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MCP servers tagged self-improving
34 live MCP servers tagged "self-improving", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with self-improving.
Agenvoy
Make AI actually work for you - A personal agent that writes its own tools and repairs itself.
DomDemetz/claude-soul
starter`
Kbot
Open-source terminal AI agent. 764+ tools, 35 agents, 20 providers. Dreams, learns, watches your system. Controls your phone. Fully local, fully sovereign. MIT.
Mini Ork
Prove an AI-written fix actually fixes the bug. mini-ork certify reproduces the bug against your repo's own code, attacks the patch with generated invariants in a Docker sandbox,…
satori
Self-learning loop for Claude Code — corrections and failures become skills, behind a human gate. MCP + hooks, Windows-native, zero background LLM calls.
Agent Afk
Start a run in your terminal and walk away. Get pinged when it finishes, or needs you. Every step is a readable trace you check before anything ships.
Solo Founder Os
Self-evolving 10-agent stack for one-person companies. Cron + eval + reflexion + skill library + PR-gated evolver. pip install solo-founder-os · 513 tests · MIT.
Darwin Agents
AI agents that improve themselves. Self-evolving prompts via A/B testing, multi-model critics, and safety gates. TypeScript. Zero config.
TricorderKit
The local-first Agentic Knowledge OS - CLI-first, self-improving, measured. Turn intentions into traceable, auditable, reusable workflows. Runs on your machine (Ollama, Neo4j, Qdr…
1ai Skills
1282 production-ready AI agent skills with self-evolving meta-skills — 783 cybersecurity, SEO, trading, marketing, automation, devops, content, financial. Auto-evolve, auto-learn,…
Hicortex
Human-like memory for self-improving AI agents. Automatic capturing, nightly reflection, and cross-agent learning. Works with Claude Code and OpenClaw.
Awesome Hermes Agent
A curated list of skills, plugins, tools, integrations, and resources for Hermes Agent by Nous Research
Myelinate
Self-improving skills and memory for any AI agent framework, with governance built in
Satori
Self-learning loop for Claude Code — corrections and failures become skills, behind a human gate. MCP + hooks, Windows-native, zero background LLM calls.
Fable
One repo, one skill: a self-improving experience layer for AI agents - multi-dataset session retrieval, on-device triage, token compression, smart-mode routing for hard tasks, vid…
Cogmem
A self-improving, verifiable memory layer for AI coding agents.
Agent Genome Lab
Self-evolving memory layer for AI coding agents. Captures failure DNA, prevents bug repetition, enables collective intelligence.
Jev X Kit
Offline $0 decision layer for coding agents: Choice/Score/Noul primitives, BELKI confidence gatekeeper, ultra-planning, red-teaming, research and RLVR self-improvement -- as an MC…
Daedalus
A personal, self-developing AI agent you run yourself: its own app window on macOS, Linux and Windows, a web app on your phone, Telegram if you want it. Real tools (shell, browser…
Realreel
AI agent that generates ICP-targeted product marketing videos with a self-improving loop of reference mining, generation, self-critique, and continual learning
Dspytools
self-evolving CLI for DSPy program management — featuring hot-swap inference, MCP agent interoperability, a Generative Feedback Loop (GFL) pipeline, skills system, llms.txt genera…
Engram
A personal AI agent with a brain you can watch grow — hybrid memory, a signed audit ledger, self-improving skills, and $0 at idle. One small Rust binary.
Ollama Ocli
🦉 AI coding assistant with self-improvement, LCARS styling, and MCP support
Lingtai MCP
Self-evolving knowledge management system: Obsidian vault + a zero-dependency MCP server (86 tools). Refines raw materials into structured knowledge, evolves its own rules, and ru…
Opengriffin
Self-evolving personal AI agent. Telegram-first. Multi-provider BYO key. Persistent memory, daily journal, skill graph, dream cycle. Free forever. Apache 2.0.
Culi
Self-improving context & memory for Claude Code and OpenAI Codex. One canonical knowledge store injected only when relevant — hooks push budgeted context, an MCP server serves dep…
Chiron Agent
Autonomous, self-improving AI agent platform for Claude Code — safe capability & skill acquisition, MCP/tool discovery, sandboxed policy gates, and token-efficient learning.
Clanker
Self-improving AI agent harness in Zig 0.16 — gated self-patch loop, sandboxed WASM tools, CLI + web UI
Self Improving Agent
Terminal coding agent that executes tools (real think>tool>result loop with confirm + undo, MCP tools in-loop) and rewrites its own system prompt from feedback with metrics + auto…
Alice Agent
Alice Agent — the self-improving AI agent. CLI + desktop + 20 messaging platforms. Open source, runs anywhere.
LLM Agent Factory
Build, retrieve, and test structured AI agents using semantic search and retrieval-augmented generation.
Freepalp
Multi-agent AI orchestrator that runs on free models — self-improving, MCP, token streaming, DAG, WebUI
Neeagent
An advanced, omnichannel autonomous AI agent suite with persistent SQLite graph memory and self-improving ReAct loops.
Meta Harness
Self-bootstrapping Agent engineering framework: intent → tasks → 7-layer runnable project → agent topology → evolution engine.