Malaysia Data Engine

Official5 tools

by r3dz4r

Read-only NPRA pharmaceutical records and pipeline health for Malaysia (5 tools).

Model Context Protocol (MCP) Server: io.github.r3dz4r/malaysia-data-engine

This MCP server provides read-only access to NPRA pharmaceutical records and pipeline health data for Malaysia. It exposes 5 tools and is focused on retrieving information from these datasets without supporting write or mutation operations.

🛠️ Key Features

Read-only access to NPRA pharmaceutical records
Pipeline health data for Malaysia
5 tools exposed by the server

🚀 Use Cases

Query NPRA pharmaceutical record information for Malaysia
Retrieve pipeline health indicators related to Malaysia’s pharmaceutical pipeline

⚡ Developer Benefits

Clear, tool-based access pattern (5 tools)
Scope is limited to read-only records, reducing side effects

⚠️ Limitations

Read-only: cannot create or update records
Limited to Malaysia NPRA pharmaceutical records and pipeline health data

Captured live from the server via tools/list.

search_pharma

Search one NPRA category by its public searchable fields.

Parameters3

q	string	required	Case-insensitive substring to search for.
category	string	optional	NPRA category to search. Defaults to products.
limit	integer	optional	Maximum number of matching products to return. Default 20.

Raw schema

{
  "type": "object",
  "properties": {
    "q": {
      "description": "Case-insensitive substring to search for.",
      "maxLength": 200,
      "minLength": 2,
      "type": "string"
    },
    "category": {
      "default": "products",
      "description": "NPRA category to search. Defaults to products.",
      "enum": [
        "products",
        "cancelled",
        "manufacturers",
        "importers",
        "wholesalers"
      ],
      "type": "string"
    },
    "limit": {
      "default": 20,
      "description": "Maximum number of matching products to return. Default 20.",
      "maximum": 100,
      "minimum": 1,
      "type": "integer"
    }
  },
  "required": [
    "q"
  ],
  "additionalProperties": false
}

get_npra_record

Return one exact NPRA record, searching all categories by default.

Parameters2

reg_no	string	required	Exact NPRA registration number to look up (e.g. MAL16100027TCR).
category	any	optional	Filter the lookup to one NPRA category; defaults to searching all categories.

Raw schema

{
  "type": "object",
  "properties": {
    "reg_no": {
      "description": "Exact NPRA registration number to look up (e.g. MAL16100027TCR).",
      "maxLength": 200,
      "minLength": 1,
      "type": "string"
    },
    "category": {
      "anyOf": [
        {
          "enum": [
            "products",
            "cancelled",
            "manufacturers",
            "importers",
            "wholesalers"
          ],
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Filter the lookup to one NPRA category; defaults to searching all categories."
    }
  },
  "required": [
    "reg_no"
  ],
  "additionalProperties": false
}

find_recent_changes

Return deduplicated changes from the dated pipeline delta artefacts.

Parameters2

window_days	integer	optional	Number of days back to include registry changes. Default 7.
category	any	optional	Filter changes to one category; all categories by default.

Raw schema

{
  "type": "object",
  "properties": {
    "window_days": {
      "default": 7,
      "description": "Number of days back to include registry changes. Default 7.",
      "maximum": 30,
      "minimum": 1,
      "type": "integer"
    },
    "category": {
      "anyOf": [
        {
          "enum": [
            "products",
            "cancelled",
            "manufacturers",
            "importers",
            "wholesalers"
          ],
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Filter changes to one category; all categories by default."
    }
  },
  "required": [],
  "additionalProperties": false
}

get_pharma_health

Return the pipeline-produced pharma health document verbatim.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {},
  "additionalProperties": false
}

find_by_manufacturer

Find products and related NPRA records for a manufacturer-name substring.

Parameters1

name

string

required

Manufacturer-name substring to search for (case-insensitive).

Raw schema

{
  "type": "object",
  "properties": {
    "name": {
      "description": "Manufacturer-name substring to search for (case-insensitive).",
      "maxLength": 200,
      "minLength": 2,
      "type": "string"
    }
  },
  "required": [
    "name"
  ],
  "additionalProperties": false
}

Install

Tools (5)

search_pharmaget_npra_recordfind_recent_changesget_pharma_healthfind_by_manufacturer

Remote endpoint

Streamable HTTP

Hosted server - connect over the network, no local install.

url

https://mcp.data-pulse.my/engine

Add to VS Code Add to Cursor

claude_desktop_config.json

json

{
  "mcpServers": {
    "malaysia-data-engine": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://mcp.data-pulse.my/engine"
      ]
    }
  }
}

Desktop config is stdio-only; this bridges via mcp-remote. Native remote: Settings > Connectors.

Model Context Protocol (MCP) Server: io.github.r3dz4r/malaysia-data-engine

🛠️ Key Features

🚀 Use Cases

⚡ Developer Benefits

⚠️ Limitations

search_pharma

get_npra_record

find_recent_changes

get_pharma_health

find_by_manufacturer

Install

Remote endpoint

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