cyberneticlibrary

Clean up orphaned vector database chunks

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

Execute Phase 2 vector semantic search

Best for

When RLM Phase 1 keyword search is insufficient and semantic nearest-neighbor matching is needed.

Inputs
  • · search query
  • · profile name
  • · file path
Outputs
  • · report
  • · structured results
  • · JSON config
Requires
  • · ChromaDB
  • · Python
  • · Bash CLI
Preconditions
  • · Python 3.8+ installed
  • · Bash/shell environment
  • · RLM profile configured
Failure modes
  • · External tool missing → fails with dependency error
Trust signals
  • · Step-by-step execution protocol