search_datasets

shallow

io.github.kylehawke-stack/locationlists · Verify this server

Find LocationLists datasets by brand, kind of business or industry (e.g. 'bobcat', 'restaurants', 'bank branches', 'dental practices', 'hardware stores'). Returns EVERY matching dataset, best first, with slug, name, business type, industry, record count, coverage, whether it can be searched by distance (distanceSearch), and page URL. A kind of business or an industry in the query matches every dataset of that kind, and `kinds` names it as a category that count_locations can combine into one answer. Each brand or chain is its own dataset. After finding one you can filter it by city, state, zip, any column, or a radius around a place (e.g. within 25 miles of Los Angeles, CA) when it has coordinates: use count_locations for how many match, and get_sample with the same filters to preview matching rows. Both are free. To cover several chains near one place, pass datasets or category and a total to count_locations, and you get one answer, one price and one file.

100.0/100

2 trials · measured 22 days ago

search_datasets scores 100.0/100 on Vouch's measured behaviour index, from 2 real invocation trials against io.github.kylehawke-stack/locationlists, measured 16 Sept 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
self-provisionable
Input schema
not declared
Output schema
not declared
Side-effect classification
read-only— Heuristically read-only-eligible (readonly-heuristic.ts) and sample-called by the Phase 0 census shallow probe.

Score history

DayScoreTierMethodology
2026-09-16100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1
sample_callpass: 1

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

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Vouch score: search_datasets
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search_datasets — Vouch