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SKILL verified MIT Self-run

Research Brief

skill-giantclam-auto-viral-article-writer-research-brief · by GiantClam

This skill should be used when the user asks to "先研究一下", "先帮我梳理这个题", "research brief", "deep brief", "帮我先摸清楚这个题", or wants a stronger structured brief before article drafting. It sits between topic discovery and writing, turning a promising topic into a source-backed article brief.

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Install

$ agentstack add skill-giantclam-auto-viral-article-writer-research-brief

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No 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.

View the full security report →

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Reliability & compatibility

Security review passed
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Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

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About

Research Brief

Use this skill when a topic is interesting enough to pursue, but still needs stronger framing, source organization, and risk notes before drafting the article.

Use This For

  • deepening a promising topic before writing
  • turning topic discovery into a stronger article brief
  • gathering source-backed angle options
  • preparing the handoff object for write-article

Do Not Use This For

  • broad hot-topic scanning
  • direct article drafting
  • pure title-pattern lookup with no deeper research step

Inputs

  • topic, trend, or candidate article idea
  • optional hot-topics result seed
  • optional platform target

Outputs

  • a stronger article brief
  • clearer angle options
  • source set summary
  • risk notes and unsupported areas
  • a brief file saved under output/briefs/ when a durable artifact is needed

Workflow

  1. Start from a topic or a hot-topics brief seed.
  2. Gather stronger source material around the topic.
  3. Evaluate whether the topic is article-ready or still exploratory.
  4. Propose one or more viable angles.
  5. Fill or refine the article brief.
  6. Save the brief to output/briefs/{slug}-brief.yaml when a reusable file is needed.
  7. Hand the brief to viral-patterns and write-article.

Research Discipline

  • prefer original or primary sources when available
  • separate confirmed facts from strong hypotheses
  • record where the brief is still thin instead of pretending certainty
  • keep the output structured enough for downstream drafting

Output Convention

When the brief should persist as a reusable artifact, write it under:

  • output/briefs/{slug}-brief.yaml

Use the shared template at templates/article-brief.yaml as the starting structure.

Generate the slug once and keep it stable for all later article artifacts.

Prefer to treat this brief as the first artifact in the article artifact family for the chosen slug.

References

  • references/brief-strength-levels.md - how to classify brief maturity
  • references/source-matrix.md - source priorities by content type
  • references/angle-selection.md - how to choose a useful angle from the research
  • ../../docs/overview/article-artifact-family.md - recommended file family for brief, draft, cover, and inline images
  • ../../docs/overview/slug-rules.md - how to generate and reuse a stable slug

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.