Viral Patterns
This skill should be used when the user asks for "爆款模式", "找标题公式", "参考爆款", "viral patterns", "check article structure", or wants reusable title formulas and structure patterns from ViralKB. It looks up local viral content patterns by keyword and summarizes reusable structures.
Install
$ agentstack add skill-giantclam-auto-viral-article-writer-viral-patterns ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Links to your public security report.[](https://agentstack.voostack.com/security/report/skill-giantclam-auto-viral-article-writer-viral-patterns) Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
Viral Patterns
Use this skill to retrieve title formulas, structure patterns, and emotional triggers from local ViralKB storage.
Use This For
- title inspiration
- structure benchmarking
- pattern-assisted outlining
- topic-specific emotional trigger lookup
Do Not Use This For
- collecting new live topics from the web
- drafting the full article by itself
- generating visuals
Inputs
- topic keyword
- optional request for title-only or structure-only output
Outputs
- ranked matching patterns
- reusable title formulas
- suggested structure shape
- emotional trigger summary
- pattern notes that can attach cleanly to an article brief
Workflow
- Read ViralKB from
data/viralkb/. - Search by keyword or related topic markers.
- Rank by engagement or stored signal quality.
- Return patterns in a reusable output format.
- Attach the results to an article-brief-friendly structure.
Article Brief Attachment
When returning pattern findings for downstream writing, structure them so they can attach to the brief as:
- title patterns
- emotional triggers
- structure suggestions
- notes on what not to copy mechanically
Fallback Guidance
- If ViralKB is missing or empty, tell the user to run
viral-miningorhot-topicsfirst. - If direct keyword matches are sparse, broaden by topic family rather than claiming no patterns exist.
References
references/article-brief-attachment.md- how pattern findings should attach to the article briefreferences/pattern-output-format.md- how to present retrieved patterns for downstream article writing
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: GiantClam
- Source: GiantClam/auto-viral-article-writer
- License: MIT
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.