Development Indicators MCP

An open-source Model Context Protocol server that enables AI agents to discover, retrieve, and compare official international development indicators from authoritative sources like the World Bank, FAO, WHO, and UNICEF. It preserves provenance, definitions, and citations while providing tools for searching indicators, resolving geographies, and fetching observations.

Endpoint and access

No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.

Community listingStreamable HTTPNo sign-inEndpoint checked 2026-11-07Published by lbruce-wq

MCP endpoint (Streamable HTTP)

https://indicatorsmcp.impactengines.ai/mcp

Vendor documentation

What its tools do

10 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.

10 of 10 have a description · 0 of 10 declare behavior hints · 0 of 10 with parameters document them all

Checks and signals

Each line is separate evidence, not a trust score.

Passed Endpoint answered the live check · Nov 7, 2026, 1:16 AM UTC
Availability 1 of 1 checks passed in 30 days

What you can do with it

Search for specific development indicators across multiple international organizations
Retrieve time-series observation data for specific countries and years
Compare indicators across different countries using normalized schemas
Resolve country names to ISO codes for accurate data retrieval

Source and maintenance

Community listingRegistry 0.4.1

mcp-registry: io.github.lbruce-wq/development-indicators@0.4.1 Source repository

Maintenance checked: Nov 7, 2026, 12:20 AM UTC

Protocol and capabilities

Server: Development Indicators MCP 0.4.1
MCP protocol negotiated in check: 2025-11-25
Tools: 10 advertised
Resources: 0 advertised
Resource templates: 0 advertised
Prompts: 0 advertised

Server-advertised capabilities

{
  "tools": {
    "listChanged": false
  },
  "prompts": {
    "listChanged": false
  },
  "resources": {
    "subscribe": false,
    "listChanged": false
  },
  "experimental": {}
}

Server-provided instructions

Untrusted server output shown for inspection. It is not Koskamo guidance and is excluded from knowledge search.

Search and retrieve official international-development indicators. Start with search_indicators, inspect get_indicator_metadata, then call get_observations using the exact source-qualified series_ref. Similar names do not imply comparability. Always preserve units, multipliers, dimensions, status flags, uncertainty, warnings and citations. Use FAOSTAT catalogue tools to discover domain/item/element codes.

Tools

10 advertised

list_sources

Advertised by the server during the last successful anonymous check.

List supported and planned official data sources and their access characteristics.

list_sources input schema

{
  "type": "object",
  "title": "list_sourcesArguments",
  "properties": {
    "topic": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Topic",
      "default": null
    }
  }
}

list_sources output schema

{
  "type": "object",
  "$defs": {
    "SourceDefinition": {
      "type": "object",
      "title": "SourceDefinition",
      "required": [
        "id",
        "name",
        "provider",
        "interface",
        "base_url",
        "documentation_url",
        "auth_type",
        "access_notes"
      ],
      "properties": {
        "id": {
          "type": "string",
          "title": "Id"
        },
        "name": {
          "type": "string",
          "title": "Name"
        },
        "status": {
          "enum": [
            "active",
            "planned",
            "experimental"
          ],
          "type": "string",
          "title": "Status",
          "default": "planned"
        },
        "topics": {
          "type": "array",
          "items": {
            "type": "string"
          },
          "title": "Topics"
        },
        "base_url": {
          "type": "string",
          "title": "Base Url"
        },
        "provider": {
          "type": "string",
          "title": "Provider"
        },
        "auth_type": {
          "enum": [
            "none",
            "service_key",
            "user_key",
            "oauth"
          ],
          "type": "string",
          "title": "Auth Type"
        },
        "interface": {
          "type": "string",
          "title": "Interface"
        },
        "access_notes": {
          "type": "string",
          "title": "Access Notes"
        },
        "capabilities": {
          "type": "array",
          "items": {
            "type": "string"
          },
          "title": "Capabilities"
        },
        "index_health": {
          "enum": [
            "live",
            "limited",
            "token_required",
            "not_applicable",
            "planned"
          ],
          "type": "string",
          "title": "Index Health",
          "default": "planned"
        },
        "documentation_url": {
          "type": "string",
          "title": "Documentation Url"
        },
        "observation_health": {
          "enum": [
            "live_tested",
            "available",
            "token_required",
            "not_applicable",
            "planned"
          ],
          "type": "string",
          "title": "Observation Health",
          "default": "planned"
        }
      }
    }
  },
  "title": "SourceListResponse",
  "required": [
    "sources",
    "total"
  ],
  "properties": {
    "total": {
      "type": "integer",
      "title": "Total"
    },
    "sources": {
      "type": "array",
      "items": {
        "$ref": "#/$defs/SourceDefinition"
      },
      "title": "Sources"
    },
    "warnings": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "title": "Warnings"
    }
  }
}

