cyberneticlibrary

Detect vault health decay early

health-auditworkflowsetup L20
lyndonkl/learnbiostats
What it does

Audit vault + curriculum health in parallel (orphans/duplicates/weak titles, link density, curriculu

Best for

Comprehensive multi-phase scan across heterogeneous source corpus with parallel validation.

Inputs
  • · log file path (string)
Outputs
  • · results array (structured JSON)
Requires
  • · Claude agent (sub-LLM orchestration)
  • · Workflow parallel execution
Preconditions
  • · Working directories must be set up
Trust signals
  • · Explicit output schema defined (structured result)
  • · Explicit parallelization with concurrency guard
  • · Explicit dependency declaration