{
  "focus": "worldbank/data360-mcp",
  "project": {
    "repo": "worldbank/data360-mcp",
    "name": "data360-mcp",
    "description": "Model Context Protocol (MCP) server that gives LLM agents and chatbots direct access to the World Bank's Data360 Platform. Search, validate, and retrieve development indicators—from GDP and poverty to gender equality and climate—with structured metadata and time-series data, without hallucinating values.",
    "maintainer": "worldbank",
    "license": "NOASSERTION",
    "language": "Python",
    "recent_activity": "active_last_month"
  },
  "summary": "worldbank/data360-mcp 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/worldbank/data360-mcp",
      "kind": "project"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/worldbank/data360-mcp",
      "kind": "alternatives"
    },
    {
      "label": "Explore related projects",
      "href": "/api/related/worldbank/data360-mcp",
      "kind": "related"
    },
    {
      "label": "Explain score",
      "href": "/score/worldbank/data360-mcp",
      "kind": "score"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=worldbank/data360-mcp",
      "kind": "compare"
    }
  ],
  "graph_stats": {
    "node_count": 150,
    "edge_count": 368,
    "project_count": 109,
    "relationship_counts": {
      "alternative": 72,
      "related": 72,
      "category": 24,
      "deployment": 90,
      "use_case": 72,
      "dependency": 38
    }
  },
  "relationship_groups": {
    "alternatives": [
      {
        "repo": "headroomlabs-ai/headroom",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "BerriAI/litellm",
        "reason": "Same mcp server intent with mcp overlap."
      },
      {
        "repo": "rocketride-org/rocketride-server",
        "reason": "Same mcp server intent with mcp overlap."
      }
    ],
    "related": [
      {
        "repo": "deepset-ai/haystack",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "googleapis/mcp-toolbox",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "shibing624/agentica",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "AstrBotDevs/AstrBot",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "freddy-schuetz/n8n-claw",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "unclecode/crawl4ai",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "QwenLM/qwen-code",
        "reason": "Shared mcp server category and docker deployment context."
      },
      {
        "repo": "call518/MCP-PostgreSQL-Ops",
        "reason": "Shared mcp server category and docker deployment context."
      }
    ],
    "dependencies": [
      "MCP",
      "LLM provider"
    ],
    "deployment_targets": [
      "docker",
      "library_only",
      "local",
      "cloud"
    ],
    "use_cases": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations"
    ]
  },
  "migration_paths": [
    {
      "from": "worldbank/data360-mcp",
      "to": "headroomlabs-ai/headroom",
      "compatibility": "high",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:mcp_server",
        "deployment:docker",
        "deployment:library_only",
        "deployment:local",
        "use_case:connect agents to tools",
        "use_case:expose APIs through MCP",
        "use_case:bootstrap MCP integrations",
        "dependency:MCP"
      ],
      "gaps": [
        "Deployment targets not listed by target: cloud.",
        "License changes from NOASSERTION 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": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    },
    {
      "from": "worldbank/data360-mcp",
      "to": "BerriAI/litellm",
      "compatibility": "high",
      "estimated_cost": "low",
      "shared_signals": [
        "category:mcp_server",
        "deployment:docker",
        "deployment:library_only",
        "deployment:local",
        "deployment:cloud",
        "use_case:connect agents to tools",
        "use_case:expose APIs through MCP",
        "use_case:bootstrap MCP integrations"
      ],
      "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": "worldbank/data360-mcp",
      "to": "rocketride-org/rocketride-server",
      "compatibility": "high",
      "estimated_cost": "medium",
      "shared_signals": [
        "category:mcp_server",
        "deployment:docker",
        "deployment:library_only",
        "deployment:local",
        "deployment:cloud",
        "use_case:connect agents to tools",
        "use_case:expose APIs through MCP",
        "use_case:bootstrap MCP integrations"
      ],
      "gaps": [
        "License changes from NOASSERTION to MIT."
      ],
      "validation_steps": [
        "Review license obligations before migrating production code.",
        "Compare API, configuration, license, and dependency requirements.",
        "Run the target project's minimal example or test suite.",
        "Verify deployment, persistence, and tool-execution behavior in the requested runtime."
      ],
      "evidence": [
        "agent_card.category",
        "agent_card.deployment",
        "agent_card.use_cases",
        "project.language",
        "project.license"
      ]
    }
  ],
  "evidence": {
    "source_fields": [
      "project.description",
      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics",
      "verification.signals",
      "graph.nodes",
      "graph.edges",
      "graph.relationship_groups",
      "graph.migration_paths"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "worldbank/data360-mcp graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
    "last_verified_at": "2026-10-06T18:28:50.291Z",
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-10-06T18:28:50.291Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
          ]
        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
          ]
        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
          ]
        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "MCP liveness and tool-call probe is not enabled"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 3,
        "unknown": 0
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim.",
        "Run MCP initialize, tools/list, first-call, and error probes before relying on this server."
      ]
    }
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "worldbank/data360-mcp graph is grounded in indexed alternatives, related projects, deployments, dependencies, and use cases.",
  "source_fields": [
    "project.description",
    "project.topics",
    "project.language",
    "project.license",
    "agent_card.summary_for_agent",
    "agent_card.use_cases",
    "agent_card.deployment",
    "agent_card.classification",
    "metrics",
    "verification.signals",
    "graph.nodes",
    "graph.edges",
    "graph.relationship_groups",
    "graph.migration_paths"
  ],
  "last_verified_at": "2026-10-06T18:28:50.291Z",
  "nodes": [
    {
      "id": "worldbank/data360-mcp",
      "label": "data360-mcp",
      "kind": "project",
      "score": 55,
      "repo": "worldbank/data360-mcp"
    },
    {
      "id": "category:mcp_server",
      "label": "mcp server",
      "kind": "category"
    },
    {
      "id": "deployment:docker",
      "label": "docker",
      "kind": "deployment"
    },
    {
      "id": "deployment:library_only",
      "label": "library_only",
      "kind": "deployment"
    },
    {
      "id": "deployment:local",
      "label": "local",
      "kind": "deployment"
    },
    {
      "id": "deployment:cloud",
      "label": "cloud",
      "kind": "deployment"
    },
    {
      "id": "use_case:connect-agents-to-tools",
      "label": "connect agents to tools",
      "kind": "use_case"
    },
    {
      "id": "use_case:expose-apis-through-mcp",
      "label": "expose APIs through MCP",
      "kind": "use_case"
    },
    {
      "id": "use_case:bootstrap-mcp-integrations",
      "label": "bootstrap MCP integrations",
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    },
    {
      "id": "dependency:mcp",
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      "kind": "project",
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      "score": 92
    },
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      "repo": "BerriAI/litellm"
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      "repo": "deepset-ai/haystack"
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      "repo": "googleapis/mcp-toolbox"
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    },
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      "repo": "anomalyco/opencode",
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    {
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    {
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    {
      "source": "github/spec-kit",
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    {
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      "reason": "Same mcp server intent with mcp overlap.",
      "weight": 100
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    {
      "source": "heygen-com/hyperframes",
      "target": "zhinjs/zhin",
      "kind": "related",
      "reason": "Shared mcp server category and docker deployment context.",
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    {
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    {
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      "weight": 82
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    {
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    {
      "source": "QuantumNous/new-api",
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    {
      "source": "QuantumNous/new-api",
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      "weight": 100
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    {
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    {
      "source": "alibaba/open-code-review",
      "target": "aristoteleo/PantheonOS",
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    {
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    {
      "source": "alibaba/open-code-review",
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      "weight": 82
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    {
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    {
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    {
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