B
Emerging
89/100
2 hours ago

datapulse-my

Trust layer for 375 Malaysian public datasets. Independent probes every 15 min, 10-status taxonomy, machine-readable licence metadata, read-only MCP. No API key.

Emerging. No concerning findings. Grades remain capped until the project builds reputation through adoption. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

How we verified

Code Verified⚡ Live Monitored

Monitored 4 days · every push re-verified

Who stands behind it

gmail.com (@r3dz4r) · Ownership Verified

Source: Glama

Maintenance & responsiveness
as of 2026-08-19
Issue response: no maintainer replies in sample
Issues closed (90d): 1 · 6 open
Releases (90d): 7
Active contributors (6mo): 1

Install from

M8ven verifies MCPs across every public registry — install directly from whichever one you prefer.

// key findings
16 tools verified — handlers match their declared behaviour
5 read-only tools verified — handlers contain no write/delete/exec
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
Are you the publisher? Confirm or correct these findings.
// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
configDATAPULSE_MCP_SOURCE_SHA
configDATAPULSE_MCP_SOURCE_DATE
configDATA_BASE
configMCP_HOST
configMCP_PORT
configDATAPULSE_USAGE_DIR
configDATAPULSE_API_ROOT
configDATAPULSE_API_BIND_HOST
configDATAPULSE_API_KEY_SALT
configDATAPULSE_TELEMETRY_FILE
configDATAPULSE_CYCLE
configDATAPULSE_REPO_ROOT
configFAKE_DATE
configDATAPULSE_POLICY_FILE
// quality suggestions

Tool annotations

5/16 tools have annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

11/16 tools missing one or more hints — _find_stale_tool (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); _find_anomalies_tool (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); _find_deteriorating_tool (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +8 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

Tool test coverage

6/16 tools referenced in tests (38%)

Write tests that reference each tool by name so every tool has at least one test.

// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/r3dz4r-datapulse-my-fsfgq3)](https://m8ven.ai/mcp/r3dz4r-datapulse-my-fsfgq3)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: 4f868d5323391a398aadca62b3a550d044526761
code hash: 2ee618ca902efc1d67e1ae98fd23322376a5bea7b8506854cf0822d42c35aaf7
verified: 8/19/2026, 3:53:55 PM
view raw JSON →
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