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# Directory Structure
```
├── .eslintrc.json
├── .github
│ └── workflows
│ └── deploy-vps.yml
├── .gitignore
├── .npmignore
├── .prettierrc
├── .smithery
│ └── index.cjs
├── deploy
│ ├── DEPLOYMENT.md
│ └── nginx-mcp.conf
├── docker-compose.yml
├── Dockerfile
├── index.js
├── LICENSE
├── malaysia_open_data_mcp_plan.md
├── mcp-server.js
├── package-lock.json
├── package.json
├── PROMPT.md
├── README.md
├── response.txt
├── scripts
│ ├── build.js
│ ├── catalogue-index.d.ts
│ ├── catalogue-index.js
│ ├── catalogue-index.ts
│ ├── dashboards-index.d.ts
│ ├── dashboards-index.js
│ ├── deploy.js
│ ├── extract-dataset-ids.js
│ ├── extracted-datasets.js
│ ├── index-catalogue-files.cjs
│ ├── index-dashboards.cjs
│ └── update-tool-names.ts
├── smithery.yaml
├── src
│ ├── api
│ │ ├── catalogue.js
│ │ ├── client.js
│ │ ├── dosm.js
│ │ ├── transport.js
│ │ └── weather.js
│ ├── catalogue.tools.ts
│ ├── dashboards.tools.ts
│ ├── datacatalogue.tools.ts
│ ├── dosm.tools.ts
│ ├── firebase-analytics.ts
│ ├── flood.tools.ts
│ ├── gtfs.tools.ts
│ ├── http-server.ts
│ ├── index.cjs
│ ├── index.js
│ ├── index.ts
│ ├── parquet.tools.ts
│ ├── tools
│ │ ├── catalogue.js
│ │ ├── dosm.js
│ │ ├── test.js
│ │ ├── transport.js
│ │ └── weather.js
│ ├── transport.tools.ts
│ ├── types.d.ts
│ ├── unified-search.tools.ts
│ ├── utils
│ │ ├── query-builder.js
│ │ └── tool-naming.ts
│ └── weather.tools.ts
├── TOOLS.md
└── tsconfig.json
```
# Files
--------------------------------------------------------------------------------
/scripts/dashboards-index.js:
--------------------------------------------------------------------------------
```javascript
// Generated from local dashboard files
// Timestamp: 2025-07-27T04:37:56.417Z
// Total dashboards: 71
export const DASHBOARDS_INDEX = [
{
"dashboard_name": "bed_util",
"data_last_updated": "2024-09-07 01:00",
"data_next_update": "2024-09-08 01:00",
"route": "/dashboard/hospital-bed-utilisation,/ms-MY/dashboard/hospital-bed-utilisation",
"sites": [
"kkmnow"
],
"manual_trigger": "2023-11-22 06:53:16.74966",
"required_params": [],
"optional_params": [],
"charts": {
"choropleth_malaysia": {
"name": "choropleth_malaysia",
"chart_type": "choropleth_chart",
"chart_source": "https://storage.data.gov.my/dashboards/bedutil_choropleth_state.parquet",
"data_as_of": "2024-09-06 23:59",
"api_type": "static",
"api_params": [],
"variables": {
"x": "state",
"y": [
"beds_nonicu",
"util_nonicu",
"beds_icu",
"util_icu",
"vent",
"util_vent"
]
}
},
"table_facility": {
"name": "table_facility",
"chart_type": "snapshot_chart",
"chart_source": "https://storage.data.gov.my/dashboards/bedutil_table_facility.parquet",
"data_as_of": "2024-09-06 23:59",
"api_type": "static",
"api_params": [],
"variables": {
"main_key": "state",
"replace_word": "",
"data": {
"data": [
"hospital",
"beds_nonicu",
"util_nonicu",
"beds_icu",
"util_icu",
"vent",
"util_vent"
]
}
}
},
"timeseries_dropdown": {
"name": "timeseries_dropdown",
"chart_type": "query_values",
"chart_source": "https://storage.data.gov.my/dashboards/bedutil_timeseries_facility.parquet",
"data_as_of": "2024-09-06 23:59",
"api_type": "dynamic",
"api_params": [],
"variables": {
"columns": [
"hospital"
]
}
},
"timeseries_facility": {
"name": "timeseries_facility",
"chart_type": "timeseries_chart",
"chart_source": "https://storage.data.gov.my/dashboards/bedutil_timeseries_facility.parquet",
