Havuz

Tool-to-Agent Protocol: tools can be smart without embedded LLM calls.

Persistent memory and operational continuity for AI coding agents — append-only event ledger (AgentBook), rolling summaries, self-model, bel

源码级逆向工程（Hermes、OpenClaw、nanobot、NullClaw、OpenFang）记忆系统 —— 架构图、数据模型、检索管线、复刻指南。Source-Level Reverse Engineering of Memory Systems (OpenClaw, n

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Local-first memory layer for CLI agents. Indexes Claude Code, Codex CLI, Cursor, Antigravity, and Pi sessions into SQLite + FTS5, searchable

Persistent project memory for AI coding agents — isolated workspaces per project, web dashboard to review what your agent remembers, team co

Open-source bitemporal knowledge graph — long-term memory for AI agents. Hybrid retrieval, conflict-aware ingest, GDPR forget. REST + native

文件化经验库：让 AI agent 不再重复踩同一个坑。方法论 + 模板 + 可选工具。

Memory database for AI agents — stores typed memories (facts, preferences, events, entities, relations) with provenance, confidence, and bi-

Learn to design an LLM wiki from first principles. Used as agent memory. Workshop with 3 exercises, open-source code, video, and slides. No

Agent-native long-term memory that learns after every run. File-native, auditable, and integrated with Pi, Hermes, OpenCode, and OpenClaw.

Session memory for Claude Code. Auto-captures every session into a plain Obsidian markdown vault. Zero config. MIT. macOS + Linux.

Complete AI Agent System for OpenClaw — memory, self-healing, self-improvement, voice, automation

BetterAIChat2 (BAIC2) — 本地优先的 Android AI 智能体：57 个真实设备工具（无 GMS：截屏 OCR / UI 自动化 / 离线定位 / 文件 / 网页 / 提醒 / 通知触发自动化 / 技能与子代理）、仿生记忆（别名、时间线、自省巩固、出处、

CPU-side action routing, context compression, and causal memory for AI agents — matches an LLM-everything agent at 58% fewer LLM calls and ~

Durable, traceable project memory for AI coding agents. An evolution of Karpathy's LLM Wiki pattern built for codebases.

基于本地 RAG 与大模型人格蒸馏的多平台聊天记忆系统。通过 FTS5 检索、语料清洗与长期报告生成，将聊天记录转化为高拟真的数字分身。

Persistent code memory for AI coding agents, kept in your project on your machine. Gives Claude Code, Cursor, Cline, Hermes-Agent and any MC

Self-hosted memory service for AI agents that work in teams, written in Rust: layered L0→L3 memory, async LLM distillation, hybrid BM25 + ve

Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict detection, embeddings, recall, PostgreSQL, and pgve

Save conversations, search by idea, read the surrounding context. Memory for AI agents.

Open-source procedural memory for AI agents. Learns from what worked and what failed.

A pure-Python system that automatically discovers, verifies, and applies relevant historical requirements for coding agents — no embeddings,

Create an AI friend and build things together!

DeepSeek Harness (DSH) local-first cross-session project memory: zero bundled runtime deps, bounded cache-friendly Hot Memory, BM25 recall/c

Open-source AI agents for coding, research and automation. Run locally with your models, persistent memory, multi-agent execution, skills,

privacy-first context graph engine for AI agents and human teams.

Local-first SQLite memory provider for Hermes Agent

Local-first agent workflow for building private cross-project memory with explicit consent, validation, and crash-safe history.

TERSE - a hierarchical state language for humans and AI agents.

bhived is an MCP server that gives AI agents shared memory, skills, and tool discovery. install once, works in Claude Code, Cursor, and 15

Cairn.ink Memory: lightweight cross-session memory for AI agents, with receipts.

PAST-Bench: Benchmarking the Foundations of Recursive Self-Improvement in Personal Agents

Gomaa — Autonomous Agent Memory OS. Persistent memory system for AI agents with Obsidian vault integration, hybrid RRF search, knowledge gra

Geode provides agents remote access to your Obsidian vault.

Built-in memory decides what to remember. This one asks. Agent memory as plain files in your folder: the agent proposes, you approve, every

A runnable reference implementation of multi-agent constraint propagation using Caura. 5 specialists share memory via MCP so decisions made

The #1 Obsidian MCP for AI memory — freshness-aware, cited, local-first and read-only by default. Dataview, Bases, PDFs, every agent.

An Agent with Semantic Memory. This is an experiment for Neuro-Symbolic AI

Graph memory for AI agents — decisions, context, and session history that survive across every conversation. Works with any LLM.

Persistent memory for AI agent teams: private silos, shared hive, and curator workflow.

Give any MCP-capable agent persistent memory: remember/recall over a tiered store with hybrid vector + keyword retrieval. Single Go binary,

Source-linked readings and reproducible studies of agent memory, belief revision, and experience reuse.

The ultimate memory backend for OpenClaw and Claude Code. Persistent conversation memory with LLM fact extraction, foundation-model rerankin

Muffin — one owner-run personal agent: continuity of memory, work and authority across models, tools and surfaces.

Knowledge graph + MCP tool server for LLM agents with hybrid retrieval, live DB sync, Korean FTS, and memory feedback.

Agentic game development for building games with AI Agents. Run one session per seat: art, gameplay, narrative, QA, audio, tech all in 1 spo

Persistent organisational intelligence for AI agents. Turn codebases, documents, policies and decisions into a knowledge graph — 13 LLM back

MongoDB-native long-term memory for production AI agents

Give Claude Code a persistent memory — it remembers you, your projects, and your decisions as plain Markdown files you own. Fully local. Jus