geo-score: Can AI engines cite your site, and do they

by jianruntech · MCP Server · ★ 318

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

How to install geo-score

git clone https://github.com/jianruntech/geo-score ~/.claude/skills/geo-score

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

Security audit verdict: SAFE · quality 65/100

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.

aeoai-searchai-visibilityanswer-engine-optimizationchatgptclaude-codeclaude-skillcligenerative-engine-optimizationgeo

Quick Facts

Stars318
Forks12
LanguagePython
CategoryMCP Server
LicenseMIT
Quality Score65/100
Last Updated2026-10-19
Created2026-09-08
Platformsclaude-code, cli, gemini, mcp, python
Est. Tokens~17k

About geo-score

English · 简体中文 geo-score Will ChatGPT cite your site? Score it in 20 seconds. One command. About twenty seconds. Every check, and what the next tier needs. Full output — every check, its evidence, and what the next tier asks for AIV READINESS https://stripe.com ────────────────────────────────────────────────────────────────────────── 71 / 100 Solid 12 points to Leading Reachable 11/15 ◐ Crawlers...

geo-score alternative? Top 6 similar tools

Looking for a geo-score alternative? If you're comparing geo-score 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.

  • geo-optimizer-skill by Auriti-Labs · ⭐ 1.2k

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

  • eGEOagents by mverab · ⭐ 204

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

  • canonry by Canonry · ⭐ 193

    Agent-first AI SEO (AEO/GEO) operating platform

  • claude-rank by Houseofmvps · ⭐ 91

    Claude Code plugin that tells you why your site won't get cited by AI — and fixes the discoverability files au

  • squirrelscan by squirrelscan · ⭐ 293

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

  • ansvisor by ansvisor · ⭐ 156

    Open-source AI Search Intelligence Platform — track, analyze, and improve AI visibility, citations, prompts, c

More MCP Server Tools

Explore other popular mcp server tools:

View all MCP Server tools →

Popular Python 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