Memory System Python Packages

memvara

Bitemporal memory for AI agents: deterministic contradiction resolution, provenance, and retrieval at any point in time.

adclaw

Open-source multi-agent AI marketing team with personas, shared memory, 130+ skills, and Docker deploys for Railway and DigitalOcean

snipara-memory

Open source memory engine for coding agents: semantic recall, session bundles, contradiction handling and a local FastAPI API.

memorius

Memorius is a self-contained, agent-agnostic memory system that gives LLMs and AI agents persistent, searchable memory with a hierarchical knowledge organization. Drop-in with multi-backend vector storage, pluggable embeddings, built-in MCP + REST servers, and auto-detecting agent hooks for 7 different AI coding agents.

solucortex-mcp

Living technical memory for AI agents — official SoluCortex MCP server

aelvoxim

Biomimetic autonomous cognitive AI brain — never forgets, self-learning, hallucination-resistant, desktop-controllable

tessera-agent-memory

Temporal Evolving State Synthesis with Explicit Relations and Atomic Memories

wanyimem

为了服务于大众

hermes-next

Next-generation memory provider for Hermes Agent — fusing OpenViking vector storage with MemOS cognitive engine

jnaapakam

An open protocol for AI agent memory persistence. Your AI has a soul now. Don’t lose it.

vexic

A persistent memory layer for AI agents

openmind-core

A 100% local AI memory engine for your computer

mandol

Mandol: An Agglomerative Agent Memory System (https://arxiv.org/pdf/2606.29778)

body-emotion-sensor

Give AI Agents a "body" with TCM Five Elements logic. Simulates biological feedback loops, organ interactions, and persistent emotional states for LLMs. 基于中医五行理论的智能体持久化情感系统。

deepmem-client

Drop-in AI memory layer with 2x faster retrieval and 10x lower cost. Fully compatible with Mem0 API. Migrate in 5 minutes without any code changes. Self-host for free.

mark-sdk

Persistent memory and context management for AI agents. Enable long-term recall, session continuity, and consistent behavior across conversations and workflows.

nexus-agent-memory

Cross-session persistent memory system for AI Agents. 4500x faster retrieval, 30+ threat patterns, zero LLM dependency.

pad-plus-ai

PAD+ AI v4.1 — cognitive pipeline layer for LLMs. 25-stage reasoning (anti-loop→safety→intent→RAG→emotion→generate→truth-loop), 6 memory types, PAD+ emotion model, persona evolution, X-Ray tracing, Research Platform (Microscope, Replay, Decision Log)

mnemoria

Cognitive memory for AI agents — ACT-R activation, typed facts, Hebbian links, RL reranking, continuous extraction