search_videos

shallow

tech.buildfeed/buildfeed · Verify this server

Full-text search over BuildFeed's curated AI/startup/VC YouTube video library. Scores videos by keyword match across title, topics, TLDR summary, channel name, and key takeaways, ranked by relevance (then recency). Use this when the user asks about a specific topic, person, product, or company and you need to find relevant videos with summaries — not when you just want to browse everything (use list_videos for that instead).

100.0/100

2 trials · measured today

search_videos scores 100.0/100 on Vouch's measured behaviour index, from 2 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
read-only— Heuristically read-only-eligible (readonly-heuristic.ts) and sample-called by the Phase 0 census shallow probe.

Score history

DayScoreTierMethodology
2026-10-20100.0shallowv0.2.0

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_videos
[![Vouch score](https://vouch.tools/api/tools/5b604656-6668-4bfd-9a7b-0e5a35d8b1fc/badge.svg)](https://vouch.tools/tools/5b604656-6668-4bfd-9a7b-0e5a35d8b1fc)
search_videos — Vouch