lookup_by_category

shallow

com.adrianhomelab/leadgen-onrc · Verify this server

Find companies by business category / topic, not by name. A curated topic (e.g. 'artificial intelligence', 'cybersecurity', 'climate', 'software', 'retail') maps to the set of CAEN activity codes that constitute it, spanning both CAEN rev2 and rev3. Companies whose registered CAEN falls in the topic's code set are returned, newest registration first, with the same company-result shape as lookup_business. Args: topic: A topic or category (case/space/diacritic-insensitive). county: Optional county name to narrow to (diacritic-insensitive). max_results: Maximum number of companies to return (1-100).

100.0/100

1 trials · measured 40 days ago

lookup_by_category scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.adrianhomelab/leadgen-onrc, measured 11 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
open
Category
Finance & compliance
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-09-11100.0shallowv0.2.0

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: lookup_by_category
[![Vouch score](https://vouch.tools/api/tools/51cf6976-d783-4363-9ccb-9b635eabe7ce/badge.svg)](https://vouch.tools/tools/51cf6976-d783-4363-9ccb-9b635eabe7ce)
lookup_by_category — Vouch