cyberneticlibrary
← library

Index files into vector database

vector-db-ingestskillsetup L2★3
richfrem/agent-plugins-skills ↗
What it does

Execute Phase 3 exact regex search

Best for

When RLM Phase 1/2 results are insufficient and you need precise regex or exact-match lookup.

Inputs
  • · manifest.json
  • · search query
  • · profile name
  • · file path
Outputs
  • · report
  • · structured results
  • · Markdown file
  • · 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