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MCP servers tagged self-evolving
11 live MCP servers tagged "self-evolving", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with self-evolving.
Memos
Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings
Agentica
Build AI agents that run for hours, not seconds. Async-first Python harness: auto context-compaction, cost budgets & death-spiral guards, persistent cross-session memory, self-evo…
Evolver
The GEP-powered self-evolving engine for AI agents. Auditable evolution with Genes, Capsules, and Events. | evomap.ai
AutoResearch SibylSystem
Fully Autonomous AI Research System with Self-Evolution, built natively on Claude Code
Bernstein
Deterministic orchestrator for 30+ CLI AI coding agents. Git worktree isolation, HMAC audit trail, MCP server mode.
Openclaw.net
Self-hosted OpenClaw gateway + agent runtime in .NET (NativeAOT-friendly)
sipyourdrink-ltd/bernstein
aware model routing via contextual bandit. Apache 2.0.
LISA
An AI agent with a real self — soul she wrote, desires that drive her, a heartbeat for autonomous action, dreams she processes when you're away. Capability superset of pi-mono / O…
Overmind
玄霖超脑 · 无量网络 v4 重构版— 66 模块6通道 AI 认知神经系统 · 装一次，你所有的 AI 工具从此共享一个永远不失忆的大脑。跨会话记忆 · 多 Agent 互通 · 自动代码审查 · 零配置
Awesome Agent Evolution
A curated list of AI Agent evolution, memory systems, multi-agent architectures, and self-improvement projects. | evomap.ai
Web2BigTable
A Bi-Level Multi-Agent LLM System for Internet-Scale Information Search and Extraction