youtube_channel_report
shallowio.github.hermoso-ai/hermoso · Verify this server
The YouTube Analytics reports that say WHERE views came from, WHO watched and WHERE they stopped watching — the questions youtube_channel (totals) and youtube_video_insights (one video, flat) cannot answer. Pick a report: day / month (time series) · country / province (US states) / city / dma (geography) · trafficSource (search vs browse vs suggested vs shorts feed vs external — the single most useful one for judging a thumbnail and title) · trafficSourceDetail (the actual search terms, inside ONE source — pass parent, e.g. "YT_SEARCH") · playbackLocation / playbackLocationDetail (which sites embedded it) · device / operatingSystem · demographics (age + gender) · sharingService · subscribedStatus · audienceRetention (the drop-off CURVE, 100 points across ONE video — the read that tells you whether the hook held and exactly when people left) · topVideos (the channel’s best in the window). Scope it to one or more videoIds, or omit for the whole channel. An unknown report name is refused WITH the list rather than quietly swapped. TWO THINGS TO SAY OUT LOUD WHEN REPORTING: demographics returns viewerPercentage and NOTHING else — YouTube publishes no absolute demographic counts, so never convert it into a number of viewers — and a capped report (city 250, topVideos 200, the *Detail reports 25) is the TOP N, not the whole set. Zero rows means missing data for that window, never zero views. Read-only, 0 credits.
1 trials · measured 8 days ago
youtube_channel_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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