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Get Started Free →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.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | 23% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -9% | 0% |
| case-06 | ✗→✓ | ▲ Improved | -30% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 36% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -23% | 0% |
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 | | Public channel audit | vidseeds_audit_public_channel | | Realtime anomalies | vidseeds_get_realtime_anomalies |
| Goal | Tool | | -------------------- | ------------------------------------------------------------------------- | | Keywords | vidseeds_keyword_research | | Trending videos | vidseeds_get_trending_videos | | Breakout channels | vidseeds_get_breakout_channels | | Bulk video metadata | vidseeds_get_bulk_video_metadata | | Bulk channel lookup | vidseeds_get_channels_by_ids | | Channel video list | vidseeds_list_channel_videos | | Video stats history | vidseeds_get_video_stats_history | | View curve | vidseeds_get_channel_view_accumulation_curve | | Video comments | vidseeds_get_video_comments | | Analytics dimensions | vidseeds_get_available_analytics_dimensions | | Comment sentiment | vidseeds_get_comment_sentiment | | Video ideas | vidseeds_generate_video_ideas (and related ideas tools in tools/list) |
vidseeds_generate_seo_title_experiments - title variants for testing.vidseeds_get_copilot_response - channel-aware answers.vidseeds_list_assistant_conversations, vidseeds_get_assistant_conversation, vidseeds_send_assistant_message, vidseeds_confirm_assistant_suggestion - see tool descriptions for collab flows.Typical handoff:
vidseeds-projects.vidseeds-thumbnails.Always run vidseeds_get_seed_balance before batch intelligence calls.
Other measured skills in the registry, with their headline benchmark lift.