{
  "project_id": "worldbank/data360-mcp",
  "repo": "worldbank/data360-mcp",
  "name": "data360-mcp",
  "github_url": "https://github.com/worldbank/data360-mcp",
  "homepage_url": "https://worldbank.github.io/data360-mcp/",
  "language": "Python",
  "license": "NOASSERTION",
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [
    "ai",
    "ai-agents",
    "aifordata",
    "data360",
    "dataforai",
    "llm",
    "mcp",
    "open-data",
    "wdi",
    "worldbank"
  ],
  "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.",
  "overview": "Use worldbank/data360-mcp when the user needs a mcp server project with docker, library-only, local deployment options.",
  "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": "Related to worldbank/data360-mcp through mcp server category and docker deployment."
    },
    {
      "repo": "googleapis/mcp-toolbox",
      "reason": "Related to worldbank/data360-mcp through mcp server category and docker deployment."
    },
    {
      "repo": "shibing624/agentica",
      "reason": "Related to worldbank/data360-mcp through mcp server category and docker deployment."
    },
    {
      "repo": "AstrBotDevs/AstrBot",
      "reason": "Related to worldbank/data360-mcp through mcp server category and docker deployment."
    },
    {
      "repo": "freddy-schuetz/n8n-claw",
      "reason": "Related to worldbank/data360-mcp through mcp server category and docker deployment."
    },
    {
      "repo": "unclecode/crawl4ai",
      "reason": "Related to worldbank/data360-mcp through mcp server category and docker deployment."
    },
    {
      "repo": "QwenLM/qwen-code",
      "reason": "Related to worldbank/data360-mcp through mcp server category and docker deployment."
    },
    {
      "repo": "call518/MCP-PostgreSQL-Ops",
      "reason": "Related to worldbank/data360-mcp through mcp server category and docker deployment."
    }
  ],
  "dependencies": [
    "MCP",
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "connect agents to tools",
    "expose APIs through MCP",
    "bootstrap MCP integrations"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
  ],
  "classification": {
    "category": {
      "confidence": "high",
      "evidence": [
        "Matched \"model context protocol\" in metadata.",
        "Matched \"mcp\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Matched \"pip install\" in repository content.",
        "Matched \"npm install\" in repository content.",
        "Matched \"library\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Repository has under 10k stars, so complexity is treated conservatively."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 40,
    "recent_commits": 34,
    "contributors": 3,
    "issue_response_time_hours": null,
    "release_frequency_180d": 0
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 34,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 8,
  "agent_score": 55,
  "score": 65,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 16,
    "deployment": 90,
    "popularity": 32,
    "community": 48
  },
  "git_top_score": 65,
  "git_top_score_breakdown": {
    "community": 67,
    "maintenance": 31,
    "documentation": 84,
    "stability": 70,
    "adoption": 44,
    "agent_readability": 100
  },
  "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."
    ]
  },
  "summary": {
    "tl_dr": "Use worldbank/data360-mcp when the user needs a mcp server project with docker, library-only, local deployment options.",
    "purpose": "Use worldbank/data360-mcp when the user needs a mcp server project with docker, library-only, local deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "tool definitions",
      "resource config",
      "transport settings"
    ],
    "outputs": [
      "MCP tools",
      "JSON-RPC responses",
      "server capabilities"
    ],
    "good_for": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations",
      "agent tool exposure",
      "MCP integrations",
      "tool servers"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "front-end apps",
      "non-tooling backends"
    ],
    "deployment": [
      "docker",
      "library_only",
      "local",
      "cloud"
    ],
    "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."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"model context protocol\" in metadata.",
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"pip install\" in repository content.",
          "Matched \"npm install\" in repository content.",
          "Matched \"library\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 34,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "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."
      ]
    },
    "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"
    ],
    "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": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-10-06T18:28:50.291Z"
  },
  "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": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
  "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"
  ],
  "last_verified_at": "2026-10-06T18:28:50.291Z",
  "knowledge": {
    "project": {
      "id": "worldbank/data360-mcp",
      "owner": "worldbank",
      "name": "data360-mcp",
      "full_name": "worldbank/data360-mcp",
      "github_url": "https://github.com/worldbank/data360-mcp",
      "homepage_url": "https://worldbank.github.io/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.",
      "language": "Python",
      "topics": [
        "ai",
        "ai-agents",
        "aifordata",
        "data360",
        "dataforai",
        "llm",
        "mcp",
        "open-data",
        "wdi",
        "worldbank"
      ],
      "license": "NOASSERTION",
      "stars": 40,
      "forks": 8,
      "open_issues": 37,
      "default_branch": "dev",
      "created_at": "2025-10-23T01:10:52Z",
      "updated_at": "2026-09-22T23:28:29Z",
      "pushed_at": "2026-09-22T17:42:20Z",
      "synced_at": "2026-10-06T18:28:50.291Z"
    },
    "agent_card": {
      "project_id": "worldbank/data360-mcp",
      "project_kind": "project",
      "category": "mcp_server",
      "difficulty": "beginner",
      "deployment": [
        "docker",
        "library_only",
        "local",
        "cloud"
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      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
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      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "alternatives": [
        {
          "project_id": "headroomlabs-ai/headroom",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "project_id": "BerriAI/litellm",
          "reason": "Same mcp server intent with mcp overlap."
        },
        {
          "project_id": "rocketride-org/rocketride-server",
          "reason": "Same mcp server intent with mcp overlap."
        }
      ],
      "summary_for_agent": "Use worldbank/data360-mcp when the user needs a mcp server project with docker, library-only, local deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"model context protocol\" in metadata.",
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Matched \"npm install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-10-06T18:28:50.291Z"
    },
    "metrics": {
      "project_id": "worldbank/data360-mcp",
      "stars_30d_delta": 6,
      "commits_30d": 34,
      "releases_180d": 0,
      "contributors_90d": 3,
      "issue_first_response_median_hours": null,
      "recent_push_days": 14,
      "git_score": 8,
      "maintenance_score": 16,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-10-06T18:28:50.291Z"
    }
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  "resolved_from": {
    "requested_id": "worldbank/data360-mcp",
    "resolved_id": "worldbank/data360-mcp",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1216,
    "generated_at": "2026-10-11T18:04:42.612Z",
    "snapshot_id": "d1:1216:2026-10-11T18:01:43.674Z",
    "latest_synced_at": "2026-10-11T18:01:43.674Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
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}