"data_as_of": "2024-09-06 23:59",
"api_type": "dynamic",
"api_params": [
"hospital"
],
"variables": {
"keys": [
"hospital"
],
"rename_cols": {
"date": "x"
},
"value_columns": [
"x",
"beds_nonicu",
"util_nonicu",
"beds_icu",
"util_icu",
"vent",
"util_vent"
]
}
}
}
},
{
"dashboard_name": "birthday_popularity",
"data_last_updated": "2023-06-01 23:59",
"route": "/dashboard/birthday-explorer,/ms-MY/dashboard/birthday-explorer",
"sites": [
"datagovmy"
],
"manual_trigger": "",
"required_params": [
"state"
],
"optional_params": [],
"charts": {
"timeseries": {
"name": "timeseries",
"chart_type": "timeseries_chart",
"chart_source": "https://storage.data.gov.my/dashboards/birthday_timeseries.parquet",
"data_as_of": "2022-12-31 23:59",
"api_type": "dynamic",
"api_params": [
"state"
],
"variables": {
"keys": [
"state"
],
"rename_cols": {
"date": "x"
},
"value_columns": [
"x",
"births",
"rank"
]
}
},
"rank_table": {
"name": "rank_table",
"chart_type": "custom_chart",
"chart_source": "https://storage.data.gov.my/dashboards/birthday_rank.parquet",
"data_as_of": "2022-12-31 13:59",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"state",
"year"
],
"value_columns": [
"year_popular",
"year_rare"
]
}
}
}
},
{
"dashboard_name": "blood_donation",
"data_last_updated": "2025-07-27 05:00",
"data_next_update": "2025-07-28 05:00",
"route": "/dashboard/blood-donation,/ms-MY/dashboard/blood-donation",
"sites": [
"kkmnow"
],
"manual_trigger": "2023-11-22 06:53:16.74125",
"required_params": [
"state"
],
"optional_params": [],
"charts": {
"bar_chart_age": {
"name": "bar_chart_age",
"chart_type": "bar_chart",
"chart_source": "https://storage.data.gov.my/dashboards/blood_barchart_age.parquet",
"data_as_of": "2025-07-26 23:59",
"api_type": "dynamic",
"api_params": [
"state"
],
"variables": {
"keys": [
"state",
"period"
],
"rename_cols": {
"age_group": "x",
"new_donors": "y"
},
"x": "x",
"y": [
"y"
]
}
},
"bar_chart_time": {
"name": "bar_chart_time",
"chart_type": "bar_chart",
"chart_source": "https://storage.data.gov.my/dashboards/blood_barchart_time.parquet",
"data_as_of": "2025-07-26 23:59",
"api_type": "dynamic",
"api_params": [
"state"
],
"variables": {
"keys": [
"state",
"type"
],
"rename_cols": {
"period": "x",
"new_donors": "y"
},
"x": "x",
"y": [
"y"
]
}
},
"timeseries_all": {
"name": "timeseries_all",
"chart_type": "timeseries_chart",
"chart_source": "https://storage.data.gov.my/dashboards/blood_timeseries.parquet",
"data_as_of": "2025-07-26 23:59",
"api_type": "dynamic",
"api_params": [
"state"
],
"variables": {
"keys": [
"state",
"frequency"
],
"rename_cols": {
"date": "x",
"daily": "y"
},
"value_columns": [
"x",
"y"
]
}
},
"barchart_key_variables": {
"name": "barchart_key_variables",
"chart_type": "bar_meter",
"chart_source": "https://storage.data.gov.my/dashboards/blood_barcharts.parquet",
"data_as_of": "2025-07-26 23:59",
"api_type": "dynamic",
"api_params": [
"state"
],
"variables": {
"axis_values": [
{
"variable": "value"
}
],
"keys": [
"state",
"period",
"chart"
]
}
},
"choropleth_malaysia": {
"name": "choropleth_malaysia",
"chart_type": "choropleth_chart",
"chart_source": "https://storage.data.gov.my/dashboards/blood_choropleth_msia.parquet",
"data_as_of": "2025-07-26 23:59",
"api_type": "static",
"api_params": [],
"variables": {
"x": "state",
"y": [
"perc"
]
}
}
}
},
{
"dashboard_name": "bomba",
"data_last_updated": "2023-06-01 23:59",
