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Get Started Free →hashgraph-online/vidseeds-analytics
Use for VidSeeds MCP analytics and research - YouTube analytics, channel intelligence, video autopsy, outliers, competitors, trending/breakout discovery, keyword research, comment sentiment, and best-practices tools. Outcomes only; not internal scoring details.
Passed 16 of 20 test cases with the skill, and 3 of 20 without it.
and 12 more in the full report
15 fixed3 passed either way4 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 15 test cases the skill fixed. Same model, same prompt, with and without the skill.
I want to inspect the previously generated intelligence report for a channel without incurring additional processing credits. Which tool retrieves the already calculated results?
| Checked | Without skill | With skill |
|---|---|---|
| Specifies vidseeds_get_channel_intelligence_cache to view pre-calculated output. | Missed | Passed |
The instructions your model reads when the skill loads.
Map the user's question to a tool - then read the tool description for inputs and seed cost.
| Goal | Tool |
|---|---|
| Connected channels | vidseeds_get_youtube_channels |
| Channel/video analytics | vidseeds_get_youtube_analytics |
| Playlists | vidseeds_get_channel_playlists |
| Transcript / captions | vidseeds_get_youtube_video_transcript, vidseeds_get_youtube_video_captions |
| Goal | Tool |
|---|---|
| Run analysis | vidseeds_analyze_channel_intelligence |
| Poll status | vidseeds_get_channel_intelligence_status |
| Read cached result | vidseeds_get_channel_intelligence_cache |
| Narrative insights | vidseeds_generate_channel_insights |
| Author voice | vidseeds_analyze_author_voice |
Pass channelId when multiple YouTube connections exist.
| Goal | Tool |
|---|---|
| Deep dive on one video | vidseeds_analyze_video_autopsy |
| Best-practices check | vidseeds_get_video_best_practices |
| Sponsor integrations | vidseeds_scan_sponsor_integrations |
| Retention curve (simulated) | vidseeds_simulate_retention_curve |
| Goal | Tool |
|---|---|
| Compare channels | vidseeds_compare_competitors |
| Outlier videos | vidseeds_detect_outliers |
test cases passed, vs 3 / 20 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.