| name | viral-mining |
| description | This skill should be used when the user asks to "挖掘爆款", "发现爆款", "viral mining", "爆款挖掘", or wants to discover and ingest high-signal content into ViralKB. It performs broader multi-source discovery than `viral-patterns` and writes structured results into the local pattern store. |
| version | 1.0.0 |
Viral Mining
Use this skill to discover new high-signal content across multiple sources and turn those findings into local ViralKB assets.
Use This For
- growing ViralKB from fresh external signals
- broad topic mining across platforms
- collecting reusable examples before writing
Do Not Use This For
- looking up already-stored patterns by keyword only
- writing the final article draft
- generating visuals
Inputs
- keyword or topic family
- optional source restrictions
- optional limit per source
Outputs
- ranked multi-source viral content list
- newly written or appended ViralKB entries
- ingestion summary
Workflow
- Search multiple sources in parallel.
- Merge social and RSS results.
- Score and rank the merged items.
- Check whether the evidence is strong enough to justify ingestion.
- Tag the winning items by category.
- Write structured entries into ViralKB.
Research Discipline
Use broader coverage than viral-patterns, but keep ingestion standards strict:
- prefer original sources over repeated summaries
- do not treat duplicated reposts as multiple proofs
- avoid polluting ViralKB with weak or unverifiable examples
Evidence Sufficiency
Before writing into ViralKB, check whether the item has enough strength to be reusable later:
- identifiable source or origin
- enough detail to infer a title pattern or structure pattern
- signal quality that is stronger than generic hype alone
Fallback Guidance
- If social sources are unavailable, continue with RSS and report the reduced coverage.
- If a topic yields weak signals, return the strongest candidate set with caveats instead of pretending the result is robust.
References
references/ingestion-shape.md - expected ViralKB fields and ingestion behaviorreferences/research-sufficiency.md - what is strong enough to ingest
