youtube_bulk_report
shallowio.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.
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
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | 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
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-08-25 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
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