memory

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Universal memory layer for AI Agents

The best-benchmarked open-source AI memory system. And it's free.

TiDB is built for agentic workloads that grow unpredictably, with ACID guarantees and native support for…

Memory and context engine + app that is extremely fast, scalable, and can be run fully locally. The Memory…

#1 Persistent memory for AI coding agents based on real-world benchmarks

12-factor-agents

What are the principles we can use to build LLM-powered software that is actually good enough to put in the…

Hindsight: Agent Memory That Learns

Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give…

Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and…

Personal memory across agents

Agent S: an open agentic framework that uses computers like a human

One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving…

Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill…

TencentDB-Agent-Memory

TencentDB Agent Memory is a team-level memory hub for AI Agents — turning conversations, docs, and code…

Deeplake is AI Data Runtime for Agents. It provides serverless postgres with a multimodal datalake, enabling…

The end of web parsing. The beginning of scalable pixel-native search. link: https://pixelrag.ai/

OpenSquilla — Token-Efficient AI Agent with same budget, higher intelligence density

Memory library for building stateful agents

MimiClaw: Harness on a $5 chip. No OS(Linux). No Node.js. No Mac mini. No Raspberry Pi. No VPS. Hardware…

Open-source All in One AI agent workspace. Run any agent — Claude Code, Codex — across your tools (100+…

MineContext is your proactive context-aware AI partner（Context-Engineering+ChatGPT Pulse）

awesome-hermes-agent

Independent directory of useful skills, plugins, memory providers, tools, surfaces, and guides for Nous…

ByteRover CLI (brv) - The portable memory layer for autonomous coding agents (formerly Cipher)

memory-lancedb-pro

Enhanced LanceDB memory plugin for OpenClaw — Hybrid Retrieval (Vector + BM25), Cross-Encoder Rerank,…

Local persistent memory store for LLM applications including claude desktop, github copilot, codex,…

A modern Anki custom scheduling based on Free Spaced Repetition Scheduler algorithm

SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal

Agent Skills as a Memory Layer

Universal memory layer for AI Agents. It provides scalable, extensible, and interoperable memory storage and…

ReMe: Memory Management Kit for Agents - Remember Me, Refine Me.

🚀 EvoAgentX: Building a Self-Evolving Ecosystem of AI Agents

User Profile-Based Long-Term Memory for AI Chatbot Applications.

The Open Source Memory Layer For Autonomous Agents

agentic-context-engine

🧠 Make your agents learn from experience. Now available as a hosted solution at kayba.ai

fastapi-langgraph-agent-production-ready-template

A production-ready FastAPI template for building AI agent applications with LangGraph integration. This…

A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex), backed by Markdown and…

Empowering RAG with a memory-based data interface for all-purpose applications!

Research project. A Memory solution for users, teams, and applications.

The open-source RAG platform: built-in citations, deep research, 22+ file formats, partitions, MCP server,…

agents-from-scratch

Build an email assistant with human-in-the-loop and memory

AI-native HTAP database with Git-for-Data and built-in vector search, serving as the data and memory backbone…

Memory that AI Agents Love!

awesome-ai-agent-papers

A curated collection of AI agent research papers released in 2026, covering agent engineering, memory,…

The control plane for AI coding agents.

Unbounded context. Memory that manages itself. One session, for life. The hippocampus for coding agents, part…

ktx is an executable context layer for data and analytics agents 🐙 Allow Claude Code, Codex, or other AI…

tradememory-protocol

Decision audit trail + persistent memory for AI trading agents. Outcome-weighted recall, SHA-256 tamper…

Lightweight Long-Term Memory for LLM Agents.

An open-source, PyTorch-like runtime for dynamic multi-agent and multi-session workflows.

Open-source observability tool that uses AI agents to self-heal your software

[ICLR 2026] LightMem: Lightweight and Efficient Memory-Augmented Generation

vellum-assistant

An AI Assistant that’s easy to setup, does your work 24/7, knows your preferences and gets better over time.

Self-evolving cognitive memory and context engine for AI agents in Java. Empowering 24/7 proactive agents…

Long-term memory for AI assistants. Graph + vector store that recalls decisions, relationships, and context…

openclaw-supermemory

OpenClaw Supermemory lets to have long-term memory and recall for your openclaw agent.

PowerMem: AI Memory Plugin— Accurate, Agile, Affordable. Make AI Agent smarter.

Single-file memory layer for AI agents, sub mili-second RAG on Apple Silicon. Metal Optimized On-Device. No…

Stash — persistent memory layer for AI agents. Episodes, facts, and working context stored in Postgres. MCP…

Turns corrections into Preferences, Project-specific skills, and Shared skills for Claude Code, Codex, and…

The open source agentic content system to make your contents alive. Self-hosted on any platform. ◑

Stop wasting tokens and re-explaining your project every session. Recall gives Claude Code durable memory —…

OpenLoomi is an open-source AI coworker. It connects your work tools, understands what you’re working on,…

Give your AI agent a brain that remembers. Local memory system for Claude Code — 100% private,…

A personal AI assistant for everyone

local multi-agent harness

🔥🔥🔥 Turn AI-written code into real apps. Nubase is an open-source, AI-native backend platform for AI…

MindOS is a Human-AI Collaborative Mind System, where human thinks and agents act. Globally sync your mind…

Cross-agent persistent memory for coding assistants. Stored compressed. Retrieved fast. Local by default.

memorizing-transformers-pytorch

Implementation of Memorizing Transformers (ICLR 2022), attention net augmented with indexing and retrieval of…

Ramulator 2.0 is a modern, modular, extensible, and fast cycle-accurate DRAM simulator. It provides support…

The official repository of "ChatDB: Augmenting LLMs with Databases as Their Symbolic Memory".