get_source_setup

Advertised by the server during the last successful anonymous check.

Explain source access requirements without exposing server secrets.

get_source_setup input schema

{
  "type": "object",
  "title": "get_source_setupArguments",
  "required": [
    "source_id"
  ],
  "properties": {
    "source_id": {
      "type": "string",
      "title": "Source Id"
    }
  }
}

get_source_setup output schema

{
  "type": "object",
  "$defs": {
    "SourceDefinition": {
      "type": "object",
      "title": "SourceDefinition",
      "required": [
        "id",
        "name",
        "provider",
        "interface",
        "base_url",
        "documentation_url",
        "auth_type",
        "access_notes"
      ],
      "properties": {
        "id": {
          "type": "string",
          "title": "Id"
        },
        "name": {
          "type": "string",
          "title": "Name"
        },
        "status": {
          "enum": [
            "active",
            "planned",
            "experimental"
          ],
          "type": "string",
          "title": "Status",
          "default": "planned"
        },
        "topics": {
          "type": "array",
          "items": {
            "type": "string"
          },
          "title": "Topics"
        },
        "base_url": {
          "type": "string",
          "title": "Base Url"
        },
        "provider": {
          "type": "string",
          "title": "Provider"
        },
        "auth_type": {
          "enum": [
            "none",
            "service_key",
            "user_key",
            "oauth"
          ],
          "type": "string",
          "title": "Auth Type"
        },
        "interface": {
          "type": "string",
          "title": "Interface"
        },
        "access_notes": {
          "type": "string",
          "title": "Access Notes"
        },
        "capabilities": {
          "type": "array",
          "items": {
            "type": "string"
          },
          "title": "Capabilities"
        },
        "index_health": {
          "enum": [
            "live",
            "limited",
            "token_required",
            "not_applicable",
            "planned"
          ],
          "type": "string",
          "title": "Index Health",
          "default": "planned"
        },
        "documentation_url": {
          "type": "string",
          "title": "Documentation Url"
        },
        "observation_health": {
          "enum": [
            "live_tested",
            "available",
            "token_required",
            "not_applicable",
            "planned"
          ],
          "type": "string",
          "title": "Observation Health",
          "default": "planned"
        }
      }
    }
  },
  "title": "SourceSetupResponse",
  "required": [
    "source"
  ],
  "properties": {
    "source": {
      "$ref": "#/$defs/SourceDefinition"
    },
    "registration_url": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Registration Url",
      "default": null
    },
    "credential_policy": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Credential Policy",
      "default": null
    },
    "server_configured": {
      "anyOf": [
        {
          "type": "boolean"
        },
        {
          "type": "null"
        }
      ],
      "title": "Server Configured",
      "default": null
    },
    "operator_environment_variables": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "title": "Operator Environment Variables"
    }
  }
}

find_microdata

Advertised by the server during the last successful anonymous check.

Find relevant public microdata catalogues and state their access conditions.

find_microdata input schema

{
  "type": "object",
  "title": "find_microdataArguments",
  "required": [
    "query"
  ],
  "properties": {
    "query": {
      "type": "string",
      "title": "Query"
    },
    "country": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Country",
      "default": null
    }
  }
}

find_microdata output schema

{
  "type": "object",
  "title": "find_microdataOutput",
  "required": [
    "result"
  ],
  "properties": {
    "result": {
      "type": "array",
      "items": {
        "type": "object",
        "additionalProperties": true
      },
      "title": "Result"
    }
  }
}

search_indicators

Advertised by the server during the last successful anonymous check.

