ZBS Index What actually exists in applied AI, with the source next to it

mcp server

DataPulse MY

Read-only discovery for 122 Malaysian public datasets with freshness, licence, and provenance.

Description as published by the maintainer. Source

  • version 1.0.0
  • active

active — Registry entry last updated 2026-08-03.

What this server can do

5 functions, named and described by the server itself. Parameter names are shown because they say more about what a function does than its name usually does.

find_by_licence(licence)
Return all datasets with the given licence, summarised. Use to enumerate what's available under a specific licence for compliance/reuse scoping. Required: licence.
find_stale(max_age_hours)
Return datasets whose status is aging, stale, or degraded, plus datasets missing from the latest health snapshot. Use when an agent needs to know which data has a freshness or schema-validity risk.
get_dataset(dataset_id)
Return full detail for one dataset id, including its latest health status and last-verified timestamp, content_freshness_date, and freshness_signal_source (last_modified, content_parse, or none). Use to fetch the provenance/citation metadata for a dataset found via search_datasets and distinguish unknown-freshness from proven stale data. Required: dataset_id.
get_provenance(dataset_ids)
Return citation-ready provenance metadata for the listed dataset ids: source steward, licence (with URL), source URL, access method (curl/Camofox), last-verified timestamp. Use when an agent needs to cite DataPulse MY data in a response and must include proper attribution and licence. Required: dataset_ids.
search_datasets(limit, query, source, licence)
Search DataPulse MY's 385 Malaysian public datasets by natural-language query. Filter by licence (e.g. 'CC BY 4.0', 'Open Government Licence (Malaysia)') or source ('OpenDOSM', 'data.gov.my', 'MET Malaysia', etc.). Returns ranked matches: id, title, source, licence, status, score. Use when an agent needs to find datasets covering a topic, by an agency, or under a specific licence. Required: query.

Last successful function declaration observed on . Source: https://mcp.data-pulse.my/mcp. We list what the server declared; we do not call any of these functions.

Endpoint status observed on . Source: https://mcp.data-pulse.my/mcp.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Signal Value What it measures Window Observed Source
Latest published version 1.0.0 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-08-03 When the registry record was last updated by its maintainer. point in time Model Context Protocol
First listed in the MCP Registry 2026-08-03 Date this server was first published to the official MCP Registry. Not a usage or quality measure. point in time Model Context Protocol
mcp tools declared 5 tools Number of functions the server itself declared when asked to list them. This is what the server offers an agent, not a measure of how well any of them work. as of probe mcp.data-pulse.my
mcp endpoint status ok The server listed 5 functions when asked. as of probe mcp.data-pulse.my

Where to get it

This record as data

Every field on this page, with its source and observation date, is in the catalog JSON. Fetch the whole kind at once instead of parsing this HTML.

GET /api/v1/entries/mcp_server.json

Sources

  1. Tools declared by the MCP server at https://mcp.data-pulse.my/mcp — mcp.data-pulse.my, observed , trust tier 4.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.