"route": "/dashboard/fire-and-rescue,/ms-MY/dashboard/fire-and-rescue",
"sites": [
"datagovmy"
],
"manual_trigger": "2",
"required_params": [
"state"
],
"optional_params": [],
"charts": {
"timeseries": {
"name": "timeseries",
"chart_type": "timeseries_chart",
"chart_source": "https://dgmy-public-dashboards.s3.ap-southeast-1.amazonaws.com/bomba_timeseries.parquet",
"data_as_of": "2023-06-05 23:59",
"api_type": "dynamic",
"api_params": [
"state"
],
"variables": {
"keys": [
"state",
"frequency"
],
"rename_cols": {
"date": "x"
},
"value_columns": [
"x",
"fire",
"rescue",
"others",
"overall"
]
}
},
"timeseries_callout": {
"name": "timeseries_callout",
"chart_type": "custom_chart",
"chart_source": "https://dgmy-public-dashboards.s3.ap-southeast-1.amazonaws.com/bomba_timeseries_callout.parquet",
"data_as_of": "2023-06-05 23:59",
"api_type": "dynamic",
"api_params": [],
"variables": {
"keys": [
"state",
"chart",
"variable"
],
"value_columns": [
"value"
]
}
},
"choropleth": {
"name": "choropleth",
"chart_type": "choropleth_chart",
"chart_source": "https://dgmy-public-dashboards.s3.ap-southeast-1.amazonaws.com/bomba_choropleth_state.parquet ",
"data_as_of": "2023-05-16 23:59",
"api_type": "static",
"api_params": [],
"variables": {
"x": "state",
"y": [
"value"
],
"keys": [
"variable"
]
}
}
}
},
{
"dashboard_name": "bop",
"data_last_updated": "2025-05-16 12:00",
"data_next_update": "2025-08-15 12:00",
"route": "/dashboard/balance-of-payments,/ms-MY/dashboard/balance-of-payments",
"sites": [
"opendosm"
],
"manual_trigger": "2025-05-16 11:58:52.838710",
"required_params": [],
"optional_params": [],
"charts": {
"bop_snapshot": {
"name": "bop_snapshot",
"chart_type": "snapshot_chart",
"chart_source": "https://storage.dosm.gov.my/dashboards/bop_snapshot.parquet",
"data_as_of": "2025-Q1",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"date"
],
"main_key": "variable",
"replace_word": "",
"data": {
"data": [
"net",
"credit",
"debit"
]
}
}
},
"timeseries": {
"name": "timeseries",
"chart_type": "timeseries_chart",
"chart_source": "https://storage.dosm.gov.my/dashboards/bop_timeseries.parquet",
"data_as_of": "2025-Q1",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"chart_type"
],
"rename_cols": {
"date": "x"
},
"value_columns": [
"x",
"bop",
"ca",
"ca_goods",
"ca_services",
"ca_primary",
"ca_secondary",
"ka",
"fa",
"fa_dia",
"fa_pi",
"fa_derivatives",
"fa_other",
"neo",
"recession"
]
}
},
"timeseries_callout": {
"name": "timeseries_callout",
"chart_type": "custom_chart",
"chart_source": "https://storage.dosm.gov.my/dashboards/bop_timeseries_callout.parquet",
"data_as_of": "2025-Q1",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"chart_type",
"chart"
],
"value_columns": [
"latest",
"change"
]
}
}
}
},
{
"dashboard_name": "business_creation",
"data_last_updated": "2023-08-21 23:59",
"route": "/dashboard/business-creation-destruction,/ms-MY/dashboard/business-creation-destruction",
"sites": [
"datagovmy"
],
"manual_trigger": "",
"required_params": [
"state"
],
"optional_params": [],
"charts": {
"timeseries": {
"name": "timeseries",
"chart_type": "timeseries_chart",
"chart_source": "https://storage.data.gov.my/dashboards/ssm_timeseries.parquet",
"data_as_of": "2023-08-21 23:59",
"api_type": "dynamic",
"api_params": [
"state"
],
"variables": {
"keys": [
"state",
"frequency"
],
"rename_cols": {
"date": "x"
},
"value_columns": [