Rank official indicators; returns match evidence, retrieval health and source failures.

search_indicators input schema

{
  "type": "object",
  "title": "search_indicatorsArguments",
  "required": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "title": "Limit",
      "default": 10
    },
    "query": {
      "type": "string",
      "title": "Query"
    },
    "source_ids": {
      "anyOf": [
        {
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        {
          "type": "null"
        }
      ],
      "title": "Source Ids",
      "default": null
    }
  }
}

search_indicators output schema

{
  "type": "object",
  "$defs": {
    "SourceError": {
      "type": "object",
      "title": "SourceError",
      "required": [
        "source_id",
        "error_code",
        "message"
      ],
      "properties": {
        "message": {
          "type": "string",
          "title": "Message"
        },
        "retryable": {
          "type": "boolean",
          "title": "Retryable",
          "default": false
        },
        "source_id": {
          "type": "string",
          "title": "Source Id"
        },
        "error_code": {
          "type": "string",
          "title": "Error Code"
        },
        "series_ref": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Series Ref",
          "default": null
        },
        "suggested_action": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Suggested Action",
          "default": null
        }
      }
    },
    "IndicatorSearchResult": {
      "type": "object",
      "title": "IndicatorSearchResult",
      "required": [
        "series_ref",
        "source_id",
        "series_code",
        "name",
        "source_url",
        "match_score"
      ],
      "properties": {
        "name": {
          "type": "string",
          "title": "Name"
        },
        "unit": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Unit",
          "default": null
        },
        "topics": {
          "type": "array",
          "items": {
            "type": "string"
          },
          "title": "Topics"
        },
        "frequency": {
          "enum": [
            "annual",
            "quarterly",
            "monthly",
            "other",
            "unknown"
          ],
          "type": "string",
          "title": "Frequency",
          "default": "unknown"
        },
        "source_id": {
          "type": "string",
          "title": "Source Id"
        },
        "series_ref": {
          "type": "string",
          "title": "Series Ref"
        },
        "source_url": {
          "type": "string",
          "title": "Source Url"
        },
        "description": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Description",
          "default": null
        },
        "match_score": {
          "type": "number",
          "title": "Match Score"
        },
        "retrievable": {
          "type": "boolean",
          "title": "Retrievable",
          "default": true
        },
        "series_code": {
          "type": "string",
          "title": "Series Code"
        },
        "source_note": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Source Note",
          "default": null
        },
        "source_unit": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Source Unit",
          "default": null
        },
        "match_reason": {
          "type": "array",
          "items": {
            "type": "string"
          },
          "title": "Match Reason"
        },
        "retrieval_health": {
          "enum": [
            "live_tested",
            "available",
            "token_required",
            "metadata_only",
            "unknown"
          ],
          "type": "string",
          "title": "Retrieval Health",
          "default": "available"
        },
        "source_organization": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Source Organization",
          "default": null
        },
        "available_dimensions": {
          "type": "array",
          "items": {
            "type": "string"
          },
          "title": "Available Dimensions"
        }
      }
    }
  },
  "title": "SearchResponse",
  "required": [
    "results",
    "total"
  ],
  "properties": {
    "total": {
      "type": "integer",
      "title": "Total"
    },
    "results": {
      "type": "array",
      "items": {
        "$ref": "#/$defs/IndicatorSearchResult"
      },
      "title": "Results"
    },
    "warnings": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "title": "Warnings"
    },
    "cache_hit": {
      "type": "boolean",
      "title": "Cache Hit",
      "default": false
    },
    "cached_at": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Cached At",
      "default": null
    },
    "failed_sources": {
      "type": "array",
      "items": {
        "$ref": "#/$defs/SourceError"
      },
      "title": "Failed Sources"
    }
  }
}

faostat_list_domains

Advertised by the server during the last successful anonymous check.

