Hierarchical Memory
4-tier memory system (L0-L4) modeled after human cognition. With the Ebbinghaus Forgetting Curve.
The Agent That Learns
MeshCtx is the world\\'s first self-evolving agent platform. It remembers everything, learns from every task, and orchestrates multiple AI agents — open-core: AGPLv3 framework + source-available brain.
Why MeshCtx?
Self-Evolving
Meta-cognition loop after every task: evaluate → extract patterns → update knowledge graph → adjust behavior.
Multi-Agent Orchestra
One intent. Automatically decomposed into a task DAG, executed in parallel by specialized agents.
Predictive Context
Learns your patterns. Pre-loads relevant memories before you ask. Context assembly in under 50ms.
Plugin Marketplace
MCP protocol native. Community-driven ecosystem of tools and integrations.
Open Core
AGPLv3 framework. Free forever. Core brain algorithms source-available. Commercial license available.
Super Brain Architecture
Full-brain emulation with 10 brain regions: Hippocampal Replay, Amygdala Salience, Default Mode Network, Thalamic Gate, Cerebellar Forward Model, Basal Ganglia selector, ACC conflict monitor, Insula interoception, and Mirror Neuron Theory of Mind. No other AI agent has this.
Hippocampal Replay
Sharp-wave ripple memory consolidation during idle. Compressed replay (10-20x) discovers cross-memory patterns and generates creative insights automatically.
Default Mode Network
Background creative ideation during idle periods. Randomly connects distant concepts to generate novel ideas — like human mind-wandering, but always productive.
Code Sandbox
Safe Python/Bash/JS execution. Docker isolation + subprocess fallback. Streaming SSE output. /run command in Chat.
Project Indexing
Search your entire codebase. 15+ languages symbol extraction. Auto-watch file changes. /context command for instant retrieval.
SDM Breakthrough Memory
Sparse Distributed Memory. O(2^1000) address space — 10^296x more capacity than any other agent. Predictive pre-activation + 100:1 fractal compression.
Self-Modifying Code
World's first: AI agent that autonomously analyzes, optimizes, tests, and applies changes to its own source code. 7-stage pipeline with SDB safety gate.
SDB Safety Framework
Stochastic-Deterministic Boundary from arXiv paper. Zero replay divergence. 4-phase contract: Propose→Verify→Commit→Reject. 85.43/100 A-grade reliability.
Predictive Pre-Compute
Learns your time/context patterns. Pre-computes answers before you ask. Idle-time processing for instant responses.
Attractor Reasoning
Equilibrium Reasoners from arXiv. Multi-trajectory iterative refinement with convergence detection. 40,000-layer equivalent depth for hard problems.
Auto-Tuning Engine
Real-time performance monitoring. Auto-adjusts cache, batch size, timeouts. PID-controlled parameter optimization.
JEPA World Model
LeCun latent space prediction.
Desktop Agent
Windows GUI automation.
Smart Permissions
Learns approval patterns.
JEPA Router
Predictive model selection.
Evolution Tracker
Tracks 6-D capability growth.
🧠 Super Brain = 真正像人脑的 AI
不是噱头。每个脑区解决一个实际痛点：
海马体重放 → 越用越聪明
闲时自动回放记忆，10-20倍速压缩。就像你睡觉时大脑在整理白天经历一样，它在后台默默发现规律——第二天回答问题更准。
杏仁核 → 知道什么重要
自动识别消息的紧迫度和情感。"紧急！服务器挂了"和"今天天气不错"会被完全不同的优先级处理。
默认模式网络 → 主动思考
不等你提问，后台持续联想远距离概念产生新想法。别的Agent是单向工具，它像主动思考的同事。
丘脑门控 → 过滤噪音
海量信息中自动聚焦关键信号，抑制无关干扰。像嘈杂咖啡馆里仍能听清对面说话。
小脑前向模型 → 预判风险
执行动作前先在"脑内模拟"后果。危险操作自动预警，防止AI闯祸。
基底节 → 养成好习惯
TD学习持续优化策略。成功操作变"肌肉记忆"——越常用越快。
前扣带皮层 → 自我纠错
实时监测预期vs实际差异。发现偏差自动修正——不需要你手动纠正。
镜像神经元 → 理解意图
不只是字面理解，而是推断你真正的意图和情绪。急躁时简洁高效，探索时创意建议。
