awesome-agent-evolution MCP Server
EvoMap/awesome-agent-evolution
[](https://agentrank-ai.com/tool/EvoMap--awesome-agent-evolution/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge) A curated list of AI Agent evolution, memory systems, multi-agent architectures, and self-improvement projects. | evomap.ai
claude mcp add agentrank -- npx -y agentrank-mcp-server Overview
EvoMap/awesome-agent-evolution is a JavaScript tool. A curated list of AI Agent evolution, memory systems, multi-agent architectures, and self-improvement projects. | evomap.ai Topics: a2a, agent-evolution, agentic-ai, ai-agent, awesome, awesome-list, llm, mcp, memory-system, multi-agent, self-evolving, self-improvement, agent-framework, agent-protocol, autonomous-agent, evomap, llm-agent, prompt-engineering, skill-library, skills.
Ranked #3761 out of 24846 indexed tools.
Ecosystem
Score Breakdown
234 stars → growing community
Last commit 1mo ago → recently updated
19/39 issues closed → many open issues
7 contributors → small team
No dependents → no downstream usage
Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →
How to Improve
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From the README
# Awesome Agent Evolution
> AI Agent self-evolution, memory systems, autonomous self-improvement, and the infrastructure that powers them.
## Contents
- [Taxonomy](#taxonomy)
- [Agent Evolution and Self-Improvement](#agent-evolution-and-self-improvement)
- [Memory Systems](#memory-systems)
- [Agent-to-Agent Protocols](#agent-to-agent-protocols)
- [Agent Development Platforms](#agent-development-platforms)
- [Agent Coding and Software Engineering](#agent-coding-and-software-engineering)
- [Multi-Agent Frameworks](#multi-agent-frameworks)
- [Prompt and Behaviour Optimization](#prompt-and-behaviour-optimization)
- [Agent Safety and Guardrails](#agent-safety-and-guardrails)
- [Embodied AI](#embodied-ai)
- [Key Research Papers](#key-research-papers)
- [Benchmarks and Evaluation](#benchmarks-and-evaluation)
- [Community and Knowledge](#community-and-knowledge)
## Taxonomy
```mermaid
graph LR
Root["Agent Evolution"] --> SingleAgent["Single-Agent<br/>Optimization"]
Root --> Infra Read full README on GitHub → Get the weekly AgentRank digest
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