List live FAOSTAT groups and domains available to build source-qualified series.

faostat_list_domains input schema

{
  "type": "object",
  "title": "faostat_list_domainsArguments",
  "properties": {
    "limit": {
      "type": "integer",
      "title": "Limit",
      "default": 50
    },
    "cursor": {
      "type": "integer",
      "title": "Cursor",
      "default": 0
    },
    "status": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Status",
      "default": null
    },
    "group_code": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Group Code",
      "default": null
    },
    "include_archived": {
      "type": "boolean",
      "title": "Include Archived",
      "default": false
    }
  }
}

faostat_list_domains output schema

{
  "type": "object",
  "title": "CataloguePage",
  "required": [
    "items",
    "total"
  ],
  "properties": {
    "items": {
      "type": "array",
      "items": {
        "type": "object",
        "additionalProperties": true
      },
      "title": "Items"
    },
    "total": {
      "type": "integer",
      "title": "Total"
    },
    "cursor": {
      "type": "integer",
      "title": "Cursor",
      "default": 0
    },
    "next_cursor": {
      "anyOf": [
        {
          "type": "integer"
        },
        {
          "type": "null"
        }
      ],
      "title": "Next Cursor",
      "default": null
    }
  }
}

faostat_search_dimension

Advertised by the server during the last successful anonymous check.

Search a FAOSTAT domain's area, item, element, unit, or other definition table.

faostat_search_dimension input schema

{
  "type": "object",
  "title": "faostat_search_dimensionArguments",
  "required": [
    "dataset",
    "dimension",
    "query"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "title": "Limit",
      "default": 20
    },
    "query": {
      "type": "string",
      "title": "Query"
    },
    "cursor": {
      "type": "integer",
      "title": "Cursor",
      "default": 0
    },
    "dataset": {
      "type": "string",
      "title": "Dataset"
    },
    "dimension": {
      "type": "string",
      "title": "Dimension"
    }
  }
}

faostat_search_dimension output schema

{
  "type": "object",
  "title": "CataloguePage",
  "required": [
    "items",
    "total"
  ],
  "properties": {
    "items": {
      "type": "array",
      "items": {
        "type": "object",
        "additionalProperties": true
      },
      "title": "Items"
    },
    "total": {
      "type": "integer",
      "title": "Total"
    },
    "cursor": {
      "type": "integer",
      "title": "Cursor",
      "default": 0
    },
    "next_cursor": {
      "anyOf": [
        {
          "type": "integer"
        },
        {
          "type": "null"
        }
      ],
      "title": "Next Cursor",
      "default": null
    }
  }
}

resolve_geographies

Advertised by the server during the last successful anonymous check.

Resolve country names or codes to ISO 3166-1 alpha-3 codes such as GHA and KEN.

resolve_geographies input schema

{
  "type": "object",
  "title": "resolve_geographiesArguments",
  "required": [
    "names_or_codes"
  ],
  "properties": {
    "names_or_codes": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "title": "Names Or Codes"
    }
  }
}

resolve_geographies output schema

{
  "type": "object",
  "$defs": {
    "ResolvedGeography": {
      "type": "object",
      "title": "ResolvedGeography",
      "required": [
        "input",
        "iso3",
        "name"
      ],
      "properties": {
        "iso3": {
          "type": "string",
          "title": "Iso3"
        },
        "name": {
          "type": "string",
          "title": "Name"
        },
        "input": {
          "type": "string",
          "title": "Input"
        }
      }
    },
    "UnresolvedGeography": {
      "type": "object",
      "title": "UnresolvedGeography",
      "required": [
        "input",
        "message"
      ],
      "properties": {
        "input": {
          "type": "string",
          "title": "Input"
        },
        "message": {
          "type": "string",
          "title": "Message"
        },
        "error_code": {
          "type": "string",
          "const": "UNKNOWN_GEOGRAPHY",
          "title": "Error Code",
          "default": "UNKNOWN_GEOGRAPHY"
        }
      }
    }
  },
  "title": "GeographyResolutionResponse",
  "properties": {
    "resolved": {
      "type": "array",
      "items": {
        "$ref": "#/$defs/ResolvedGeography"
      },
      "title": "Resolved"
    },
    "unresolved": {
      "type": "array",
      "items": {
        "$ref": "#/$defs/UnresolvedGeography"
      },
      "title": "Unresolved"
    }
  }
}

get_indicator_metadata

Advertised by the server during the last successful anonymous check.

