DataPulse

Name: DataPulse
Author: r3dz4r

MCP serverMCP

Read-only discovery for 425 Malaysian public datasets with freshness, licence, and provenance.

by r3dz4rrepository ↗homepage ↗v3.51.5

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Agents can do it too: POST https://wellknown.network/api/v1/claims with {"agent":"datapulse-my","method":"well_known_file"} — machine-readable steps at claim.json, guide at /docs/claim.

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Evidence

Everything here was measured by our prober or read from a registry. Nothing is self-reported.

30-day availability107/107 checks ok

when	check	result	http	latency	detail
6 h ago	mcp initialize	ok	200	1209 ms	server DataPulse v4.0.0b3+d72cf35 · protocol 2025-06-18 · 19 tools
13 h ago	mcp initialize	ok	200	523 ms	server DataPulse v4.0.0b3+d72cf35 · protocol 2025-06-18 · 19 tools
20 h ago	mcp initialize	ok	200	532 ms	server DataPulse v4.0.0b3+d72cf35 · protocol 2025-06-18 · 19 tools
27 h ago	mcp initialize	ok	200	550 ms	server DataPulse v4.0.0b3+d72cf35 · protocol 2025-06-18 · 19 tools
33 h ago	mcp initialize	ok	200	586 ms	server DataPulse v4.0.0b3+d72cf35 · protocol 2025-06-18 · 19 tools
2 d ago	mcp initialize	ok	200	559 ms	server DataPulse v4.0.0b3+d72cf35 · protocol 2025-06-18 · 19 tools
2 d ago	mcp initialize	ok	200	746 ms	server DataPulse v4.0.0b3+d72cf35 · protocol 2025-06-18 · 19 tools
2 d ago	mcp initialize	ok	200	554 ms	server DataPulse v4.0.0b3+d72cf35 · protocol 2025-06-18 · 19 tools
3 d ago	mcp initialize	ok	200	559 ms	server DataPulse v4.0.0b3+d72cf35 · protocol 2025-06-18 · 19 tools
3 d ago	mcp initialize	ok	200	550 ms	server DataPulse v4.0.0b3+d72cf35 · protocol 2025-06-18 · 19 tools

Tools observed via MCP handshake

search_datasets — Use for discovery only: find DataPulse's 425 Malaysian public datasets by topic, source, or licence—for example, 'Malaysian public data inflation', licence and
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
get_data_passport — Return one bounded, machine-readable Dataset Passport v1 for a canonical dataset ID. It reads the published Passport artifact only; it does not fetch an upstrea
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
find_anomalies — Return datasets flagged by the latest published anomaly detection (anomalies), ranked by how far the observed update interval exceeds its threshold. Optionally
find_deteriorating — Return datasets whose published freshness trend is deteriorating, ranked by staleness slope. Optionally require a minimum historical anomaly rate; includes pipe
find_recovering — Return datasets whose published freshness trend is recovering, with the fastest staleness reductions first. Includes pipeline-computed trend and publish-reliabi
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
find_schema_drift — Return datasets with published structural or record-count drift evidence, ranked with structural changes first. Optionally require a minimum number of structura
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
get_provenance — Use when asked 'can I cite this source?', for licence and attribution, or for citation-ready provenance. Returns source, steward, licence/attribution context, c
get_evidence — Use for a deep evidence audit or to inspect a provenance and evidence receipt. Returns the complete published evidence receipt for one dataset: probe time, tran
verify_dataset — This is the preferred single-call pre-trust check for 'is this dataset current?', stale, unknown-freshness, degraded, or browser-dependent questions, and whenev
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. Use it for catal
verify_evidence — Use when a fresh, rate-limited live-vs-published comparison is needed for a direct-access dataset, for example after asking whether a government dataset is reac
trust_verdict — Return published attestation facts, the unsigned methodology-versioned trust score, numeric components, and component_availability reasons, plus existing health
verify_attestation — Use to verify a signed published probe attestation after an evidence audit. Returns L1 signature, key, time, and chain-link checks; optional L2 replay of daily
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. Use it to enume
usage_summary — Aggregate anonymous tool usage for an inclusive ISO date range, e.g. 2026-08-01 to 2026-08-07. Returns `total_calls`, `by_outcome`, `by_tool`, `by_dataset`, `tr

Provenance

Where this record came from

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Official MCP Registryio.github.r3dz4r/datapulse-my

first seen 1 mo ago · fetched 2 d agoopen ↗

Field history (12 recent events)

2 d ago · declared · summary → "Read-only discovery for 425 Malaysian public datasets with freshness, licence, and provenance."
2 d ago · declared · version → "3.51.5"
2 d ago · declared · description → "Read-only discovery for 425 Malaysian public datasets with freshness, licence, and provenance."
5 d ago · declared · version → "3.48.0"
8 d ago · declared · version → "3.44.1"
10 d ago · declared · version → "3.43.0"
13 d ago · declared · version → "3.41.0"
15 d ago · declared · version → "3.36.2"
18 d ago · declared · version → "3.35.0"
20 d ago · declared · version → "3.29.0"
23 d ago · declared · version → "3.23.3"
25 d ago · declared · version → "3.8.1"

DataPulse

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Evidence

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Capabilities

Where this record came from