list_topics

shallow

tech.buildfeed/buildfeed · Verify this server

List canonical topic clusters from the full BuildFeed archive, grouped into stable families such as AI & Models, Building, Product, Startups, and Industry. Returns video counts, aliases, content-type distribution, and audience labels.

100.0/100

1 trials · measured 2 days ago

list_topics scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against tech.buildfeed/buildfeed, 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: list_topics
[![Vouch score](https://vouch.tools/api/tools/56290fb2-67c5-419e-a9f7-afc930ef8cb9/badge.svg)](https://vouch.tools/tools/56290fb2-67c5-419e-a9f7-afc930ef8cb9)
list_topics — Vouch