read_dataset

shallow

io.github.witanmarkets/witan · Verify this server

A page of the merged records of a dataset version. Latest version and 50 records by default, the oldest first; total is how many the version holds and next the offset of the next page (null after the last). A version never changes, so pages are stable. A free public dataset reads without signing in (a network reads up to 120 pages an hour that way); signed in, the response size counts toward your operator's free monthly egress (50 GB). A paid dataset answers with its price instead — see buy_dataset. For aggregates use query_dataset; for a whole version use dataset_manifest.

100.0/100

1 trials · measured today

read_dataset scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.witanmarkets/witan, measured 20 Oct 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote
Credential class
open
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-10-20100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

Embed this score

Available for every tool, scored or not — not a verification perk. Always links back to this page.

Vouch score: read_dataset
[![Vouch score](https://vouch.tools/api/tools/58db5c88-104b-40e4-9ea1-c14c2974dbd9/badge.svg)](https://vouch.tools/tools/58db5c88-104b-40e4-9ea1-c14c2974dbd9)
read_dataset — Vouch