Retrieve authoritative metadata for a source-qualified series reference.

get_indicator_metadata input schema

{
  "type": "object",
  "title": "get_indicator_metadataArguments",
  "required": [
    "series_ref"
  ],
  "properties": {
    "series_ref": {
      "type": "string",
      "title": "Series Ref"
    }
  }
}

get_indicator_metadata output schema

{
  "type": "object",
  "title": "IndicatorMetadata",
  "required": [
    "series_ref",
    "source_id",
    "series_code",
    "name",
    "source_url"
  ],
  "properties": {
    "name": {
      "type": "string",
      "title": "Name"
    },
    "unit": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Unit",
      "default": null
    },
    "topics": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "title": "Topics"
    },
    "source_id": {
      "type": "string",
      "title": "Source Id"
    },
    "series_ref": {
      "type": "string",
      "title": "Series Ref"
    },
    "source_url": {
      "type": "string",
      "title": "Source Url"
    },
    "description": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Description",
      "default": null
    },
    "series_code": {
      "type": "string",
      "title": "Series Code"
    },
    "source_note": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Source Note",
      "default": null
    },
    "source_unit": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Source Unit",
      "default": null
    },
    "source_organization": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Source Organization",
      "default": null
    },
    "available_dimensions": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "title": "Available Dimensions"
    }
  }
}

get_observations

Advertised by the server during the last successful anonymous check.

Retrieve official observations while retaining metadata, citations and warnings.

get_observations input schema

{
  "type": "object",
  "title": "get_observationsArguments",
  "required": [
    "series_ref",
    "country_codes"
  ],
  "properties": {
    "end_year": {
      "anyOf": [
        {
          "type": "integer"
        },
        {
          "type": "null"
        }
      ],
      "title": "End Year",
      "default": null
    },
    "series_ref": {
      "type": "string",
      "title": "Series Ref"
    },
    "start_year": {
      "anyOf": [
        {
          "type": "integer"
        },
        {
          "type": "null"
        }
      ],
      "title": "Start Year",
      "default": null
    },
    "latest_only": {
      "type": "boolean",
      "title": "Latest Only",
      "default": false
    },
    "country_codes": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "title": "Country Codes"
    },
    "include_original": {
      "type": "boolean",
      "title": "Include Original",
      "default": false
    }
  }
}

