Havuz

给 AstrBot 的可落地 AI 记忆与生活层：五类记忆、混合检索、遗忘治理、情绪边界、自主生活循环。不覆盖人格。

Persistent Shared Memory Server for AI Agents via MCP

Official repository for MemT-1.0

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

🧠 Persistent local-first memory for AI coding agents — MCP server + CLI for Claude Code & Cursor. SQLite FTS5, secret redaction, project iso

An opinionated bootstrap kit for growing a long-lived, personal Hermes agent — memory, character, and a shared workspace.

Open-source temporal memory engine for everyday AI applications.

Local long-term memory for AI coding agents. Keeps every conversation word for word, costs nothing to save, and is shared by all your agents

Self-hosted continuity memory for persistent AI identities across agents, models, and interfaces.

基于 DeepSeek Harness 的多数字生命系统 | Multi Digital Life: native agents, independent life workers, durable communication and owner-bound private se

Typed long-term memory for AI agents. One core, an MCP server, and a Hermes plugin.

CDUT Studio：端侧开源 AI 智能体工作台，集成 AXTree 浏览器自动化、长期记忆反思与科学计算 | CDUT Studio: An open-source, local-first desktop AI agent platform. Engineered wit

Help your agent remember what matters. Keep preferences, carry context across sessions, and bring your memory to the next agent.

Long-term multimodal memory for personal agents.

Self-hosted AI memory for people and teams: project continuity, traceable evidence, private workspaces, and MCP integration.

Self-hosted AI memory and MCP coordination for coding agents. Persistent context across repositories and sessions, with knowledge graphs, hy

LLM agent 的有界自纠错长期记忆层：把连续、含矛盾的项目交互日志蒸馏成有界、可自更新的记忆库。Bounded, self-correcting long-term memory for LLM agents — candidate pool + value dynamic

Open plain-text file format for AI memory. Your assistant's long-term memory as .dai files on your disk: readable by Claude, GPT, Gemini, Cu

Self-hosted AI buddy with visible memory: personal AI agent + Pi coding-agent workspace for any browser, phone or WeChat. 自托管私人 AI 助理：记得你，能办

Nosis is a lightweight personal agent runtime: per-session execution boundaries with OS-level sandboxing, computer use, a full built-in tool

Long-term memory plugin for DeepSeek Harness (dsh): four-channel retrieval fusion and continuous memory evolution. Memory construction and r

Lossless long-term memory for a personal AI: never summarize, keep every line, put a timestamp on everything.

GreatSage · 大贤者 — a Windows desktop voice secretary that listens, remembers across sessions, turns meetings and Markdown notes into cited mi

agent-memory, AI agent’ların oturumlar arasında belleği koruması için Markdown tabanlı depolama ve yerel ranked retrieval sağlayan bir runtime’dır.

Neden yükseliyor · 26 günlük yaşına karşılık 1214 yıldız ve son 28 günde 146 commit ile 9 farklı yazar, projeye belirgin ilgi ve aktif geliştirme olduğunu gösteriyor. Ancak bu veriler ilginin nedenini veya gerçek kullanım yaygınlığını tek başına açıklamıyor.

Local-first cross-session long-term memory for DeepSeek Harness — 22 narrow tools, hybrid FTS5 + local-vector retrieval, evidence gate, prov

Your AI forgets every session. Give it a memory it can trust: local-first, review-gated agent memory — one SQLite vault for DSH, Claude Code

Local-first persistent memory for OpenAI Codex: governed recall, progressive disclosure, no hosted vector database.

Local-first, branch-aware long-term memory for Codex, backed by Obsidian.

ACL 2026 Code and Skills for “AMA: Adaptive Memory via Multi-Agent Collaboration”.

Unofficial community companion for Windows: write letters and get replies from Linli (林离), with long-term memory, a daily world, QQ chat, vo

蒸留蔵 — distilled long-term memory for agents: recall by meaning, writing gated by evidence, one kura per agent mode. Ships as a DeepSeek Harn

Desktop personal AI agent for local projects, coding and learning. Persistent conversations, editable memory, scoped helpers and a living Vi

VoiceMem, voice agent’lara ses ve metinden bilgi ile duygu odaklı uzun süreli bellek sağlayan bir Python kütüphanesidir.

Neden yükseliyor · 41 günde 2.111 yıldız alması görünür ilgiye işaret ediyor; son 28 gündeki 49 commit ve 5 farklı yazar da geliştirme faaliyetinin sürdüğünü gösteriyor. Ancak yıldızlar gerçek kullanımın veya performans iddialarının doğrulaması değil.

Reproducible benchmark and reference pipeline for reranked long-term memory retrieval

拥爱 AMBRACE｜可自行部署的 AI 陪伴应用：长期记忆、主动关心、日记与朋友圈。Android App + 自托管后端，支持自选模型与插件扩展。

让 DeepSeek Harness 拥有跨会话长期记忆：AI 自动记住你是谁、你的项目和偏好，新会话直接带上背景，生活与工作记忆自动分开互不干扰，零配置无感运行 | Long-term memory for DeepSeek Harness: the AI remembers

DeepSeek Harness long-term memory & self-evolving plugin: L0 capture -> L1 memory extraction -> L2 scene grouping -> L3 user persona, auto r

Noema long-term memory plugin for DSH: durable, inspectable agent memory with recall tools and a settings page.

🧠 The memory that dreams — cross-session memory for DeepSeek Harness. Local SQLite + Markdown mirrors, autoDream consolidation, 4-way recall

An open-source, vector-free long-term memory engine for AI agents, achieving SOTA on LoCoMo and LongMemEval with significantly less context.

SkillCorpus, dağınık SKILL.md dosyalarını agent'lar için seçilmiş, aranabilir skill corpus'larına dönüştüren ve retrieval ile evaluation araçları sunan açık kaynak bir altyapıdır.

Neden yükseliyor · Agent'lar için paylaşılan ve göreve göre seçilen skill katmanına ilgi var; repo kısa sürede 667 yıldıza ulaşmış ve son 28 günde 9 commit ile 3 farklı yazar katkı vermiş. README ayrıca birden fazla benchmark'ta iyileşme bildiriyor; bu sonuçları bağımsız olarak doğrulayamıyorum.

Local-first MCP memory server for AI agents. Zero dependencies, SQLite on your own disk, 52 MCP tools with Mem0-compatible names. MIT.

Long-term memory for LLM apps that shows its work: dated facts, as-of answers, supersession, and receipts on every answer. Library, CLI, loc

给AI伴侣增强时间感的小器官（电脑端专用）

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 c

AtlasAgent - an auditable AI agent control plane: evidence-backed memory, governed tool runtime, checkpoint DAG recovery, and a 55-chapter e

Turn your Pieces Long-Term Memory into an AGENTS.md your coding agents can read. Local-only, redaction-first.

aiduMEI⚕爱嘟优忆思——aidu Memory Engine Insight · 智能体通用智慧引擎——Excellent memory system for all agents.

Causal memory layer for AI agents — MCP server that records decision→outcome relationships. Survives compaction.

An open-source, self-hosted social AI agent across QQ, Telegram, Feishu/Lark and personal clients, with persistent identity, long-term memor