"x",
"reg_llp",
"reg_roc",
"reg_rob",
"death_llp",
"death_roc",
"death_rob"
]
}
},
"timeseries_callout": {
"name": "timeseries_callout",
"chart_type": "custom_chart",
"chart_source": "https://storage.data.gov.my/dashboards/ssm_timeseries_callout.parquet",
"data_as_of": "2023-08-21 23:59",
"api_type": "dynamic",
"api_params": [
"state"
],
"variables": {
"keys": [
"state",
"chart"
],
"value_columns": [
"this_year"
]
}
}
}
},
{
"dashboard_name": "car_popularity",
"data_last_updated": "2025-07-11 16:13",
"data_next_update": "2025-08-11 16:00",
"route": "/dashboard/car-popularity,/ms-MY/dashboard/car-popularity",
"sites": [
"datagovmy"
],
"manual_trigger": "2025-07-11 16:04:21.886496",
"required_params": [],
"optional_params": [
"maker",
"model"
],
"charts": {
"vehicle_timeseries": {
"name": "timeseries",
"chart_type": "timeseries_chart",
"chart_source": "https://storage.data.gov.my/dashboards/vehicles_timeseries.parquet",
"data_as_of": "2025-06-30 23:59",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"frequency"
],
"rename_cols": {
"date": "x"
},
"value_columns": [
"x",
"bus",
"car",
"lorry",
"motorcycle",
"other",
"van"
]
}
},
"vehicle_timeseries_callout": {
"name": "timeseries_callout",
"chart_type": "custom_chart",
"chart_source": "https://storage.data.gov.my/dashboards/vehicles_timeseries_callout.parquet",
"data_as_of": "2025-06-30 23:59",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"chart_type"
],
"value_columns": [
"latest",
"alltime"
]
}
},
"top_makers": {
"name": "top_makers",
"chart_type": "metrics_table",
"chart_source": "https://storage.data.gov.my/dashboards/car_popularity_makers.parquet",
"data_as_of": "2025-06-30 23:59",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"date"
],
"value_columns": [
"maker",
"vehicles"
]
}
},
"top_models": {
"name": "top_models",
"chart_type": "metrics_table",
"chart_source": "https://storage.data.gov.my/dashboards/car_popularity_models.parquet",
"data_as_of": "2025-06-30 23:59",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"date"
],
"value_columns": [
"maker",
"model",
"vehicles"
]
}
},
"timeseries": {
"name": "timeseries",
"chart_type": "timeseries_chart",
"chart_source": "https://storage.data.gov.my/dashboards/car_popularity_timeseries.parquet",
"data_as_of": "2025-06-30 23:59",
"api_type": "individual_chart",
"api_params": [
"maker",
"model"
],
"variables": {
"keys": [
"maker",
"model"
],
"rename_cols": {
"date": "x"
},
"constants": [
"x"
],
"value_columns": [
"cars"
]
}
},
"query_values": {
"name": "query_values",
"chart_type": "query_values",
"chart_source": "https://storage.data.gov.my/dashboards/car_popularity_timeseries.parquet",
"data_as_of": "2025-06-30 23:59",
"api_type": "dynamic",
"api_params": [],
"variables": {
"columns": [
"maker",
"model"
]
}
}
}
},
{
"dashboard_name": "composite_indices",
"manual_trigger": "2025-07-25 12:08:46.655602",
"data_last_updated": "2025-07-25 12:00",
"data_next_update": "2025-08-25 12:00",
"route": "/dashboard/composite-indices,/ms-MY/dashboard/composite-indices",
"sites": [
"opendosm"
],
"required_params": [],
"optional_params": [],
"charts": {
"timeseries": {
"name": "timeseries",
"chart_type": "timeseries_chart",
"chart_source": "https://storage.dosm.gov.my/dashboards/mei_timeseries.parquet",
"data_as_of": "2025-05",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"chart_type"
],
"rename_cols": {
"date": "x"
},
