{
  "focus": "piotr-agier/google-drive-mcp",
  "project": {
    "repo": "piotr-agier/google-drive-mcp",
    "name": "google-drive-mcp",
    "description": "A Model Context Protocol (MCP) server that provides secure integration with Google Drive, Docs, Sheets, Slides and Calendar. It allows Claude Desktop and other MCP clients to manage files in Google Drive through a standardized interface.",
    "maintainer": "piotr-agier",
    "license": "MIT",
    "language": "TypeScript",
    "recent_activity": "active_last_week"
  },
  "summary": "piotr-agier/google-drive-mcp graph connects 3 alternatives, 8 related projects, 1 inferred dependencies, 3 deployment targets, and 3 use cases.",
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/piotr-agier/google-drive-mcp",
      "kind": "project"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/piotr-agier/google-drive-mcp",
      "kind": "alternatives"
    },
    {
      "label": "Explore related projects",
      "href": "/api/related/piotr-agier/google-drive-mcp",
      "kind": "related"
    },
    {
      "label": "Explain score",
      "href": "/score/piotr-agier/google-drive-mcp",
      "kind": "score"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=piotr-agier/google-drive-mcp",
      "kind": "compare"
    }
  ],
  "graph_stats": {
    "node_count": 158,
    "edge_count": 365,
    "project_count": 114,
    "relationship_counts": {
      "alternative": 72,
      "related": 72,
      "category": 24,
      "deployment": 89,
      "use_case": 72,
      "dependency": 36
    }
  },
  "relationship_groups": {
    "alternatives": [
      {
        "repo": "can1357/oh-my-pi",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "heygen-com/hyperframes",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "danny-avila/LibreChat",
        "reason": "Same mcp server intent with mcp overlap."
      }
    ],
    "related": [
      {
        "repo": "apify/apify-mcp-server",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "activepieces/activepieces",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "googleapis/mcp-toolbox",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "skyhook-io/radar",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "dagucloud/dagu",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "github/github-mcp-server",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "vshulcz/deja-vu",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "mongodb-js/mongodb-mcp-server",
        "reason": "Shared mcp server category and docker deployment context."
      }
    ],
    "dependencies": [
      "MCP"
    ],
    "deployment_targets": [
      "docker",
      "local",
      "cloud"
    ],
    "use_cases": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations"
    ]
  },
  "migration_paths": [
    {
      "from": "piotr-agier/google-drive-mcp",
      "to": "can1357/oh-my-pi",
      "compatibility": "high",
      "estimated_cost": "low",
      "shared_signals": [
        "category:mcp_server",
        "deployment:docker",
        "deployment:local",
        "deployment:cloud",
        "use_case:connect agents to tools",
        "use_case:expose APIs through MCP",
        "use_case:bootstrap MCP integrations",
        "dependency:MCP"
      ],
      "gaps": [],
      "validation_steps": [
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    },
    {
      "from": "piotr-agier/google-drive-mcp",
      "to": "heygen-com/hyperframes",
      "compatibility": "high",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:mcp_server",
        "deployment:docker",
        "deployment:local",
        "deployment:cloud",
        "use_case:connect agents to tools",
        "use_case:expose APIs through MCP",
        "use_case:bootstrap MCP integrations",
        "dependency:MCP"
      ],
      "gaps": [
        "License changes from MIT to Apache-2.0."
      ],
      "validation_steps": [
        "Review license obligations before migrating production code.",
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
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        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    },
    {
      "from": "piotr-agier/google-drive-mcp",
      "to": "danny-avila/LibreChat",
      "compatibility": "high",
      "estimated_cost": "low",
      "shared_signals": [
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        "deployment:docker",
        "deployment:local",
        "deployment:cloud",
        "use_case:connect agents to tools",
        "use_case:expose APIs through MCP",
        "use_case:bootstrap MCP integrations",
        "dependency:MCP"
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      "gaps": [],
      "validation_steps": [
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    }
  ],
  "evidence": {
    "source_fields": [
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      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics",
      "verification.signals",
      "graph.nodes",
      "graph.edges",
      "graph.relationship_groups",
      "graph.migration_paths"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "piotr-agier/google-drive-mcp graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
    "last_verified_at": "2026-09-21T00:31:06.319Z",
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-21T00:31:06.319Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
          ]
        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
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        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
          ]
        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "MCP liveness and tool-call probe is not enabled"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 3,
        "unknown": 0
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim.",
        "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
      ]
    }
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "piotr-agier/google-drive-mcp graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
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    "project.topics",
    "project.language",
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    "agent_card.summary_for_agent",
    "agent_card.use_cases",
    "agent_card.deployment",
    "agent_card.classification",
    "metrics",
    "verification.signals",
    "graph.nodes",
    "graph.edges",
    "graph.relationship_groups",
    "graph.migration_paths"
  ],
  "last_verified_at": "2026-09-21T00:31:06.319Z",
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    {
      "source": "earendil-works/pi",
      "target": "cline/cline",
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      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
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    {
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      "target": "continuedev/continue",
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      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
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    {
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    {
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    {
      "source": "vllm-project/vllm",
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      "weight": 100
