r3dz4r/datapulse-my

**Live dashboard:** https://www.data-pulse.my
**Open in Google Colab:**
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> **🤖 AI-agent-ready** — Wire DataPulse into Claude Desktop, Cursor, Cline, or
> any MCP-compatible client with one config block. Your agent gets
>
**440 official Malaysian datasets** — including **30 GTFS transit feeds (KTMB,
Prasarana, BAS.MY)** — with declared licences and an honest ten-status trust
taxonomy instead of a blanket green checkmark.
>
> → Connect your AI agent in 30 seconds
This is DataPulse
When an AI quote is wrong, it is often wrong because the **underlying data was
stale, mis-licensed, or unverifiable** — not because the model hallucinated.
An official-looking page does not tell an agent when the dataset behind it last
updated, who published it, whether it may legally be reused, or whether the
observation can be reproduced by a second party.
DataPulse is an open, read-only verification layer for Malaysian public data. It continuously observes Malaysia's official open datasets — those published through data.gov.my, Bank Negara Malaysia, DOSM, the Department of Environment, the Ministry of Health, KPDN and MET Malaysia — and publishes machine-readable evidence about each one: whether the source is reachable, how fresh its content is, which licence applies, whether its structure or record count has changed, and when the observation was signed. Every dataset carries one of ten explicit statuses instead of a blanket green tick, and each published observation can be checked by a third party: receipts are signed, the signing keys are published with validity windows and rotation history, and a single-file verifier reproduces the check with no DataPulse installation. DataPulse does not replace the official source and does not certify that a publisher's data is substantively correct — it makes the condition of the source observable, and the observation reproducible.
**440 official datasets**
What we do, simply
- **We watch the sources.** A scheduled probe revisits each dataset under its
declared cadence and records what it actually finds — reachability, an honest
freshness signal, schema shape, record counts, and collection quirks.
- **We state the truth plainly.** Instead of a blanket green checkmark, each
dataset carries one of ten honest health statuses (fresh, aging, stale,
discontinued, degraded, browser-dependent, unreachable, unknown,
unknown-freshness, reference). A dataset that cannot be proven fresh is
labelled unknown-freshness — not silently treated as healthy.
- **We publish evidence, not just claims.** Each dated observation is signed
and recorded to an immutable public log, so you can verify *when* DataPulse
observed the source and that the record has not been altered.
- **We make it machine-readable first.** The whole portfolio is discoverable
from one index and queryable over a read-only MCP server, so an agent receives
the same freshness, licence, and provenance signal a careful human reviewer
would.
Who this serves
- **AI builders and agent developers**, who want a model to check a Malaysian
figure's freshness and licence before it cites the number — without building a
bespoke integration or trusting a scraping pipeline.
- **Researchers, analysts, and journalists**, who need to ground coursework,
a thesis, a dashboard, or a published figure in data whose currency and licence
they can actually verify.
- **Compliance and regulatory-monitoring teams**, who must keep a tamper-evident
trail that an official figure was checked at a known time before it reached a
product or a public statement.
- **Civic technologists and public servants**, who want a transparent,
reproducible view of how discoverable and reliably described public data is.
Why you can trust the verification
Three independent, checkable layers. You do not have to take DataPulse's word —
you can verify each with the published public key, the public Git source record,
and the public transparency log:
| Layer | What it proves | How to check it yourself |
|---|---|---|
| **Signed envelope** | Each per-dataset observation is **Ed25519-signed** over its exact content by a key in the published registry | python3 scripts/verify_external.py |