"value_columns": [
"x",
"leading",
"coincident",
"lagging",
"leading_diffusion",
"coincident_diffusion",
"flag_recession_business",
"flag_recession_growth"
]
}
},
"statistics": {
"name": "statistics",
"chart_type": "custom_chart",
"chart_source": "https://storage.dosm.gov.my/dashboards/mei_timeseries_callout.parquet",
"data_as_of": "2025-05",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"chart_type"
],
"value_columns": [
"callout1",
"callout2",
"callout3"
]
}
}
}
},
{
"dashboard_name": "construction",
"data_last_updated": "2025-05-09 12:00",
"data_next_update": "2025-08-11 12:00",
"route": "/dashboard/construction-statistics,/ms-MY/dashboard/construction-statistics",
"sites": [
"opendosm"
],
"manual_trigger": "2025-05-17 06:44:15.548170",
"required_params": [],
"optional_params": [],
"charts": {
"timeseries": {
"name": "timeseries",
"chart_type": "timeseries_chart",
"chart_source": "http://storage.dosm.gov.my/dashboards/construction_timeseries.parquet",
"data_as_of": "2025-Q1",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"chart_type"
],
"rename_cols": {
"date": "x"
},
"value_columns": [
"x",
"projects",
"value",
"recession"
]
}
},
"timeseries_callout": {
"name": "timeseries_callout",
"chart_type": "custom_chart",
"chart_source": "http://storage.dosm.gov.my/dashboards/construction_timeseries_callout.parquet",
"data_as_of": "2025-Q1",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"chart_type",
"chart"
],
"value_columns": [
"latest"
]
}
},
"timeseries_projowner": {
"name": "timeseries_projowner",
"chart_type": "timeseries_chart",
"chart_source": "https://storage.dosm.gov.my/dashboards/construction_projowner_timeseries.parquet",
"data_as_of": "2025-Q1",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"project_owner",
"chart_type"
],
"rename_cols": {
"date": "x"
},
"value_columns": [
"x",
"total",
"residential",
"non_residential",
"civileng",
"special",
"recession"
]
}
},
"timeseries_projowner_callout": {
"name": "timeseries_projowner_callout",
"chart_type": "custom_chart",
"chart_source": "https://storage.dosm.gov.my/dashboards/construction_projowner_timeseries_callout.parquet",
"data_as_of": "2025-Q1",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"project_owner",
"chart_type",
"chart"
],
"value_columns": [
"latest"
]
}
}
}
},
{
"dashboard_name": "consumer_price_index",
"data_last_updated": "2025-07-22 12:00",
"data_next_update": "2025-08-22 12:00",
"route": "/dashboard/consumer-prices,/ms-MY/dashboard/consumer-prices",
"sites": [
"opendosm"
],
"manual_trigger": "2025-02-11 10:45:08.473969",
"required_params": [],
"optional_params": [],
"charts": {
"bar_chart": {
"name": "bar_chart",
"chart_type": "bar_chart",
"chart_source": "https://storage.dosm.gov.my/dashboards/cpi_main_barchart.parquet",
"data_as_of": "2025-06",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"period",
"state"
],
"rename_cols": {
"variable": "x",
"value": "y"
},
"x": "x",
"y": [
"y"
]
}
},
"timeseries": {
"name": "timeseries",
"chart_type": "timeseries_chart",
"chart_source": "https://storage.dosm.gov.my/dashboards/cpi_main_timeseries.parquet",
"data_as_of": "2025-06",
"api_type": "static",
"api_params": [],
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]
}
},
"timeseries_callout": {
"name": "timeseries_callout",
"data_as_of": "2022-12-31 23:59",
"chart_type": "custom_chart",
"chart_source": "https://storage.data.gov.my/dashboards/weather_station_timeseries_callout.parquet",
