AutoGEO: [ICLR'26] AutoGEO: a Generative Engine Optimization framework to automatically learn generative engine

by cxcscmu · Agent Tool · ★ 224

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

How to install AutoGEO

git clone --recursive https://github.com/cxcscmu/AutoGEO

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

Security audit verdict: SAFE · quality 67/100

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. 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.

ai-search-engineai-search-optimizationcontent-optimizationgenerative-aigenerative-engine-optimizationgenerative-searchgrpoiclriclr2026large-language-models

Quick Facts

Stars224
Forks28
LanguagePython
CategoryAgent Tool
LicenseMIT
Quality Score67/100
Last Updated2026-06-14
Created2025-09-30
Platformsbrowser, python
Est. Tokens~15k

About AutoGEO

AutoGEO Project Page Demo AutoGEO is a framework for Automatic Generative Engine Optimization (GEO) that helps web content gain higher visibility in LLM-generated answers. Our paper has been accepted by ICLR 2026.

Compatible Skills

These tools work well together with AutoGEO for enhanced workflows:

  • eGEOagents — semantic(0.49)+complementary+rare_topics+same_lang+similar_pop+shared_platform (76%)
  • geo-optimizer-skill — semantic(0.46)+complementary+rare_topics+same_lang+similar_pop+shared_platform (71%)
  • kai-cmo-harness — semantic(0.39)+complementary+rare_topics+same_lang+similar_pop+shared_platform (68%)
  • seo-skills — semantic(0.42)+complementary+same_lang+similar_pop+shared_platform (65%)
  • HeiGe-GEO-SEO — semantic(0.39)+complementary+same_lang+similar_pop+shared_platform (64%)

AutoGEO alternative? Top 6 similar tools

Looking for a AutoGEO alternative? If you're comparing AutoGEO 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.

  • eGEOagents by mverab · ⭐ 204

    Open-source Generative Engine Optimization (GEO) & Answer Engine Optimization (AEO) toolkit — optimize content

  • autollm by viddexa · ⭐ 1.0k

    Ship RAG based LLM web apps in seconds.

  • agent_learning by Haozhe-Xing · ⭐ 599

    A systematic AI Agent development tutorial covering LLM agents, RAG, tool use, memory systems, multi-agent sys

  • getcito-worlds-first-open-source-aio-aeo-or-geo-tool by ai-search-guru · ⭐ 485

    GetCito the World's First Open Source AI Search Optimization (AIO) / Answer Engine Optimization (AEO) or Gener

  • sagify by Kenza-AI · ⭐ 441

    LLMs and Machine Learning done easily

  • slide-deck-ai by barun-saha · ⭐ 377

    Co-create PowerPoint slide decks with AI

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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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