awesome-agent-evolution: Open survey and evidence map for AI agent evolution, self-evolving agents, memory, skills, harnesses

by Shiyao-Huang · Agent Tool · ★ 68

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 63/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

agent-evolutionagent-frameworkagent-swarmai-agentai-agentsai-researchautonomous-agentawesome-listbenchmarkharness-engineering

Quick Facts

Stars68
Forks16
LanguageJavaScript
CategoryAgent Tool
LicenseMIT
Quality Score63/100
Open Issues7
Last Updated2026-08-03
Created2026-05-22
Platformsnode
Est. Tokens~17k

About awesome-agent-evolution

Awesome Self-Evolving AI Agents 一份面向 AI Agent 自进化研究与实践的开放 Survey：帮你判断一个系统是真能从反馈中改进，还是只是在 demo 里看起来聪明。 中文主入口 项目报告 GitHub Topics: , , , , , , , , , , . GitHub topic 收录证据（2026-06-05）：GitHub Topic Indexing Readiness 已验证远端 topics、GitHub Search 和 topic 页面均返回本仓库；如果网页 topic 页短暂滞后，按 GitHub search/API 作为更新鲜证据。 一句话 想判断一个 AI Agent 是不是“真自进化”，先问五件事：改了什么、为什么改、谁验证、是否保留、能否回滚。 三句话 这份 Survey 不先堆链接，而是先给判断表：一个系统到底改变了...

Compatible Skills

These tools work well together with awesome-agent-evolution for enhanced workflows:

  • awesome-agent-evolution — semantic(0.64)+complementary+rare_topics+same_lang+similar_pop+shared_platform (83%)
  • evolver — semantic(0.61)+complementary+rare_topics+same_lang+shared_platform (76%)
  • overmind — semantic(0.28)+complementary+rare_topics+same_lang+similar_pop+shared_platform (59%)
  • agent-skill-bus — semantic(0.21)+complementary+same_lang+similar_pop+shared_platform (57%)
  • phantom — semantic(0.33)+complementary+rare_topics+similar_pop+shared_platform (56%)

awesome-agent-evolution alternative? Top 6 similar tools

Looking for a awesome-agent-evolution alternative? If you're comparing awesome-agent-evolution with other agent tool tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • awesome-agent-evolution by EvoMap · ⭐ 238

    A curated list of AI Agent evolution, memory systems, multi-agent architectures, and self-improvement projects

  • LiteMultiAgent by PathOnAIOrg · ⭐ 102

    The Library for LLM-based multi-agent applications

  • openclaw-qa by ythx-101 · ⭐ 82

    Agent Waystation · Agent 驿站 — a stopover for AI agents, builders, tools, and field reports

  • agentdescent by ThinkFlowLab · ⭐ 203

    Gradient descent, but the parameters are agents — a parallel, asynchronous framework for self-evolving agents

  • agentdescent by Birfy · ⭐ 202

    Gradient descent, but the parameters are agents — a parallel, asynchronous framework for self-evolving agents

  • LiteWebAgent by PathOnAIOrg · ⭐ 152

    [NAACL2025] LiteWebAgent: The Open-Source Suite for VLM-Based Web-Agent Applications

More Agent Tool Tools

Explore other popular agent tool tools:

View all Agent Tool tools →

Popular JavaScript Agent Tools

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

View on GitHub → Browse Agent Tool tools