    },
    {
      "source": "vllm-project/vllm",
      "target": "jaylfc/taOS",
      "kind": "alternative",
      "reason": "Same local llm runtime intent with agent_memory, local_inference overlap.",
      "weight": 100
    },
    {
      "source": "vllm-project/vllm",
      "target": "bentoml/BentoML",
      "kind": "alternative",
      "reason": "Same local llm runtime intent with local_inference overlap.",
      "weight": 100
    },
    {
      "source": "vllm-project/vllm",
      "target": "unslothai/unsloth",
      "kind": "related",
      "reason": "Shared local llm runtime category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "vllm-project/vllm",
      "target": "microsoft/aici",
      "kind": "related",
      "reason": "Shared local llm runtime category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "vllm-project/vllm",
      "target": "sgl-project/sglang",
      "kind": "related",
      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "infiniflow/ragflow",
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      "kind": "category",
      "weight": 72
    },
    {
      "source": "infiniflow/ragflow",
      "target": "deployment:docker",
      "kind": "deployment",
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    },
    {
      "source": "infiniflow/ragflow",
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      "kind": "deployment",
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    },
    {
      "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",
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    },
    {
      "source": "infiniflow/ragflow",
      "target": "use_case:index-documents-for-retrieval",
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      "weight": 58
    },
    {
      "source": "infiniflow/ragflow",
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    {
      "source": "infiniflow/ragflow",
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    },
    {
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      "weight": 100
    },
    {
      "source": "infiniflow/ragflow",
      "target": "langchain-ai/langgraph",
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      "reason": "Same rag framework intent with rag overlap.",
      "weight": 100
    },
    {
      "source": "infiniflow/ragflow",
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      "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",
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      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "infiniflow/ragflow",
      "target": "henrydaum/second-brain",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "OpenHands/OpenHands",
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      "kind": "category",
      "weight": 72
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:vercel",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:serverless",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "use_case:build-ai-coding-assistants",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "use_case:automate-developer-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "use_case:integrate-codebase-aware-agents",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "OpenHands/OpenHands",
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      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "superset-sh/superset",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "generalaction/emdash",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "Aider-AI/aider",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "langchain-ai/open-swe",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "agentforce314/clawcodex",
      "kind": "related",
      "reason": "Shared coding agent category and library_only deployment context.",
      "weight": 82
    },
    {
      "source": "OpenHands/OpenHands",
      "target": "Nano-Collective/nanocoder",
      "kind": "related",
      "reason": "Shared coding agent category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "unslothai/unsloth",
      "target": "category:local_llm_runtime",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "unslothai/unsloth",
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      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "unslothai/unsloth",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "unslothai/unsloth",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
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    {
      "source": "unslothai/unsloth",
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      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "unslothai/unsloth",
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    {
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    {
      "source": "unslothai/unsloth",
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    {
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    {
      "source": "unslothai/unsloth",
      "target": "vllm-project/vllm",
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      "weight": 100
    },
    {
      "source": "unslothai/unsloth",
      "target": "jaylfc/taOS",
      "kind": "alternative",
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      "weight": 100
    },
    {
      "source": "unslothai/unsloth",
      "target": "toverainc/willow-inference-server",
      "kind": "alternative",
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      "weight": 100
    },
    {
      "source": "unslothai/unsloth",
      "target": "vllm-project/vllm",
      "kind": "related",
      "reason": "Shared local llm runtime category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "unslothai/unsloth",
      "target": "AstrBotDevs/AstrBot",
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      "reason": "Shared docker deployment context.",
      "weight": 82
    },
    {
      "source": "unslothai/unsloth",
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      "reason": "Shared local llm runtime category and docker deployment context.",
      "weight": 82
    },
    {
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    {
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      "kind": "deployment",
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    {
      "source": "headroomlabs-ai/headroom",
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    {
      "source": "headroomlabs-ai/headroom",
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    {
      "source": "headroomlabs-ai/headroom",
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    {
      "source": "headroomlabs-ai/headroom",
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      "kind": "deployment",
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    {
      "source": "headroomlabs-ai/headroom",
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    {
      "source": "headroomlabs-ai/headroom",
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    {
      "source": "headroomlabs-ai/headroom",
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    },
    {
      "source": "headroomlabs-ai/headroom",
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    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "dependency:vector-database",
