read_dataset
shallowio.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.
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
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | not applicable |
Tool details
- Transport
- remote
- Credential class
- open
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-10-20 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 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.
[](https://vouch.tools/tools/58db5c88-104b-40e4-9ea1-c14c2974dbd9)