get_observations output schema

{
  "type": "object",
  "$defs": {
    "Observation": {
      "type": "object",
      "title": "Observation",
      "required": [
        "source_id",
        "dataset",
        "series_code",
        "series_name",
        "geo_code_source",
        "geo_name",
        "time_period",
        "value",
        "canonical_url",
        "citation"
      ],
      "properties": {
        "unit": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Unit",
          "default": null
        },
        "value": {
          "anyOf": [
            {
              "type": "number"
            },
            {
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "title": "Value"
        },
        "dataset": {
          "type": "string",
          "title": "Dataset"
        },
        "citation": {
          "type": "string",
          "title": "Citation"
        },
        "geo_iso3": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Geo Iso3",
          "default": null
        },
        "geo_name": {
          "type": "string",
          "title": "Geo Name"
        },
        "original": {
          "anyOf": [
            {
              "type": "object",
              "additionalProperties": true
            },
            {
              "type": "null"
            }
          ],
          "title": "Original",
          "default": null
        },
        "frequency": {
          "type": "string",
          "title": "Frequency",
          "default": "annual"
        },
        "source_id": {
          "type": "string",
          "title": "Source Id"
        },
        "dimensions": {
          "type": "object",
          "title": "Dimensions",
          "additionalProperties": {
            "type": "string"
          }
        },
        "lower_bound": {
          "anyOf": [
            {
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "title": "Lower Bound",
          "default": null
        },
        "series_code": {
          "type": "string",
          "title": "Series Code"
        },
        "series_name": {
          "type": "string",
          "title": "Series Name"
        },
        "time_period": {
          "type": "string",
          "title": "Time Period"
        },
        "upper_bound": {
          "anyOf": [
            {
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "title": "Upper Bound",
          "default": null
        },
        "retrieved_at": {
          "type": "string",
          "title": "Retrieved At"
        },
        "scale_factor": {
          "type": "number",
          "title": "Scale Factor",
          "default": 1
        },
        "status_flags": {
          "type": "array",
          "items": {
            "type": "string"
          },
          "title": "Status Flags"
        },
        "canonical_url": {
          "type": "string",
          "title": "Canonical Url"
        },
        "estimate_type": {
          "enum": [
            "reported",
            "survey_estimate",
            "modelled",
            "projected",
            "derived",
            "unknown"
          ],
          "type": "string",
          "title": "Estimate Type",
          "default": "unknown"
        },
        "value_display": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Value Display",
          "default": null
        },
        "geo_code_source": {
          "type": "string",
          "title": "Geo Code Source"
        },
        "source_updated_at": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Source Updated At",
          "default": null
        }
      }
    },
    "IndicatorMetadata": {
      "type": "object",
      "title": "IndicatorMetadata",
      "required": [
        "series_ref",
        "source_id",
        "series_code",
        "name",
        "source_url"
      ],
      "properties": {
        "name": {
          "type": "string",
          "title": "Name"
        },
        "unit": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Unit",
          "default": null
        },
        "topics": {
          "type": "array",
          "items": {
            "type": "string"
          },
          "title": "Topics"
        },
        "source_id": {
          "type": "string",
          "title": "Source Id"
        },
        "series_ref": {
          "type": "string",
          "title": "Series Ref"
        },
        "source_url": {
          "type": "string",
          "title": "Source Url"
        },
        "description": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Description",
          "default": null
        },
        "series_code": {
          "type": "string",
          "title": "Series Code"
        },
        "source_note": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Source Note",
          "default": null
        },
        "source_unit": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Source Unit",
          "default": null
        },
        "source_organization": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Source Organization",
          "default": null
        },
        "available_dimensions": {
          "type": "array",
          "items": {
            "type": "string"
          },
          "title": "Available Dimensions"
        }
      }
    }
  },
  "title": "ObservationResult",
  "required": [
    "metadata",
    "observations"
  ],
  "properties": {
    "query": {
      "type": "object",
      "title": "Query",
      "additionalProperties": true
    },
    "metadata": {
      "$ref": "#/$defs/IndicatorMetadata"
    },
    "warnings": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "title": "Warnings"
    },
    "observations": {
      "type": "array",
      "items": {
        "$ref": "#/$defs/Observation"
      },
      "title": "Observations"
    }
  }
}

compare_observations

Advertised by the server during the last successful anonymous check.

Retrieve series side by side and flag obvious metadata differences without merging them.

compare_observations input schema

{
  "type": "object",
  "title": "compare_observationsArguments",
  "required": [
    "series_refs",
    "country_codes"
  ],
  "properties": {
    "end_year": {
      "anyOf": [
        {
          "type": "integer"
        },
        {
          "type": "null"
        }
      ],
      "title": "End Year",
      "default": null
    },
    "start_year": {
      "anyOf": [
        {
          "type": "integer"
        },
        {
          "type": "null"
        }
      ],
      "title": "Start Year",
      "default": null
    },
    "latest_only": {
      "type": "boolean",
      "title": "Latest Only",
      "default": false
    },
    "series_refs": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "title": "Series Refs"
    },
    "country_codes": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "title": "Country Codes"
    },
    "include_original": {
      "type": "boolean",
      "title": "Include Original",
      "default": false
    }
  }
}

