm-project/vllm",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "vllm-project/vllm",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "vllm-project/vllm",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "vllm-project/vllm",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "vllm-project/vllm",
      "target": "use_case:run-local-models",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "vllm-project/vllm",
      "target": "use_case:serve-inference-endpoints",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "vllm-project/vllm",
      "target": "use_case:prototype-private-llm-deployments",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "vllm-project/vllm",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "vllm-project/vllm",
      "target": "vllm-project/vllm-omni",
      "kind": "alternative",
      "reason": "Same local llm runtime intent with local_inference overlap.",
      "weight": 100
    },
    {
      "source": "vllm-project/vllm",
      "target": "jaylfc/taOS",
      "kind": "alternative",
      "reason": "Same local llm runtime intent with agent_memory, local_inference overlap.",
      "weight": 100
    },
    {
      "source": "vllm-project/vllm",
      "target": "bentoml/BentoML",
      "kind": "alternative",
      "reason": "Same local llm runtime intent with local_inference overlap.",
      "weight": 100
    },
    {
      "source": "vllm-project/vllm",
      "target": "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": "vllm-project/vllm",
      "target": "toverainc/willow-inference-server",
      "kind": "related",
      "reason": "Shared local llm runtime category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "infiniflow/ragflow",
      "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",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "infiniflow/ragflow",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "infiniflow/ragflow",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "infiniflow/ragflow",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "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": "gptme/gptme",
      "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:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:cloud",
      "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": "kstevica/captain-claw",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "langchain-ai/open-swe",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "askalf/dario",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "Nano-Collective/nanocoder",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "agentforce314/clawcodex",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "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": "OpenHands/OpenHands",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "earendil-works/pi",
      "target": "ollama/ollama",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "earendil-works/pi",
      "target": "QwenLM/qwen-code",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "mem0ai/mem0",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "mem0ai/mem0",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "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": "deepset-ai/haystack",
      "kind": "alternative",
      "reason": "Same rag framework intent with agent_memory, rag overlap.",
      "weight": 100
    },
    {
      "source": "mem0ai/mem0",
      "target": "FlowiseAI/Flowise",
      "kind": "alternative",
      "reason": "Same rag framework intent with 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": "crewAIInc/crewAI",
      "target": "category:agent_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "use_case:build-agents-with-crewai",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "use_case:orchestrate-llm-tools",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "use_case:prototype-autonomous-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "langchain-ai/langchain",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "omnigent-ai/omnigent",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "google/adk-python",
      "kind": "alternative",
      "reason": "Same agent framework intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "CopilotKit/CopilotKit",
      "kind": "related",
      "reason": "Shared agent framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "e2b-dev/E2B",
      "kind": "related",
      "reason": "Shared agent framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "crewAIInc/crewAI",
      "target": "google/adk-python",
      "kind": "related",
      "reason": "Shared agent framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "BerriAI/litellm",
      "target": "category:mcp_server",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "BerriAI/litellm",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "BerriAI/litellm",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "BerriAI/litellm",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "BerriAI/litellm",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "BerriAI/litellm",
      "target": "use_case:connect-agents-to-tools",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "BerriAI/litellm",
      "target": "use_case:expose-apis-through-mcp",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "BerriAI/litellm",
      "target": "use_case:bootstrap-mcp-integrations",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "BerriAI/litellm",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "BerriAI/litellm",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "BerriAI/litellm",
      "target": "Portkey-AI/gateway",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "BerriAI/litellm",
      "target": "Portkey-AI/hoot",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "BerriAI/litellm",
      "target": "ax128/AegisGate",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "BerriAI/litellm",
      "target": "KochC/opencode-llm-proxy",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "BerriAI/litellm",
      "target": "Portkey-AI/gateway",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "BerriAI/litellm",
      "target": "AstrBotDevs/AstrBot",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "QuantumNous/new-api",
      "target": "category:rag_framework",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QuantumNous/new-api",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "QuantumNous/new-api",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "QuantumNous/new-api",
      "target": "use_case:index-documents-for-retrieval",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "QuantumNous/new-api",
      "target": "dependency:vector-database",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "QuantumNous/new-api",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deepset-ai/haystack",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, llm_gateway overlap.",
      "weight": 100
    },
    {
      "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
    },
    {
      "source": "QuantumNous/new-api",
      "target": "ax-llm/ax",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "QuantumNous/new-api",
      "target": "crmne/ruby_llm",
      "kind": "related",
      "reason": "Shared rag framework category and local deployment context.",
      "weight": 82
    },
    {
      "source": "QuantumNous/new-api",
      "target": "langchain-ai/langgraph",
      "kind": "related",
      "reason": "Shared rag framework category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "langfuse/langfuse",
      "target": "category:prompt_tooling",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "langfuse/langfuse",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langfuse/langfuse",
      "target": "deployment:vercel",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langfuse/langfuse",
      "target": "deployment:serverless",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langfuse/langfuse",
      "target": "deployment:kubernetes",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langfuse/langfuse",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langfuse/langfuse",
      "target": "use_case:manage-prompts",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "langfuse/langfuse",
      "target": "use_case:version-prompt-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "langfuse/langfuse",
      "target": "use_case:improve-prompt-iteration",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "langfuse/langfuse",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "langfuse/langfuse",
