graphiti-memory

Knowledge graph memory skill for haiku.skills using Graphiti and FalkorDB.

Enables agents to remember facts across conversations, recall relevant context, and forget outdated information.

Prerequisites

FalkorDB

Run FalkorDB via Docker:

docker run -p 6379:6379 -p 3000:3000 \
  -v falkordb_data:/var/lib/falkordb/data \
  falkordb/falkordb:latest

• Port 6379 — Redis-compatible protocol (what the skill connects to)
• Port 3000 — Web UI for browsing the graph
• The volume mount ensures data persists across container restarts

Ollama models

The skill uses Ollama for LLM and embeddings by default. Pull the required models:

ollama pull gpt-oss
ollama pull qwen3-embedding:4b

Configuration

All configuration is via environment variables:

FalkorDB

LLM

Embeddings

Multi-tenancy

Tools

• remember — Store facts, observations, and context into the knowledge graph
• recall — Search the knowledge graph for relevant memories
• forget — Remove outdated or incorrect memories

Installation

uv add haiku-skills-graphiti-memory