reevo: [NeurIPS 2024] ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution

by ai4co · Agent Tool · ★ 303

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

Security audit verdict: SAFE · quality 62/100

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.

ant-colony-optimizationautomatic-algorithm-generationbin-packing-problemelectronic-design-automationevolutionary-algorithmsgenetic-algorithmhyper-heuristicslarge-language-modelsllm-agentmultiple-knapsack-problem

Quick Facts

Stars303
Forks64
LanguagePython
CategoryAgent Tool
LicenseMIT
Quality Score62/100
Last Updated2026-01-24
Created2023-11-20
Platformspython
Est. Tokens~1811k

About reevo

[NeurIPS 2024] ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution 🥳 Welcome! This is a codebase that accompanies the paper ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution. Give ReEvo 5 minutes, and get a state-of-the-art algorithm in return! Table of Contents 1\. News 📰 2\. Introduction 🚀 3\. Exciting Highlights 🌟 4\. Usage 🔑 4.1.

Compatible Skills

These tools work well together with reevo for enhanced workflows:

  • SimplerLLM — semantic(0.19)+complementary+same_lang+similar_pop+shared_platform (52%)
  • code-index-mcp — semantic(0.17)+complementary+same_lang+similar_pop+shared_platform (51%)
  • LLM-Tools — semantic(0.16)+complementary+same_lang+similar_pop+shared_platform (51%)
  • mxcp — semantic(0.16)+complementary+same_lang+similar_pop+shared_platform (51%)
  • OpenAdapt — semantic(0.16)+complementary+same_lang+similar_pop+shared_platform (50%)

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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:

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