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MCP servers tagged self-evolving
22 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.
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…
Hermes House
🤖 Self-Evolving Multi-Agent AI System | 116+ Skills | TrendRadar · Reviewer | Learn, Build & Evolve
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
Darwin Agents
AI agents that improve themselves. Self-evolving prompts via A/B testing, multi-model critics, and safety gates. TypeScript. Zero config.
Agent Os Open
A highly configurable, self-evolving AI Agent operating system with plugin pipeline, multi-layer memory, hot‑reload, and MCP support. Built on FastAPI & React.高度可配置、自进化的智能体操作系统，支…
Keelson
A self-evolving agent harness — permission-gated execution, context folding, and a gated skill-update pipeline, validated with real benchmarks (including one that caught a bug in…
Self Evolving Hypergraph Memory
Self-evolving Hypergraph Memory — 自演化超图记忆引擎: τ 衰减遗忘 · Hebbian 关联强化 · 离线梦境整合 · 多模态证据检索 · 谓词论元与类型锚定抽取 · 确定性时间层 · 会话作用域隔离 · 本体驱动组织 (FastAPI + OverGraph + FAISS, 全开源)
DB Coder
Autonomous AI coding agent — scan, plan, execute, review & self-evolve. Powered by Claude Opus + Codex with dual review, meta-prompt reflection, and MCP plugin integration.
Rwkv Router
Cut up to ~89% of cloud LLM tokens. Self-evolving local-first smart router (R0-R3, ~100% routing accuracy after evolution) - Stanford & Together AI baseline: 60-80% cost/energy sa…
Evo Fall MCP
MCP server (47 tools) turning LLM agents into hardware developers: build/flash/OTA, telemetry self-validation, tool factory, self-evolving plugins | 自进化 AI 硬件能力中枢
Fullsense
FullSense — umbrella brand & spec for llmesh / llive / llove (Apache-2.0)
Loopevo
An open-source platform that turns natural-language intent into governed, reusable, and self-evolving AI workflows.
Nova Kernel
The Constitutional AI Operating System. One memory, one skill library, one agent registry, shared across Claude, Codex, Gemini, Cursor and Antigravity. Self-evolving, self-maintai…
Cargo Agent
Self-evolving AI Agent CLI in Rust. 60+ tools for coding, testing, refactoring, trading. Dual-licensed: MIT + Commercial.
Celula Madre
Autonomous AI Stem Cell: A self-evolving agent framework with on-demand terminal differentiation, invariant testing, and Docker sandboxing
Agent Identity Kit
AI technical-team identity kit: 10 evolving, evidence-first agent skills (architect/impl/QA/docs/release/demo/security/community/planner/memory). Built by a 16-year-old.