compare_observations output schema

{
  "type": "object",
  "$defs": {
    "Observation": {
      "type": "object",
      "title": "Observation",
      "required": [
        "source_id",
        "dataset",
        "series_code",
        "series_name",
        "geo_code_source",
        "geo_name",
        "time_period",
        "value",
        "canonical_url",
        "citation"
      ],
      "properties": {
        "unit": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Unit",
          "default": null
        },
        "value": {
          "anyOf": [
            {
              "type": "number"
            },
            {
              "type": "integer"
            },
            {
              "type": "null"
            }
          ],
          "title": "Value"
        },
        "dataset": {
          "type": "string",
          "title": "Dataset"
        },
        "citation": {
          "type": "string",
          "title": "Citation"
        },
        "geo_iso3": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Geo Iso3",
          "default": null
        },
        "geo_name": {
          "type": "string",
          "title": "Geo Name"
        },
        "original": {
          "anyOf": [
            {
              "type": "object",
              "additionalProperties": true
            },
            {
              "type": "null"
            }
          ],
          "title": "Original",
          "default": null
        },
        "frequency": {
          "type": "string",
          "title": "Frequency",
          "default": "annual"
        },
        "source_id": {
          "type": "string",
          "title": "Source Id"
        },
        "dimensions": {
          "type": "object",
          "title": "Dimensions",
          "additionalProperties": {
            "type": "string"
          }
        },
        "lower_bound": {
          "anyOf": [
            {
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "title": "Lower Bound",
          "default": null
        },
        "series_code": {
          "type": "string",
          "title": "Series Code"
        },
        "series_name": {
          "type": "string",
          "title": "Series Name"
        },
        "time_period": {
          "type": "string",
          "title": "Time Period"
        },
        "upper_bound": {
          "anyOf": [
            {
              "type": "number"
            },
            {
              "type": "null"
            }
          ],
          "title": "Upper Bound",
          "default": null
        },
        "retrieved_at": {
          "type": "string",
          "title": "Retrieved At"
        },
        "scale_factor": {
          "type": "number",
          "title": "Scale Factor",
          "default": 1
        },
        "status_flags": {
          "type": "array",
          "items": {
            "type": "string"
          },
          "title": "Status Flags"
        },
        "canonical_url": {
          "type": "string",
          "title": "Canonical Url"
        },
        "estimate_type": {
          "enum": [
            "reported",
            "survey_estimate",
            "modelled",
            "projected",
            "derived",
            "unknown"
          ],
          "type": "string",
          "title": "Estimate Type",
          "default": "unknown"
        },
        "value_display": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Value Display",
          "default": null
        },
        "geo_code_source": {
          "type": "string",
          "title": "Geo Code Source"
        },
        "source_updated_at": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Source Updated At",
          "default": null
        }
      }
    },
    "SourceError": {
      "type": "object",
      "title": "SourceError",
      "required": [
        "source_id",
        "error_code",
        "message"
      ],
      "properties": {
        "message": {
          "type": "string",
          "title": "Message"
        },
        "retryable": {
          "type": "boolean",
          "title": "Retryable",
          "default": false
        },
        "source_id": {
          "type": "string",
          "title": "Source Id"
        },
        "error_code": {
          "type": "string",
          "title": "Error Code"
        },
        "series_ref": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Series Ref",
          "default": null
        },
        "suggested_action": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Suggested Action",
          "default": null
        }
      }
    },
    "IndicatorMetadata": {
      "type": "object",
      "title": "IndicatorMetadata",
      "required": [
        "series_ref",
        "source_id",
        "series_code",
        "name",
        "source_url"
      ],
      "properties": {
        "name": {
          "type": "string",
          "title": "Name"
        },
        "unit": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Unit",
          "default": null
        },
        "topics": {
          "type": "array",
          "items": {
            "type": "string"
          },
          "title": "Topics"
        },
        "source_id": {
          "type": "string",
          "title": "Source Id"
        },
        "series_ref": {
          "type": "string",
          "title": "Series Ref"
        },
        "source_url": {
          "type": "string",
          "title": "Source Url"
        },
        "description": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Description",
          "default": null
        },
        "series_code": {
          "type": "string",
          "title": "Series Code"
        },
        "source_note": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Source Note",
          "default": null
        },
        "source_unit": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Source Unit",
          "default": null
        },
        "source_organization": {
          "anyOf": [
            {
              "type": "string"
            },
            {
              "type": "null"
            }
          ],
          "title": "Source Organization",
          "default": null
        },
        "available_dimensions": {
          "type": "array",
          "items": {
            "type": "string"
          },
          "title": "Available Dimensions"
        }
      }
    },
    "ObservationResult": {
      "type": "object",
      "title": "ObservationResult",
      "required": [
        "metadata",
        "observations"
      ],
      "properties": {
        "query": {
          "type": "object",
          "title": "Query",
          "additionalProperties": true
        },
        "metadata": {
          "$ref": "#/$defs/IndicatorMetadata"
        },
        "warnings": {
          "type": "array",
          "items": {
            "type": "string"
          },
          "title": "Warnings"
        },
        "observations": {
          "type": "array",
          "items": {
            "$ref": "#/$defs/Observation"
          },
          "title": "Observations"
        }
      }
    }
  },
  "title": "ComparisonResult",
  "required": [
    "series"
  ],
  "properties": {
    "series": {
      "type": "array",
      "items": {
        "$ref": "#/$defs/ObservationResult"
      },
      "title": "Series"
    },
    "source_errors": {
      "type": "array",
      "items": {
        "$ref": "#/$defs/SourceError"
      },
      "title": "Source Errors"
    },
    "comparability_warnings": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "title": "Comparability Warnings"
    }
  }
}

