Persistent memory MCP server for Claude Code, Codex CLI, Cursor and any MCP client: 46 tools — knowledge graph, temporal facts, procedural memory, episodic memory, AST ingest, pre-edit guard, auto-consolidating error… Below are 16 ai & ml apps with similar functionality to total-agent-memory, matched by what each product actually does — not ranked or scored. Explore each to find the closest fit for your use case.
AI agent memory system with SQLite+FTS5, MCP integration, and quality gates
Agent 记忆系统 — 轻量级本地向量数据库 + CLI + Agent Skill
truememory is an open-source agent memory library for AI agents, offering persistent memory and retrieval-augmented generation (RAG) capabilities with minimal infrastructure. It supports embeddings, SQLite storage, and integrates with MCP for agent workflows.
thought-mcp is an open-source toolkit that implements a local Model Context Protocol (MCP) memory server with bi-temporal graph, vector, and temporal layers. It enables AI agents to store, retrieve, and consolidate structured memory for advanced reasoning and context management.
yourmemory is an open source Python package that provides persistent memory capabilities for Claude-based and MCP-native AI agents. It features semantic deduplication, Ebbinghaus forgetting curve support, and integrates with SQLite and PostgreSQL. Designed for developers building advanced AI agent workflows.
Persistent memory graph for AI agents — store, recall, and connect knowledge across conversations.
forgetful-ai is an open-source MCP server that provides persistent, semantically-searchable memory for AI agents. It enables developers to integrate long-term memory and retrieval capabilities into their agent architectures.
Autonomous research agent — persistent memory, experiment tracking, hypothesis-driven proposals, GPU run lifecycle
Agent Brain CLI - Command-line interface for managing AI agent memory and knowledge retrieval
tot-agent is an open-source, inspectable memory engine agent that learns locations through observation and correction. It is designed for AI researchers and developers building autonomous agents that require adaptable, correctable memory and perception capabilities.
Local-first agent memory CLI — dump, diff, migrate & query across Mem0, Letta, and more
Persistent memory standard for AI agents — local, portable, zero config
Agent Knowledge Layer. Extract. Store. Retrieve. Any backend.
Event Sourcing based belief formation system for long-term AI agent memory
getmem-ai is an open-source persistent memory API designed for AI agents and LLM-based applications. It allows developers to store, retrieve, and manage contextual memory, supporting advanced agent workflows and retrieval-augmented generation (RAG). Ideal for AI developers building context-aware systems.
Minimal stdio MCP server for parallel task execution by AI agents
