caliper_datasets_generate_items

shallow

ai.zerowidth/caliper · Verify this server

Appends model-written items to an EXISTING dataset, in the style of what's already there (existing items are the few-shot examples; the output shape matches theirs unless overridden). Use to widen coverage when the user says 'more like these' or 'add edge cases'; write them by hand with caliper_datasets_add_items when the scenarios are known. SPENDS workspace inference credit, so it sits behind the approval gate — say so. Existing items and their ratings are untouched.

100.0/100

1 trials · measured 1 day ago

caliper_datasets_generate_items scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against ai.zerowidth/caliper, 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: caliper_datasets_generate_items
[![Vouch score](https://vouch.tools/api/tools/a382d2eb-6183-4eaf-9136-260c5451ee57/badge.svg)](https://vouch.tools/tools/a382d2eb-6183-4eaf-9136-260c5451ee57)
caliper_datasets_generate_items — Vouch