research-youtube-trends
Research what is working on YouTube now: current high-performing videos, repeated mechanisms, emerging creators and Creator-fit directions in a niche or like a given video, ranked by exact public metrics and channel-relative baselines; the hottest videos of the last seven days; or an analysis of a supplied public-content Snapshot. Use for YouTube trend scans and outlier videos; a Shorts soundtrack ask gets an honest no-evidence answer. Not for private Analytics or full scripts.
- License
- MIT
- Compatibility
- Requires the Kabo MCP server at https://kabo.sh/mcp-pub, Python 3, read and write access to a local workspace, and network access from scripts to kabo.sh and to the signed storage.googleapis.com download links that Kabo tool results return (without it, a host that can save a tool's complete result to a file). Kabo permissions: data; optional workspace:read to read the Creator's saved account profile and workspace:write to save edits to it the user asks for.
Pinned to revision 7442d53e63ce, so it is the text this page describes rather than whatever the author pushed since.
Pre-approved tools experimental
Experimental field. Support varies between clients, so this list is what the author declared, not what your client will enforce.
- get_research_capabilities
- get_research_data_job
- get_research_data_download
- collect_youtube_trend_candidates
- enrich_youtube_shortlist
- collect_youtube_recent_videos
- youtube_get_video
- list_connected_accounts
- get_creator_profile
- update_content_preferences
Files
- skills/research-youtube-trends/SKILL.md
- skills/research-youtube-trends/references/data-calls.md
- skills/research-youtube-trends/references/hook-core/knowledge.json
- skills/research-youtube-trends/references/opening-method.md
- skills/research-youtube-trends/references/profile-edits.md
- skills/research-youtube-trends/references/provided-snapshot.md
- skills/research-youtube-trends/references/public-content-analysis.schema.json
- skills/research-youtube-trends/references/public-content-snapshot.schema.json
- skills/research-youtube-trends/references/short-window-topic-gate.md
- skills/research-youtube-trends/references/short-window.md
- skills/research-youtube-trends/references/signature-content.md
- skills/research-youtube-trends/references/trend-query-plan.schema.json
- skills/research-youtube-trends/references/trend-relevance-gate-input.schema.json
- skills/research-youtube-trends/references/trend-relevance-gate.schema.json
- skills/research-youtube-trends/references/trend-research-report.schema.json
- skills/research-youtube-trends/references/trend-research-request.schema.json
- skills/research-youtube-trends/references/trend-research-synthesis.schema.json
- skills/research-youtube-trends/references/video-trend-workflow.md
- skills/research-youtube-trends/scripts/allocate_signature_content.py
- skills/research-youtube-trends/scripts/analyze_public_snapshot.py
- skills/research-youtube-trends/scripts/attach_creator_profile.py
- skills/research-youtube-trends/scripts/build_relevance_gate.py
- skills/research-youtube-trends/scripts/build_short_window_layers.py
- skills/research-youtube-trends/scripts/build_trend_workflow_snapshot.py
- skills/research-youtube-trends/scripts/build_youtube_ranking_input.py
- skills/research-youtube-trends/scripts/complete_youtube_short_window.py
- skills/research-youtube-trends/scripts/compose_report.py
- skills/research-youtube-trends/scripts/connector_driver.py
- skills/research-youtube-trends/scripts/content_language_gate.py
- skills/research-youtube-trends/scripts/drive.py
- skills/research-youtube-trends/scripts/filter_candidate_eligibility.py
- skills/research-youtube-trends/scripts/freeze_request_window.py
- skills/research-youtube-trends/scripts/hook_core/__init__.py
- skills/research-youtube-trends/scripts/hook_core/common.py
- skills/research-youtube-trends/scripts/hook_core/context.py
- skills/research-youtube-trends/scripts/hook_core/knowledge.py
- skills/research-youtube-trends/scripts/persist_envelope.py
- skills/research-youtube-trends/scripts/prepare_hook_context.py
- skills/research-youtube-trends/scripts/project_idea_context.py
- skills/research-youtube-trends/scripts/project_relevance_gate_input.py
- skills/research-youtube-trends/scripts/reference_fallback.py
- skills/research-youtube-trends/scripts/render_creator_report.py
- skills/research-youtube-trends/scripts/render_short_window_report.py
- skills/research-youtube-trends/scripts/report_basis.py
- skills/research-youtube-trends/scripts/short_window_topic_gate.py
- skills/research-youtube-trends/scripts/static_host.py
- skills/research-youtube-trends/scripts/trend_gate_contract.py
- skills/research-youtube-trends/scripts/validate_output.py
- skills/research-youtube-trends/scripts/validate_provided_snapshot.py
- skills/research-youtube-trends/scripts/validate_query_plan.py
- skills/research-youtube-trends/scripts/validate_request_window.py
- skills/research-youtube-trends/scripts/validate_youtube_candidate_coverage.py
Every link opens the file at its source, pinned to the revision this page describes.