"api_type": "dynamic",
"api_params": [
"station"
],
"variables": {
"keys": [
"station"
],
"value_columns": [
"rainfall",
"temperature"
]
}
}
}
},
{
"dashboard_name": "wellbeing",
"data_last_updated": "2023-12-01 12:00",
"data_next_update": "2024-12-05 12:00",
"route": "/dashboard/wellbeing,/ms-MY/dashboard/wellbeing",
"sites": [
"opendosm"
],
"manual_trigger": "",
"required_params": [
"state"
],
"optional_params": [],
"charts": {
"timeseries": {
"name": "timeseries",
"chart_type": "timeseries_chart",
"chart_source": "https://storage.dosm.gov.my/dashboards/wellbeing_state_timeseries.parquet",
"data_as_of": "2022",
"api_type": "dynamic",
"api_params": [
"state"
],
"variables": {
"keys": [
"state",
"chart_type"
],
"rename_cols": {
"date": "x"
},
"value_columns": [
"x",
"overall",
"economy",
"economy_transport",
"economy_comms",
"economy_educ",
"economy_income",
"economy_work",
"social",
"social_housing",
"social_entertainment",
"social_safety",
"social_participation",
"social_governance",
"social_culture",
"social_health",
"social_environment",
"social_family"
]
}
},
"timeseries_callout": {
"name": "timeseries_callout",
"chart_type": "custom_chart",
"chart_source": "https://storage.dosm.gov.my/dashboards/wellbeing_state_timeseries_callout.parquet",
"data_as_of": "2022",
"api_type": "dynamic",
"api_params": [
"state"
],
"variables": {
"keys": [
"state",
"chart"
],
"value_columns": [
"index",
"growth_yoy"
]
}
},
"choropleth_state": {
"name": "choropleth_state",
"chart_type": "choropleth_chart",
"chart_source": "https://storage.dosm.gov.my/dashboards/wellbeing_state_choropleth.parquet",
"data_as_of": "2022",
"api_type": "static",
"api_params": [],
"variables": {
"x": "state",
"y": [
"overall",
"economy",
"economy_transport",
"economy_comms",
"economy_educ",
"economy_income",
"economy_work",
"social",
"social_housing",
"social_entertainment",
"social_safety",
"social_participation",
"social_governance",
"social_culture",
"social_health",
"social_environment",
"social_family"
]
}
},
"heatmap": {
"name": "heatmap",
"chart_type": "heatmap_chart",
"chart_source": "https://storage.dosm.gov.my/dashboards/wellbeing_state_heattable.parquet",
"data_as_of": "2022",
"api_type": "dynamic",
"api_params": [
"state"
],
"variables": {
"keys": [
"state"
],
"x": "component",
"y": "year",
"z": "index"
}
}
}
},
{
"dashboard_name": "wholesale_retail_trade",
"data_last_updated": "2025-07-14 12:00",
"data_next_update": "2025-08-08 12:00",
"route": "/dashboard/wholesale-retail-trade,/ms-MY/dashboard/wholesale-retail-trade",
"sites": [
"opendosm"
],
"manual_trigger": "2024-02-21 10:53:21.853909",
"required_params": [],
"optional_params": [],
"charts": {
"timeseries": {
"name": "timeseries",
"chart_type": "timeseries_chart",
"chart_source": "https://storage.dosm.gov.my/dashboards/iowrt_timeseries.parquet",
"data_as_of": "2025-05",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"chart_type"
],
"rename_cols": {
"date": "x"
},
"value_columns": [
"x",
"total",
"wholesale",
"retail",
"motor",
"recession"
]
}
},
"statistics": {
"name": "statistics",
"chart_type": "custom_chart",
"chart_source": "https://storage.dosm.gov.my/dashboards/iowrt_timeseries_callout.parquet",
"data_as_of": "2025-05",
"api_type": "static",
"api_params": [],
"variables": {
"keys": [
"chart_type",
"chart"
],
"value_columns": [
"callout"
]
}
}
}
}
];
```