cyberneticlibrary

Research existing tools before coding

search-firstskillsetup L10
Sheshiyer/skill-clusters
What it does

Route queries through web search before LLM synthesis

Best for

Factual queries where search-first ranking prevents LLM confabulation and ensures verifiable sources.

Inputs
  • · user question
  • · search scope
  • · result ranking criteria
Outputs
  • · search results with citations
  • · synthesized answer
  • · source ranking
Requires
  • · web search engine
  • · LLM
Preconditions

Search API credentials; query parseable

Failure modes
  • · search result hallucination
  • · recency bias
  • · citation chain break
Trust signals
  • · source ranking transparency
  • · search query surfacing
  • · citation hyperlinks