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MCP live MCP 2026-07-28 streamable-http

DataPulse MY

io.github.r3dz4r/datapulse-my

Read-only discovery for 389 Malaysian public datasets with freshness, licence, and provenance.

Uptime
100.0%
1 direct probes · 30d
Response
1517ms
last probe
Tools
18
callable
Resources
8
readable
Prompts
0
available
Primary URL
https://mcp.data-pulse.my/mcp

Tools · 18

search_datasets

Search DataPulse MY's 389 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 Mal…

get_dataset

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 …

find_stale

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.

find_anomalies

Return datasets flagged by the latest published anomaly detection (anomalies), ranked by how far the observed update interval exceeds its threshold. Optionally require a minimum publish-reliability gr…

find_deteriorating

Return datasets whose published freshness trend is deteriorating, ranked by staleness slope. Optionally require a minimum historical anomaly rate; includes pipeline-computed trend and reliability evid…

find_recovering

Return datasets whose published freshness trend is recovering, with the fastest staleness reductions first. Includes pipeline-computed trend and publish-reliability evidence.

find_unreliable

Return datasets whose evaluated publish-reliability grade is at or below a threshold (the unreliable ones), with the worst grades and lowest on-time percentages first. Reliability measures timeliness …

find_schema_drift

Return datasets with published structural or record-count drift evidence, ranked with structural changes first. Optionally require a minimum number of structural transitions; includes pipeline-compute…

check_reconciliation

Return the published cross-source reconciliation group for a dataset name or id, including per-member counts, dates, statuses, tolerances, and contextual deltas. A discrepancy requires human review an…

get_provenance

Return citation-ready provenance metadata for the listed dataset ids, plus compact pipeline-published evidence receipts: row probe time, HTTP status, request URL, access dependency, freshness source, …

get_evidence

Return the complete pipeline-published evidence receipt for one dataset id, including probe time, transport, access dependency, freshness, record-count, shape, tolerance, status, and anomaly fields. U…

verify_dataset

Verify one dataset before trust in a single read-only call. Returns dataset metadata, the published health and evidence rows, and a fail-closed Sigstore per-dataset receipt verification result with ar…

get_freshness_summary

Return a freshness-at-a-glance summary of the published catalogue: fresh, aging, stale, and reference counts plus the latest health check time.

verify_evidence

Perform a rate-limited live streamed GET for one direct-access dataset and compare transport receipts with the latest published evidence, e.g. verify_evidence('fuelprice'). Content dates, row counts, …

trust_verdict

Return published attestation facts, the unsigned methodology-versioned trust score, numeric components, and component_availability reasons, plus existing health/trend/drift/reconciliation evidence for…

verify_attestation

Verify a published Ed25519 probe attestation by canonical dataset id or safe relative digest reference, e.g. 'fuelprice' or 'attestations/2026-08-15/fuelprice.json'. L1 checks signature/key validity; …

find_by_licence

Return all datasets with the given licence, summarised. Use to enumerate what's available under a specific licence for compliance/reuse scoping.

usage_summary

Aggregate one buyer's audit-ledger usage for an inclusive ISO date range, e.g. 2026-08-01 to 2026-08-07. Returns `total_calls`, `by_tool`, `by_dataset`, `trust_distribution` (per-status counts of cite…

Resources · 8

dataset_index

Read first; lightweight list of all DataPulse MY dataset ids with current status, title, source, licence, and namespace.

datapulse://index
anomaly_resource

Datasets flagged by the latest published anomaly detection, ranked by severity with pipeline-computed evidence.

datapulse://anomalies
trend_resource

Published per-dataset freshness trends and publish-reliability evidence, including methodology and aggregate counts.

datapulse://trends
reliability_summary

Live count of DataPulse MY datasets by evaluated publish-reliability grade; reliability is timeliness, not uptime.

datapulse://reliability
drift_resource

Published per-dataset schema and record-count drift evidence, including methodology and aggregate verdict counts.

datapulse://drift
reconciliation_resource

Published cross-source reconciliation groups with pairwise count, date, status, tolerance, and verdict evidence.

datapulse://reconciliation
attestation_resource

Latest signed probe attestation index and daily chain head.

datapulse://attestations
licence_summary

Live count of DataPulse MY datasets grouped by licence.

datapulse://licences

How to use

Add to your Claude Desktop / Cursor / Cline MCP config:

{
  "mcpServers": {
    "datapulse_my": {
      "url": "https://mcp.data-pulse.my/mcp",
      "transport": "streamable-http"
    }
  }
}