      "target": "ENTERPILOT/GoModel",
      "kind": "alternative",
      "reason": "Same prompt tooling intent with observability, workflow overlap.",
      "weight": 100
    },
    {
      "source": "langfuse/langfuse",
      "target": "future-agi/future-agi",
      "kind": "alternative",
      "reason": "Same prompt tooling intent with observability, workflow overlap.",
      "weight": 100
    },
    {
      "source": "langfuse/langfuse",
      "target": "api7/aisix",
      "kind": "alternative",
      "reason": "Same prompt tooling intent with observability, workflow overlap.",
      "weight": 100
    },
    {
      "source": "langfuse/langfuse",
      "target": "Helicone/helicone",
      "kind": "related",
      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "langfuse/langfuse",
      "target": "comet-ml/opik",
      "kind": "related",
      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "langfuse/langfuse",
      "target": "lmnr-ai/lmnr",
      "kind": "related",
      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "SigNoz/signoz",
      "target": "category:mcp_server",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "SigNoz/signoz",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "SigNoz/signoz",
      "target": "deployment:kubernetes",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "SigNoz/signoz",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "SigNoz/signoz",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "SigNoz/signoz",
      "target": "use_case:connect-agents-to-tools",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "SigNoz/signoz",
      "target": "use_case:expose-apis-through-mcp",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "SigNoz/signoz",
      "target": "use_case:bootstrap-mcp-integrations",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "SigNoz/signoz",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "SigNoz/signoz",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "SigNoz/signoz",
      "target": "trpc-group/trpc-agent-go",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, observability overlap.",
      "weight": 100
    },
    {
      "source": "SigNoz/signoz",
      "target": "VoltAgent/voltagent",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, observability overlap.",
      "weight": 100
    },
    {
      "source": "SigNoz/signoz",
      "target": "tma1-ai/tma1",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, observability overlap.",
      "weight": 100
    },
    {
      "source": "SigNoz/signoz",
      "target": "bytechefhq/bytechef",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "SigNoz/signoz",
      "target": "tma1-ai/tma1",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "SigNoz/signoz",
      "target": "Peiiii/nextclaw",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "category:mcp_server",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "deployment:vercel",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "deployment:serverless",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "use_case:connect-agents-to-tools",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "use_case:expose-apis-through-mcp",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "use_case:bootstrap-mcp-integrations",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "dependency:mcp",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "dependency:browser-automation",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "danny-avila/LibreChat",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp overlap.",
      "weight": 100
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "upstash/context7",
      "kind": "alternative",
      "reason": "Same mcp server intent with coding_agent, mcp overlap.",
      "weight": 100
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "mastra-ai/mastra",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp overlap.",
      "weight": 100
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "1jehuang/jcode",
      "kind": "related",
      "reason": "Shared mcp server category and local deployment context.",
      "weight": 82
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "nirholas/three.ws",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "can1357/oh-my-pi",
      "target": "skalesapp/skales",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "langflow-ai/langflow",
      "target": "category:workflow_automation",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "langflow-ai/langflow",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langflow-ai/langflow",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langflow-ai/langflow",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langflow-ai/langflow",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "langflow-ai/langflow",
      "target": "use_case:orchestrate-ai-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "langflow-ai/langflow",
      "target": "use_case:connect-tools-and-services",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "langflow-ai/langflow",
      "target": "use_case:automate-repeated-tasks",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "langflow-ai/langflow",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "langflow-ai/langflow",
      "target": "openai/openai-agents-python",
      "kind": "alternative",
      "reason": "Same workflow automation intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "langflow-ai/langflow",
      "target": "microsoft/agent-framework",
      "kind": "alternative",
      "reason": "Same workflow automation intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "langflow-ai/langflow",
      "target": "algorithmicsuperintelligence/optillm",
      "kind": "alternative",
      "reason": "Same workflow automation intent with workflow overlap.",
      "weight": 100
    },
    {
      "source": "langflow-ai/langflow",
      "target": "hexabot-ai/Hexabot",
      "kind": "related",
      "reason": "Shared workflow automation category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "langflow-ai/langflow",
      "target": "test-zeus-ai/testzeus-hercules",
      "kind": "related",
      "reason": "Shared workflow automation category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "langflow-ai/langflow",
      "target": "Skyvern-AI/skyvern",
      "kind": "related",
      "reason": "Shared workflow automation category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "ollama/ollama",
      "target": "category:coding_agent",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "ollama/ollama",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ollama/ollama",
      "target": "deployment:kubernetes",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ollama/ollama",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ollama/ollama",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ollama/ollama",
      "target": "deployment:cloud",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "ollama/ollama",
      "target": "use_case:build-ai-coding-assistants",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "ollama/ollama",
      "target": "use_case:automate-developer-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "ollama/ollama",
      "target": "use_case:integrate-codebase-aware-agents",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "ollama/ollama",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "ollama/ollama",
      "target": "esengine/DeepSeek-Reasonix",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "ollama/ollama",
      "target": "sgl-project/sglang",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "ollama/ollama",
      "target": "plandex-ai/plandex",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "ollama/ollama",
      "target": "unslothai/unsloth",
      "kind": "related",
      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "ollama/ollama",
      "target": "sgl-project/sglang",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "ollama/ollama",
      "target": "OpenHands/OpenHands",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    }
  ],
  "resolved_from": {
    "requested_id": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
    "resolved_id": "Rayyan9477/AutoApply-AI-Agentic-Browser-Automation-for-Job-Search",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 952,
    "generated_at": "2026-07-16T02:57:08.406Z",
    "snapshot_id": "d1:952:2026-07-16T02:31:01.833Z",
    "latest_synced_at": "2026-07-16T02:31:01.833Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}