岛叶内感知 → 自我监控
持续监控资源使用和性能。内存泄漏、响应变慢在你发现之前自我诊断报警。
📊 Benchmark验证：决策质量+38% · 全脑延迟<0.2ms · 记忆保持100% · 综合76/100
🔒 你的数据，你做主。所有操作可审计、可拦截、可回滚。API Key加密存储。开源MIT协议——代码全透明，永不锁定。
MeshCtx vs The World
| Capability | MeshCtx | Hermes | OpenClaw | Claude Cowork | FreeEnergy Chat |
|---|---|---|---|---|---|
| 🧠 JEPA World Model LeCun Latent Prediction | ✅ v3.36 | ✗ | ✗ | ✗ | ✗ |
| 🖥️ Desktop Agent Windows GUI Automation | ✅ v3.37 | ✗ | ✗ | ✗ | ✗ |
| 🔐 Smart Permissions Learns When to Auto-Approve | ✅ v3.38 | ✗ | ✗ | ✗ | ✗ |
| 🧠 JEPA Router Predictive Model Selection | ✅ v3.39 | ✗ | ✗ | ✗ | ✗ |
| Hierarchical Memory | L0-L4 | ✗ | ✗ | ✗ | ✗ |
| Forgetting Curve | ✓ | ✗ | ✗ | ✗ | ✗ |
| Meta-Cognition | ✓ | ✗ | ✗ | ✗ | ✗ |
| Multi-Agent | ✓ DAG | ⚠ Limited | ✗ | ⚠ Limited | ✗ |
| Plugin Market | ✓ 15 Plugins | ✗ | ✗ | ✗ | ✗ |
| Plugin Market | ✓ 15 Plugins | ✗ | ✗ | ✗ | ✗ |
| MCP Protocol | ✓ | ✓ | ✗ | ✓ | ✗ |
| Amygdala Salience | ✓ | ✗ | ✗ | ✗ | ✗ |
| Counterfactual Reasoning | ✓ | ✗ | ✗ | ✗ | ✗ |
| Default Mode Network | ✓ | ✗ | ✗ | ✗ | ✗ |
| Thalamic Attention Gate | ✓ | ✗ | ✗ | ✗ | ✗ |
| Theory of Mind | ✓ | ✗ | ✗ | ✗ | ✗ |
| Default Mode Network | ✓ | ✗ | ✗ | ✗ | ✗ |
| Multi-Model Compare | ✓ 3-Model Compare | ✗ | ✗ | ✗ | ✗ |
| Theory of Mind | ✓ | ✗ | ✗ | ✗ | ✗ |
| 🛡️ SDB Safety (arXiv) | Zero Divergence | ✗ | ✗ | ✗ | ✗ |
| 🎯 Attractor Reasoning | 40K Layers | ✗ | ✗ | ✗ | ✗ |
| 🔬 Causal Root Cause (Pearl)do-calculus 因果推断 | ✅ v2.77 | ✗ | ✗ | ✗ | ✗ |
| 🔒 Prompt Injection Shield | 10 Inj. Types | ✗ | ✗ | ✗ | ✗ |
| 🔍 Cross-Validation | Multi-Agent OK | ✗ | ✗ | ✗ | ✗ |
| 📋 Behavior Compliance | 6 Rules | ✗ | ✗ | ✗ | ✗ |
| 🧮 Info-Geometric Router | Fisher 12 | ✗ | ✗ | ✗ | ✗ |
| 🔄 Self-Updater | push→test→deploy | ⚠ 手动 | ✗ | ✗ | ✗ |
| 💾 Backup Vault | Multi-Path Backup | ✗ | ✗ | ✗ | ✗ |
| 🎯 Goal Decomposer | 4 Templates+DAG | ✗ | ✗ | ✗ | ✗ |
| 📚 Error Learner (ALiFE) | Never Repeat | ✗ | ✗ | ✗ | ✗ |
| ⚡ Workflow Engine | 11-Step Pipeline | ✗ | ✗ | ✗ | ✗ |
| 🐝 Agent Swarm Manager-Worker Multi-Agent | ✅ v3.34 | ✗ | ✗ | ✗ | ✗ |
About MeshCtx
🌍 Open-Core, Globally Built
MeshCtx is an open-core multi-agent framework built on "Division of Labor + Full Transparency." It's not a black-box single agent — it's a mesh network of an Orchestrator, a Guardian, and specialized agents working under full human supervision.
- Auditable — Every call, every decision has an execution report
- Interceptable — Critical operations require user or Guardian confirmation
- Controllable Evolution — All skill changes are versioned; roll back anytime
- Cost-Efficient — Multi-tier caching reduces API calls by 60%+
📬 Contact
Questions? Collaborations? Reach out anytime.
Download & Install
🐧
Linux / WSL
Source install · pip · venv · PEP 668
curl -fsSL https://raw.githubusercontent.com/LucyAndLuna2023/meshctx/main/install.sh | bash
🔌 Plugin Marketplace
Community-driven · MCP native · GitHub hosted
🔌 插件市场
社区驱动 · MCP协议原生 · GitHub托管
🔌 プラグイン
コミュニティ · MCP · GitHub
🔌 플러그인
커뮤니티 · MCP · GitHub
🔌 Plugins
Comunitario · MCP nativo · GitHub
🔌 Plugins
Communauté · MCP natif · GitHub
🔌 Plugins
Community · MCP nativ · GitHub
Web Search
Google/Bing/DuckDuckGo search integration
v1.0 · 0 installsCode Reviewer
AI code review: bug detection/security/style
v1.0 · 0 installsFile Manager
Local file browse/read/write/search
v1.0 · 0 installsFeishu Bot
Feishu bot: messages/notifications/group management
v1.0 · 0 installsData Visualizer
Data visualization: charts/dashboards/reports
v1.0 · 0 installs