Open source AI company OS. 38 roles, 6 templates, 4-layer memory. Your AI company remembers everything —…

Awesome-Agent-Memory

Curated systems, benchmarks, and papers etc. on memory for LLMs/MLLMs --- long-term context, retrieval, and…

🐦‍🔥 LangGraph for Swift — build stateful AI agent workflows natively on Apple/Linux platforms.

Athena is a local-first agentic PKM that helps you make better decisions with your own context — persistent…

LLM-Agents-Ecosystem-Handbook

One-stop handbook for building, deploying, and understanding LLM agents with 60+ skeletons, tutorials,…

Executable memory system for tabular data that works in your harness.

Your Local Artificial Memory on your Device.

Permanent memory for AI agents. Single binary, zero dependencies, MCP native.

Production-grade Go SDK for building AI agents with long-term memory, knowledge retrieval, and voice —…

awesome-second-brain

A curated solutions to building a self-evolving second brain that helps AI agents understand your personal…

TeleMem is a high-performance drop-in replacement for Mem0, featuring semantic deduplication, long-term…

This is the public release of MIRA OS. Discrete memories decay through momentum loss, tools auto-configure…

A filesystem designed for agents, with SOTA retrieval, automatic memory profiles, sync engine. Drop any file…

Self-hosted Personal AI + agent runtime in .NET (NativeAOT-friendly)

personal-agent-template

Open-source template for a durable personal AI agent — web chat, Slack, Linear, and long-term memory with…

Give your AI agents persistent memory.

Chat2Graph: Graph Native Agentic System.

recurrent-memory-transformer-pytorch

Implementation of Recurrent Memory Transformer, Neurips 2022 paper, in Pytorch

cass_memory_system

Procedural memory for AI coding agents: transforms scattered session history into persistent, cross-agent…

LLM-supervised persistent memory for AI agents — graph-based recall, cross-session knowledge, single…

ai-memory-vault

Give your AI a real, persistent memory. The open-source system plus templates that turn an Obsidian vault…

Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process…

optimize-ai-agent-memory

9 Different Ways to Optimize AI Agent Memories

Agentic-Desktop-Pet

🤖👾🐶 下一代 Agentic 桌宠 = LLM + 记忆 + 情感 + RPG + Claude Code Next Gen Agentic Desktop…

Noise-canceling context and long-term memory for your AI agent. Stop paying Claude to read 10,000 lines of…

Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.

awesome-ai-companion

A curated list of open-source projects for building long-term AI companion relationships: frontends,…

[ICLR 2026] Code of "MemoryVLA: Perceptual-Cognitive Memory in Vision-Language-Action Models for Robotic…

gpt-voice-conversation-chatbot

Allows you to have an engaging and safely emotive spoken / CLI conversation with the AI ChatGPT / GPT-4 while…

🚀 JoySafeter: An enterprise AI Agent Platform—Not just chatting. building、running、testing, and…

Open-source memory runtime for AI agents — reproducible, provenance-tagged context bundles instead of…

Local-first persistent memory for AI coding agents (Claude Code, Cursor, Codex) over MCP. Decisions, lessons…

Agentic AI memory with Ebbinghaus forgetting curve decay. +16pp better recall than Mem0 on LoCoMo.

Local-first Memory OS for personal AI assistants with L0-L3 memory, Wiki++ knowledge, skill routing, and…

Organization-as-Code for autonomous AI agents. Brain-inspired memory that grows, consolidates, and forgets.…

Persistent local memory layer for AI. ArcRift uses a extension and a native MCP server to sync context and…

Persistent AI rooms with governed, approval-gated memory: local-first, on your machine.

On-device memory layer for AI agents. Claude Code, Hermes and OpenClaw. Hooks + MCP server + hybrid RAG…

hermes-memory-installer

🧠 Production-grade memory sidecar for AI agents — gbrain + Hindsight + 3-tier recall. Agent-agnostic,…

Tinybot is a lightweight personal AI Agent that is constantly evolving

Memory for AI that works like yours—local, instant, persistent. 13x faster than Pinecone, 5x leaner than…

Memory that remembers the story not just the facts. File System Memory and Three layer sentence graph for AI…

sndr_core_engine

SNDR Core Engine (Genesis) — vLLM runtime patch-overlay for Qwen3.6 + Gemma4 on consumer NVIDIA (Ampere…

llm-wiki-memory

Local, git-versioned memory for AI coding agents. No RAG, no Docker, no external service. Capture, compile,…

A context harness for AI agents: all your scattered context — code, memory, docs, databases, SaaS — in…

A cognition aware database engine for AI agent memory. Purpose built in Rust with WAL, HNSW, knowledge…

🧠 Hybrid long-term memory plugin for OpenClaw agents — SQLite+FTS5 for structured facts, LanceDB for…

Kyros — The Memory OS for AI Agents Give your AI agents secure, self-correcting, persistent memory in 3…

Your computer was paying attention the whole time. 14-modality capture. Proactive intelligence. Computer-use…

★ 75 · GitHub ↗

🔗 Related families

agent-memory 71 ai-memory 50 long-term-memory 36 knowledge-graph 111 semantic-search 100 local-first 105 memory-management 16 context-engineering 60

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