faiss-index

Build, load, and update FAISS vector indexes for semantic search.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/tklee/agentic-layer --skill faiss-index
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: faiss-index
Source: https://github.com/tklee/agentic-layer/tree/main/.claude/skills/faiss-index
Command: npx skills add https://github.com/tklee/agentic-layer --skill faiss-index

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill guides the building, loading, and updating of FAISS vector indexes for fast semantic search in content-index, handling vector embeddings and index persistence.

Core Features & Use Cases

  • Index Build: Create and train FAISS indexes from embedded vectors.
  • Incremental Updates: Add new vectors or trigger full rebuilds as needed.
  • Index Validation: Verify index load status and vector counts after deployment.

Quick Start

Build a FAISS IVF index from embeddings, store it to storage, and restart content-index to load the new index.