Prompts

0 advertised

No prompt definitions available.

Resources

0 advertised

No resource definitions available.

30-day availability

Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.

Successful checks: 1 of 1 (100%)
Average latency: 1789 ms
95th percentile latency: 1789 ms

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

Nov 7, 2026, 1:16 AM UTC · probe · passed · 1789 ms · metadata changed · 10 tool(s), 0 resource(s), 0 resource template(s), 0 prompt(s)

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers the remote server. Use --scope project to write .mcp.json for the repo.

Claude Code configuration

claude mcp add --transport http development-indicators-mcp https://indicatorsmcp.impactengines.ai/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).

Codex configuration

codex mcp add development-indicators-mcp --url https://indicatorsmcp.impactengines.ai/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable development-indicators-mcp in your MCP settings.

Cursor configuration

{
  "mcpServers": {
    "development-indicators-mcp": {
      "url": "https://indicatorsmcp.impactengines.ai/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).

Cline configuration

{
  "mcpServers": {
    "development-indicators-mcp": {
      "type": "streamableHttp",
      "url": "https://indicatorsmcp.impactengines.ai/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start development-indicators-mcp and inspect its tools.

VS Code configuration

{
  "servers": {
    "development-indicators-mcp": {
      "type": "http",
      "url": "https://indicatorsmcp.impactengines.ai/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.

Gemini CLI configuration

gemini mcp add --transport http development-indicators-mcp https://indicatorsmcp.impactengines.ai/mcp

Claude Desktop

Open Claude Settings > Connectors > Add custom connector, enter this server URL and enable it for the conversation. This is a manual remote-connector handoff, not a desktop JSON configuration.

Claude Desktop configuration

https://indicatorsmcp.impactengines.ai/mcp

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.

Windsurf configuration

{
  "mcpServers": {
    "development-indicators-mcp": {
      "serverUrl": "https://indicatorsmcp.impactengines.ai/mcp"
    }
  }
}

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Development Indicators MCP

Endpoint and access

What its tools do

Not annotated (10)

Checks and signals

What you can do with it

Source and maintenance

Protocol and capabilities

Server-provided instructions

Tools

Prompts

Resources

30-day availability

Maintenance history

Connect from your client

Claude Code

Codex

Cursor

Cline

VS Code

Gemini CLI

Claude Desktop

Windsurf

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