evolver: The GEP-powered self-evolving engine for AI agents

by EvoMap · MCP Server · ★ 8.7k

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

How to install evolver

npm install -g @evomap/evolver
git clone https://github.com/EvoMap/evolver.git

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 69/100

Flagged: sudo usage. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

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.

a2aagent-evolutionagent-frameworkagent-protocolai-agentauditable-aiautonomous-agentclievomapgep

Quick Facts

Stars8,721
Forks849
LanguageJavaScript
CategoryMCP Server
LicenseGPL-3.0
Quality Score69/100
Open Issues38
Last Updated2026-11-05
Created2026-02-01
Platformscli, mcp, node
Est. Tokens~19k

About evolver

🧬 Evolver evomap.ai Releases Notice — Moving Toward Source-Available Evolver has been fully open source since our first release on 2026-02-01 (initially MIT, and GPL-3.0-or-later since 2026-04-09). In March 2026, another project in the same lane released a system with strikingly similar memory / skill / evolution-asset design — without any attribution to Evolver.

Compatible Skills

These tools work well together with evolver for enhanced workflows:

  • GenericAgent — semantic(0.32)+complementary+rare_topics+similar_pop (55%)
  • AutoResearchClaw — semantic(0.27)+complementary+rare_topics+similar_pop (49%)
  • Acontext — semantic(0.26)+complementary+rare_topics+similar_pop+shared_platform (49%)
  • Aurogen — semantic(0.21)+complementary+similar_pop+shared_platform (47%)
  • SkillClaw — semantic(0.34)+complementary+rare_topics+similar_pop (46%)

evolver alternative? Top 6 similar tools

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

  • GenericAgent by lsdefine · ⭐ 14.4k

    Self-evolving agent: grows skill tree from 3.3K-line seed, achieving full system control with 6x less token co

  • oh-my-pi by can1357 · ⭐ 38.1k

    ⌥ Coding agent with the IDE wired in. Built by Stencil Labs.

  • MemOS by MemTensor · ⭐ 12.3k

    Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill r

  • Upsonic by Upsonic · ⭐ 8.0k

    Build autonomous AI agents in Python.

  • zcf by UfoMiao · ⭐ 6.1k

    Zero-Config Code Flow for Claude code & Codex

  • ag2 by ag2ai · ⭐ 5.0k

    AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x

More MCP Server Tools

Explore other popular mcp server tools:

View all MCP Server 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 MCP Server tools