使用说明

🧠 MNEMOSYNTH

Universal AI Memory Plugin

Persistent, verified, hallucination-resistant memory for ANY AI system.

什么是MNEMOSYNTH？

LLMs每次会议后都会忘记一切。 MNEMOSYNTH为AI提供了第二个大脑 --它以神经科学启发的认知记忆模式存储、验证和检索知识。

pip install mnemosynth     # One command — everything works
mnemosynth serve           # Start MCP server for Claude/Cursor/Windsurf

零配置。没有Docker。没有外部数据库。没有API密钥。 一切都在当地运行 ~/.mnemosynth/.

🏗️ 项目结构

mnemosynth/
├── mnemosynth-core/        🐍 Python package (PyPI)
├── mnemosynth-extension/   🧩 VS Code extension (Marketplace)
└── mnemosynth-web/         🌐 Landing page & docs (React/Vite)

项目	堆栈	在线
mnemosynth核	Python·LanceDB·NetworkX·MCP	PyPI
mnemosynth扩展	TypeScript·VS代码API·Webview	市场
记忆网	React·Vite·Framer Motion·TypeScript	部署到Netlify/Vercel

✨ 核心功能

三层认知记忆

Tier	大脑模拟	它存储了什么
情节性的 🔵	海马体	事件、对话、带时间戳的历史
语义 🟢	Neocortex	已验证的事实、实体关系
程序性 🟠	小脑	工具、模式、工作流程

防幻觉引擎

特性	描述
🧊 艾宾浩斯腐朽	随着时间的推移，陈旧的记忆会失去信心
⚔️ 矛盾检测	DeBERTa NLI指出相互矛盾的事实
💜 情绪评分	情绪记忆在检索中排名较高
🛡️ 免疫系统	阻止及时注射、速率限制、隔离
📊 佐证	反复观察增强信心
💤 梦想巩固	HDBSCAN集群→ 促进核实事实

代理框架适配器

from mnemosynth.adapters.crewai import get_crewai_tools       # CrewAI
from mnemosynth.adapters.langchain import MnemosynthMemory     # LangChain
from mnemosynth.adapters.autogen import get_autogen_tools      # AutoGen
from mnemosynth.adapters.memory_bus import MemoryBus           # Cross-Agent Bus

因果记忆链

from mnemosynth.engine.causal import CausalChainEngine
engine = CausalChainEngine(brain)
engine.record_chain(
    decision="Use SQLite", reasons=["Zero-config"], outcome="Users can pip install"
)

代理对代理（A2A）协议

from mnemosynth.a2a import A2AProtocol
proto = A2AProtocol(brain)
proto.share_memory("User prefers Python", source_agent="researcher", visibility="shared")

OpenTetry跟踪

from mnemosynth.telemetry import instrument_brain
instrument_brain(brain)  # All operations now emit traces + metrics

生产数据库后端

from mnemosynth.stores.qdrant_store import QdrantEpisodicStore     # Qdrant
from mnemosynth.stores.falkordb_store import FalkorDBSemanticStore  # FalkorDB
from mnemosynth.stores.postgres_store import PostgresStore          # PostgreSQL
---

## 🚀 Upcoming Features

- **Native IDE Integrations** - Deep integration with popular IDEs beyond VS Code
- **Chronological Timeline & Conflict Resolution** - Enhanced timeline view with advanced conflict detection and resolution
- **Privacy First** - End-to-end encryption and privacy-focused architecture

---

## 🚀 Quick Start

### Python API
```python
from mnemosynth import Mnemosynth
brain = Mnemosynth()
brain.remember("User prefers Python and dark mode")
results = brain.recall("What does the user prefer?")
brain.dream()

MCP服务器

{ "mcpServers": { "mnemosynth": { "command": "mnemosynth", "args": ["serve"] } } }

VS代码扩展

code --install-extension Vasudev-Jaiswal.mnemosynth

🛠️ 命令行界面

mnemosynth serve              # Start MCP server
mnemosynth stats              # Memory dashboard
mnemosynth search "query"     # Semantic search
mnemosynth inspect            # Browse memory tree
mnemosynth dream              # Run consolidation
mnemosynth export -o out.json # Export to JSON

📁 发展

# Core
cd mnemosynth-core && pip install -e ".[dev]" && pytest

# Extension
cd mnemosynth-extension && npm install && npm run compile

# Web
cd mnemosynth-web && npm install && npm run dev

🔗 链接

资源	URL
PyPI包	pypi.org/project/mnemosynth
VS代码扩展	VS代码市场
GitHub 仓库	github/vasudevjaiswal/mnemosynth
Web文档	记忆合成技术

📄 许可证

🧠 MNEMOSYNTH — Because AI shouldn't have amnesia.
_{pip install mnemosynth · one command · AI remembers everything}