      "kind": "dependency",
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    },
    {
      "source": "headroomlabs-ai/headroom",
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    {
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      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "can1357/oh-my-pi",
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      "weight": 100
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "rocketride-org/rocketride-server",
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      "weight": 100
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "yonatangross/orchestkit",
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      "weight": 82
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    {
      "source": "headroomlabs-ai/headroom",
      "target": "open-multi-agent/open-multi-agent",
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      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "headroomlabs-ai/headroom",
      "target": "ohad6k/emulo",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "cline/cline",
      "target": "category:coding_agent",
      "kind": "category",
      "weight": 72
    },
    {
      "source": "cline/cline",
      "target": "deployment:vercel",
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      "weight": 64
    },
    {
      "source": "cline/cline",
      "target": "deployment:serverless",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "cline/cline",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "cline/cline",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "cline/cline",
      "target": "use_case:build-ai-coding-assistants",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "cline/cline",
      "target": "use_case:automate-developer-workflows",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "cline/cline",
      "target": "use_case:integrate-codebase-aware-agents",
      "kind": "use_case",
      "weight": 58
    },
    {
      "source": "cline/cline",
      "target": "dependency:llm-provider",
      "kind": "dependency",
      "weight": 54
    },
    {
      "source": "cline/cline",
      "target": "earendil-works/pi",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "cline/cline",
      "target": "OpenHands/OpenHands",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "cline/cline",
      "target": "UditAkhourii/adhd",
      "kind": "alternative",
      "reason": "Same coding agent intent with coding_agent, workflow overlap.",
      "weight": 100
    },
    {
      "source": "cline/cline",
      "target": "vercel/next-evals-oss",
      "kind": "related",
      "reason": "Shared coding agent category and vercel deployment context.",
      "weight": 82
    },
    {
      "source": "cline/cline",
      "target": "superset-sh/superset",
      "kind": "related",
      "reason": "Shared coding agent category and vercel deployment context.",
      "weight": 82
    },
    {
      "source": "cline/cline",
      "target": "numtide/llm-agents.nix",
      "kind": "related",
      "reason": "Shared coding agent category and vercel deployment context.",
      "weight": 82
    },
    {
      "source": "BerriAI/litellm",
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      "kind": "category",
      "weight": 72
    },
    {
      "source": "BerriAI/litellm",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "BerriAI/litellm",
      "target": "deployment:library_only",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "BerriAI/litellm",
      "target": "deployment:local",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "BerriAI/litellm",
      "target": "deployment:cloud",
      "kind": "deployment",
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    },
    {
      "source": "BerriAI/litellm",
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      "kind": "use_case",
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    },
    {
      "source": "BerriAI/litellm",
      "target": "use_case:expose-apis-through-mcp",
      "kind": "use_case",
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    },
    {
      "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",
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    },
    {
      "source": "BerriAI/litellm",
      "target": "headroomlabs-ai/headroom",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "BerriAI/litellm",
      "target": "shibing624/agentica",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "BerriAI/litellm",
      "target": "coddy-project/coddy-agent",
      "kind": "alternative",
      "reason": "Same mcp server intent with mcp, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "BerriAI/litellm",
      "target": "Portkey-AI/gateway",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "BerriAI/litellm",
      "target": "soapbucket/sbproxy",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "BerriAI/litellm",
      "target": "stdapi-ai/stdapi.ai",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
      "weight": 82
    },
    {
      "source": "QuantumNous/new-api",
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      "kind": "category",
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    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:docker",
      "kind": "deployment",
      "weight": 64
    },
    {
      "source": "QuantumNous/new-api",
      "target": "deployment:local",
      "kind": "deployment",
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    {
      "source": "QuantumNous/new-api",
      "target": "deployment:cloud",
      "kind": "deployment",
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    },
    {
      "source": "QuantumNous/new-api",
      "target": "use_case:build-rag-applications",
      "kind": "use_case",
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    },
    {
      "source": "QuantumNous/new-api",
      "target": "use_case:connect-private-data-to-llms",
      "kind": "use_case",
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    {
      "source": "QuantumNous/new-api",
      "target": "use_case:index-documents-for-retrieval",
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    {
      "source": "QuantumNous/new-api",
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      "kind": "dependency",
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    },
    {
      "source": "QuantumNous/new-api",
      "target": "dependency:llm-provider",
      "kind": "dependency",
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    },
    {
      "source": "QuantumNous/new-api",
      "target": "schmitech/orbit",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "QuantumNous/new-api",
      "target": "lobehub/lobehub-gateway",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "QuantumNous/new-api",
      "target": "coaidev/coai",
      "kind": "alternative",
      "reason": "Same rag framework intent with rag, llm_gateway overlap.",
      "weight": 100
    },
    {
      "source": "QuantumNous/new-api",
      "target": "mozilla-ai/otari",
      "kind": "related",
      "reason": "Shared rag framework category and docker deployment context.",
      "weight": 82
    },
    {
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