youtube_bulk_report

shallow

io.github.hermoso-ai/hermoso · Verify this server

THE ONLY PLACE YOUTUBE PUBLISHES THUMBNAIL IMPRESSIONS AND THUMBNAIL CTR. This is a different API from youtube_channel_report — YouTube’s bulk Reporting API — and for a product that generates thumbnails it is the number that says whether the thumbnail actually worked. Reports: thumbnails (impressions + CTR per video per day) · thumbnails_by_source (the same, split by traffic source, traffic source DETAIL, device and OS) · cards (per-card impressions, clicks and click rate by card_id) · end_screens (per end-screen element) · traffic_source (with the UNCAPPED traffic_source_detail — youtube_channel_report caps that at 25 rows) · basic. IT IS SCHEDULED, NOT ON-DEMAND, AND THIS IS THE ONE THING YOU MUST EXPLAIN TO THE USER: the first call SCHEDULES a job and returns NO DATA. YouTube then writes one CSV per 24-hour Pacific day — the first within 48 hours — plus a backfill of the 30 days before scheduling, and files expire after 60 days. It can NEVER answer about a period before the job existed, so "we have no thumbnail history yet" is a real and correct answer on day one. An unknown report name is refused with the list. Zero rows means missing data for that window, never zero impressions. Read-only, 0 credits.

100.0/100

1 trials · measured 8 days ago

youtube_bulk_report scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.hermoso-ai/hermoso, measured 25 Aug 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 + stdio
Credential class
gated
Category
Content & media
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-08-25100.0shallowv0.2.0

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.

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Vouch score: youtube_bulk_report
[![Vouch score](https://vouch.tools/api/tools/8a4065d2-845f-4d32-b996-9fda058886a2/badge.svg)](https://vouch.tools/tools/8a4065d2-845f-4d32-b996-9fda058886a2)
youtube_bulk_report — Vouch