agentmemo

Installation
SKILL.md

agentMemo — Semantic Memory Mesh

FastAPI-based memory server with HNSW embeddings, hybrid search, versioning, RBAC, and real-time event bus for AI agents.

Prerequisites

  • Python 3.12+ and pip
  • AGENTMEMO_ADMIN_KEY environment variable (required, secret) — the server refuses to start without it
  • Network access on first run: the embedding model (all-MiniLM-L6-v2, ~90MB) is downloaded from HuggingFace on first startup and cached locally at ~/.cache/torch/sentence_transformers/

Install

pip install -r requirements.txt

This installs FastAPI, uvicorn, sentence-transformers, hnswlib, aiosqlite, and other dependencies. Review requirements.txt before running. Prefer installing inside a virtualenv or container.

Required Environment Variables

Installs
1
First Seen
Apr 24, 2026
agentmemo from skills.volces.com