cyberneticlibrary

Audit vector database coverage gaps

vector-db-auditskillsetup L23
richfrem/agent-plugins-skills
What it does

Query semantic cache by keyword

Best for

When you need O(1) keyword lookup across RLM summaries without semantic search overhead.

Inputs
  • · manifest.json
  • · profile name
  • · file path
Outputs
  • · report
  • · structured results
  • · JSON config
Requires
  • · ChromaDB
  • · Python
  • · Bash CLI
Preconditions
  • · Python 3.8+ installed
  • · Bash/shell environment
  • · manifest.json exists
  • · RLM profile configured
Failure modes
  • · Manifest missing or malformed → reads empty list
Trust signals
  • · Manifest-based configuration
  • · Step-by-step execution protocol