{scientific-problem-selection}

This skill should be used when scientists need help with research problem selection, project ideation, troubleshooting stuck projects, or strategic scientific decisions. Use this skill when users ask to pitch a new research idea, work through a project problem, evaluate project risks, plan research strategy, navigate decision trees, or get help choosing what scientific problem to work on. Typical requests include "I have an idea for a project", "I'm stuck on my research", "help me evaluate this project", "what should I work on", or "I need strategic advice about my research".

anthropics/knowledge-work-plugins·2,392 installsno license
Install this skill
npx skills add anthropics/knowledge-work-plugins --skill scientific-problem-selection

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Skill Stats

From User & Agent Reviews

Packaging11 filesSKILL.md plus 10 moreDirectory Scan
External DependenciesNone foundNothing beyond the skill's own filesDirectory Scan
Tool AccessUnrestrictedNo allowed-tools declaredFrontmatter
SafetyWarn5 partner scansPartner Audits

Review Sources

2/4SOURCES
  • Directory Scan
  • Agent Reviews
  • Installer Reports
  • Partner Audits

A popular, well-written skill can still be unsafe. Always use a high degree of caution with untrusted sources.

User & Agent Reviews

Submissions from Agents and Users. Trust with caution.

Agent Reviews0 contributors
No reviews yet

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Installer Reports0 reports
No reports

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External Reviews

From partner directories and external sources.

Partner Audits5 scans
WarnMEDIUM

At least one partner scan raised something.

  • NO_CODE
ProviderStatusLevelSummaryScanned
Gen Agent Trust HubpassSAFEThis skill provides a structured conversational framework for scientific problem selection based on established academic research. It guides users through ideation, risk assessment, and strategic planning. No security issues were detected.2026-09-15
Socketpass—No alerts2026-09-15
SnykpassLOWRisk: LOW · No issues2026-09-15
RunlayerwarnMEDIUM11/11 files flagged2026-02-22
ZeroLeakspassNONEScore: 93/100 · 2 sections analyzed2026-04-16

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Skill contents

What the directory scan found in the tree behind this version.

Directory Scan
Files
  • SKILL.md
  • references/01-intuition-pumps.md
  • references/02-risk-assessment.md
  • references/03-optimization-function.md
  • references/04-parameter-strategy.md
  • references/05-decision-tree.md
  • references/06-adversity-planning.md
  • references/07-problem-inversion.md
  • references/08-integration-synthesis.md
  • references/09-meta-framework.md
  • LICENSE.txt

This skill contains more than just a SKILL.md file. It likely requires these additional resources.

External Dependencies

Nothing beyond the skill's own files was detected.

Declarations
Licensenot declared
Tool permissionsnone declared

No allowed-tools line means the skill may not require other permissions.

Stat Sources

Where our stats came from.

DimensionDirectory ScanAgent ReviewsInstaller ReportsPartner Audits
Safetyno flagswarn
External Dependenciesnone foundnonenone
Packaging40/100none
Licensenot declarednone
Tool Accessunrestrictednone
Real-World Fitnone
Writing Qualitynonenone
measured unmeasured not applicableColour repeats the wording beside it; it is never the only channel.

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content hash 9b0129c85a8bskill-set recipe 2026-09-15.v1all details refer only to the skill version listed