geo-optimizer: A pluggable framework for GEO (Generative Engine Optimization) in Go

by geo-team-red · LLM Plugin · ★ 102

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Security audit verdict: SAFE · quality 74/100

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.

aichatgptcontent-optimizationframeworkgenerative-engine-optimizationgeogogolangllmperplexity

Quick Facts

Stars102
Forks11
LanguageGo
CategoryLLM Plugin
LicenseMIT
Quality Score74/100
Open Issues2
Last Updated2026-03-27
Created2026-01-31
Platformsgo
Est. Tokens~17k

About geo-optimizer

GEO Optimizer: Make Your Content Visible to AI Engines A pluggable framework for GEO (Generative Engine Optimization) in Go. Built-in strategies for common use cases, with full support for custom strategy registration.

Compatible Skills

These tools work well together with geo-optimizer for enhanced workflows:

  • gego — semantic(0.51)+complementary+same_lang+similar_pop+shared_platform (68%)
  • open — semantic(0.40)+complementary+same_lang+similar_pop+shared_platform (64%)
  • eGEOagents — semantic(0.56)+complementary+rare_topics+similar_pop (59%)
  • AutoGEO — semantic(0.50)+complementary+rare_topics+similar_pop (57%)

geo-optimizer alternative? Top 6 similar tools

Looking for a geo-optimizer alternative? If you're comparing geo-optimizer with other llm plugin 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

  • ultraship by Houseofmvps · ⭐ 123

    "ULTRASHIP" Claude Code plugin — 39 skills, 33 tools, 11 agents for ship-ready workflows: planning, review, pe

  • codegrab by epilande · ⭐ 96

    ✋ Interactive CLI tool for selecting and bundling code into a single, LLM-ready output file

  • squirrelscan by squirrelscan · ⭐ 293

    The website QA tool for your coding agent. 300+ audit rules across SEO, performance, security, accessibility a

  • openai-agents-go by nlpodyssey · ⭐ 273

    A lightweight, powerful framework for multi-agent workflows in Go

  • go-agent by Protocol-Lattice · ⭐ 257

    An agent framework for Go with graph-aware memory, UTCP-native tools, and multi-agent orchestration. Built for

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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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